In [14]:
# Representation graphique du variables stroke:
sns.set()
sns.countplot(dataset["Outcome"])
plt.show()
import numpy as np
import matplotlib.pyplot as plt
import pandas as pd
import seaborn as sns
import warnings
warnings.filterwarnings('ignore')
warnings.warn("this will not show")
plt.rcParams["figure.figsize"] = (10,6)
pd.set_option('max_colwidth',200)
# Importing the dataset
dataset = pd.read_csv('diabetes.csv')
# afficher les 5 premiers ligne du dataset
print(dataset.head())
Pregnancies Glucose BloodPressure SkinThickness Insulin BMI \ 0 2 138 62 35 0 33.6 1 0 84 82 31 125 38.2 2 0 145 0 0 0 44.2 3 0 135 68 42 250 42.3 4 1 139 62 41 480 40.7 DiabetesPedigreeFunction Age Outcome 0 0.127 47 1 1 0.233 23 0 2 0.630 31 1 3 0.365 24 1 4 0.536 21 0
# afficher les 5 premiers ligne du dataset
print(dataset.tail())
Pregnancies Glucose BloodPressure SkinThickness Insulin BMI \
1995 2 75 64 24 55 29.7
1996 8 179 72 42 130 32.7
1997 6 85 78 0 0 31.2
1998 0 129 110 46 130 67.1
1999 2 81 72 15 76 30.1
DiabetesPedigreeFunction Age Outcome
1995 0.370 33 0
1996 0.719 36 1
1997 0.382 42 0
1998 0.319 26 1
1999 0.547 25 0
# the shape of the dataset:
print(dataset.shape)
(2000, 9)
# the size of our dataset and we can thenvalidate the datatypes of the input values to check if we need to change/cast any columns datatypes:
print(dataset.columns)
print(dataset.dtypes)
Index(['Pregnancies', 'Glucose', 'BloodPressure', 'SkinThickness', 'Insulin',
'BMI', 'DiabetesPedigreeFunction', 'Age', 'Outcome'],
dtype='object')
Pregnancies int64
Glucose int64
BloodPressure int64
SkinThickness int64
Insulin int64
BMI float64
DiabetesPedigreeFunction float64
Age int64
Outcome int64
dtype: object
We have 2000 rows and 9 columns. the columns are our feature columns, while the last column (Outcome ) represents our target column and the first column will be removed. Moreover, our columns appear to consist of numeric data and categoriel data.
# the describe function to go over statistical measures of the dataset:
print(dataset.describe())
Pregnancies Glucose BloodPressure SkinThickness Insulin \
count 2000.000000 2000.000000 2000.000000 2000.000000 2000.000000
mean 3.703500 121.182500 69.145500 20.935000 80.254000
std 3.306063 32.068636 19.188315 16.103243 111.180534
min 0.000000 0.000000 0.000000 0.000000 0.000000
25% 1.000000 99.000000 63.500000 0.000000 0.000000
50% 3.000000 117.000000 72.000000 23.000000 40.000000
75% 6.000000 141.000000 80.000000 32.000000 130.000000
max 17.000000 199.000000 122.000000 110.000000 744.000000
BMI DiabetesPedigreeFunction Age Outcome
count 2000.000000 2000.000000 2000.000000 2000.000000
mean 32.193000 0.470930 33.090500 0.342000
std 8.149901 0.323553 11.786423 0.474498
min 0.000000 0.078000 21.000000 0.000000
25% 27.375000 0.244000 24.000000 0.000000
50% 32.300000 0.376000 29.000000 0.000000
75% 36.800000 0.624000 40.000000 1.000000
max 80.600000 2.420000 81.000000 1.000000
#Check for unique datas in each column using
dataset.nunique()
Pregnancies 17 Glucose 136 BloodPressure 47 SkinThickness 53 Insulin 182 BMI 247 DiabetesPedigreeFunction 505 Age 52 Outcome 2 dtype: int64
# to find how many unique values numeric features have
for col in dataset.select_dtypes(include=[np.number]).columns:
print(f"{col} has {dataset[col].nunique()} unique value")
Pregnancies has 17 unique value Glucose has 136 unique value BloodPressure has 47 unique value SkinThickness has 53 unique value Insulin has 182 unique value BMI has 247 unique value DiabetesPedigreeFunction has 505 unique value Age has 52 unique value Outcome has 2 unique value
# Check entire set for any missing values
dataset.isnull().values.any()
False
# Check for total count of missing datum
dataset.isnull().sum()
Pregnancies 0 Glucose 0 BloodPressure 0 SkinThickness 0 Insulin 0 BMI 0 DiabetesPedigreeFunction 0 Age 0 Outcome 0 dtype: int64
# décrire toutes les variables quantitatives(numériques) du jeu de données
dataset.describe().round(2)
| Pregnancies | Glucose | BloodPressure | SkinThickness | Insulin | BMI | DiabetesPedigreeFunction | Age | Outcome | |
|---|---|---|---|---|---|---|---|---|---|
| count | 2000.00 | 2000.00 | 2000.00 | 2000.00 | 2000.00 | 2000.00 | 2000.00 | 2000.00 | 2000.00 |
| mean | 3.70 | 121.18 | 69.15 | 20.94 | 80.25 | 32.19 | 0.47 | 33.09 | 0.34 |
| std | 3.31 | 32.07 | 19.19 | 16.10 | 111.18 | 8.15 | 0.32 | 11.79 | 0.47 |
| min | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.08 | 21.00 | 0.00 |
| 25% | 1.00 | 99.00 | 63.50 | 0.00 | 0.00 | 27.38 | 0.24 | 24.00 | 0.00 |
| 50% | 3.00 | 117.00 | 72.00 | 23.00 | 40.00 | 32.30 | 0.38 | 29.00 | 0.00 |
| 75% | 6.00 | 141.00 | 80.00 | 32.00 | 130.00 | 36.80 | 0.62 | 40.00 | 1.00 |
| max | 17.00 | 199.00 | 122.00 | 110.00 | 744.00 | 80.60 | 2.42 | 81.00 | 1.00 |
# Afficher les nombres de chaque valeurs du variables:
print(dataset["Outcome"].value_counts())
Outcome 0 1316 1 684 Name: count, dtype: int64
# Representation graphique du variables stroke:
sns.set()
sns.countplot(dataset["Outcome"])
plt.show()
Our data set consists of 11298 individuals and only 782 individuals have stroke; evidently, our data set is imbalanced.
# Représentation graphique des variables quantitatives(numériques) avec des histogrmmes:
numerical_var = dataset.columns
lig = 3
col = 3
for num, val in enumerate(numerical_var):
plt.subplot(lig, col, num+1)
plt.hist(dataset[val], bins=500)
plt.title(val)
# Représentation graphique des variables quantitatives(numériques) avec boîtes à moustaches des variables:
for num, val in enumerate(numerical_var):
plt.subplot(lig, col, num+1)
plt.boxplot(dataset[val])
plt.title(val)
# compute the number of outliers present in each of the columns of our data set:
dataset_num = dataset[dataset.columns]
for column in dataset_num.columns[:-1]:
print(dataset_num[column])
Q1 = dataset_num[column].quantile(0.25)
Q3 = dataset_num[column].quantile(0.75)
IQR = Q3 - Q1
outlier_range = (dataset_num[column] < (Q1 - 1.5*IQR)) | (dataset_num[column] > (Q3 + 1.5*IQR))
num_outliers = dataset_num[column][outlier_range].count()
print(f"{column}: {num_outliers} outliers")
0 2
1 0
2 0
3 0
4 1
..
1995 2
1996 8
1997 6
1998 0
1999 2
Name: Pregnancies, Length: 2000, dtype: int64
Pregnancies: 12 outliers
0 138
1 84
2 145
3 135
4 139
...
1995 75
1996 179
1997 85
1998 129
1999 81
Name: Glucose, Length: 2000, dtype: int64
Glucose: 13 outliers
0 62
1 82
2 0
3 68
4 62
...
1995 64
1996 72
1997 78
1998 110
1999 72
Name: BloodPressure, Length: 2000, dtype: int64
BloodPressure: 125 outliers
0 35
1 31
2 0
3 42
4 41
..
1995 24
1996 42
1997 0
1998 46
1999 15
Name: SkinThickness, Length: 2000, dtype: int64
SkinThickness: 4 outliers
0 0
1 125
2 0
3 250
4 480
...
1995 55
1996 130
1997 0
1998 130
1999 76
Name: Insulin, Length: 2000, dtype: int64
Insulin: 73 outliers
0 33.6
1 38.2
2 44.2
3 42.3
4 40.7
...
1995 29.7
1996 32.7
1997 31.2
1998 67.1
1999 30.1
Name: BMI, Length: 2000, dtype: float64
BMI: 56 outliers
0 0.127
1 0.233
2 0.630
3 0.365
4 0.536
...
1995 0.370
1996 0.719
1997 0.382
1998 0.319
1999 0.547
Name: DiabetesPedigreeFunction, Length: 2000, dtype: float64
DiabetesPedigreeFunction: 68 outliers
0 47
1 23
2 31
3 24
4 21
..
1995 33
1996 36
1997 42
1998 26
1999 25
Name: Age, Length: 2000, dtype: int64
Age: 48 outliers
On dirait que notre ensemble de données contient un grand nombre de valeurs aberrantes.
The features neither have a strong correlation with one another nor the target variable. Thus, we should be able to incorporate all of them when building our final model. on observe une très faible corrélation entre ces variables
C’est la partie où nous convertissons la variable catégorique en forme numérique et créons un seul vecteur combinant toutes les entités en entrée
data = pd.read_csv('diabetes.csv')
data.head()
| Pregnancies | Glucose | BloodPressure | SkinThickness | Insulin | BMI | DiabetesPedigreeFunction | Age | Outcome | |
|---|---|---|---|---|---|---|---|---|---|
| 0 | 2 | 138 | 62 | 35 | 0 | 33.6 | 0.127 | 47 | 1 |
| 1 | 0 | 84 | 82 | 31 | 125 | 38.2 | 0.233 | 23 | 0 |
| 2 | 0 | 145 | 0 | 0 | 0 | 44.2 | 0.630 | 31 | 1 |
| 3 | 0 | 135 | 68 | 42 | 250 | 42.3 | 0.365 | 24 | 1 |
| 4 | 1 | 139 | 62 | 41 | 480 | 40.7 | 0.536 | 21 | 0 |
# Check for their Count and Datatype
data.info()
<class 'pandas.core.frame.DataFrame'> RangeIndex: 2000 entries, 0 to 1999 Data columns (total 9 columns): # Column Non-Null Count Dtype --- ------ -------------- ----- 0 Pregnancies 2000 non-null int64 1 Glucose 2000 non-null int64 2 BloodPressure 2000 non-null int64 3 SkinThickness 2000 non-null int64 4 Insulin 2000 non-null int64 5 BMI 2000 non-null float64 6 DiabetesPedigreeFunction 2000 non-null float64 7 Age 2000 non-null int64 8 Outcome 2000 non-null int64 dtypes: float64(2), int64(7) memory usage: 140.8 KB
# Check for total count of missing data
data.isnull().sum()
data.apply(lambda x:sum(x.isnull()),axis=0)
Pregnancies 0 Glucose 0 BloodPressure 0 SkinThickness 0 Insulin 0 BMI 0 DiabetesPedigreeFunction 0 Age 0 Outcome 0 dtype: int64
# Check for Duplicate Values
data.duplicated().value_counts()
True 1256 False 744 Name: count, dtype: int64
X = data.iloc[:, 0:8]
y = data.iloc[:, 8]
from sklearn.model_selection import train_test_split
X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=2)
# Feature Scaling
from sklearn.preprocessing import StandardScaler
sc = StandardScaler()
X_train = sc.fit_transform(X_train)
X_test = sc.transform(X_test)
# Print metrics:
# from sklearn.metrics import confusion_matrix
from sklearn.metrics import confusion_matrix, classification_report
import sklearn.metrics as sklm
def model_evaluation(labels_test, predictions):
metrics = sklm.precision_recall_fscore_support(labels_test, predictions)
conf = sklm.confusion_matrix(labels_test, predictions)
print(' Confusion matrix')
print(' Score positive Score negative')
print('Actual positive %6d' % conf[0,0] + ' %5d' % conf[0,1])
print('Actual negative %6d' % conf[1,0] + ' %5d' % conf[1,1])
print('')
print('Accuracy %0.2f' % sklm.accuracy_score(labels_test, predictions))
print(' ')
print(' Positive Negative')
print('Num case %6d' % metrics[3][0] + ' %6d' % metrics[3][1])
print('Precision %6.2f' % metrics[0][0] + ' %6.2f' % metrics[0][1])
print('Recall %6.2f' % metrics[1][0] + ' %6.2f' % metrics[1][1])
print('F1 %6.2f' % metrics[2][0] + ' %6.2f' % metrics[2][1])
# Print the evaluation metrics for the dataset.
print(classification_report(labels_test, predictions))
# Compute and plot the Confusion matrix
cf_matrix = confusion_matrix(labels_test, predictions)
categories = ['Negative','Positive']
group_names = ['True Neg','False Pos', 'False Neg','True Pos']
group_percentages = ['{0:.2%}'.format(value) for value in cf_matrix.flatten() / np.sum(cf_matrix)]
labels = [f'{v1}\n{v2}' for v1, v2 in zip(group_names,group_percentages)]
labels = np.asarray(labels).reshape(2,2)
sns.heatmap(cf_matrix, annot = labels, cmap = 'Greens',fmt = '',
xticklabels = categories, yticklabels = categories)
plt.xlabel("Predicted values", fontdict = {'size':14}, labelpad = 10)
plt.ylabel("Actual values" , fontdict = {'size':14}, labelpad = 10)
plt.title ("Confusion Matrix", fontdict = {'size':18}, pad = 20)
# Construction Model:
from sklearn.linear_model import LogisticRegression
logisticRegressionClassifier = LogisticRegression(random_state = 0)
# fit the model
logisticRegressionClassifier.fit(X_train, y_train)
# Predict values for Test dataset
y_predLRC = logisticRegressionClassifier.predict(X_test)
# Evaluation du modèle:
model_evaluation(y_test, y_predLRC)
Confusion matrix
Score positive Score negative
Actual positive 238 26
Actual negative 53 83
Accuracy 0.80
Positive Negative
Num case 264 136
Precision 0.82 0.76
Recall 0.90 0.61
F1 0.86 0.68
precision recall f1-score support
0 0.82 0.90 0.86 264
1 0.76 0.61 0.68 136
accuracy 0.80 400
macro avg 0.79 0.76 0.77 400
weighted avg 0.80 0.80 0.80 400
Examine these results:
The confusion matrix shows the following characteristics:
a) most of the positive cases are correctly classified, 2825 vs. 0, however.
b) may be cases are are scored incorrectly.
1) The overall accuracy is 1.00 However as just observed this is extremely misleading!.
2) The class imbalance is not confirmed. Of the 300 test cases 2610 are positive and 215 are negative.
3) The precision, recall and F1 all show that positive cases are classified reasonably well.
from sklearn.model_selection import cross_validate
bestLogisticRegressionClassifier = LogisticRegression(random_state = 0)
bestLogisticRegressionClassifierScores = cross_validate(bestLogisticRegressionClassifier, X_train, y_train, scoring = ["accuracy", "precision", "recall", "f1"], cv = 10)
bestLogisticRegressionClassifierScores = pd.DataFrame(bestLogisticRegressionClassifierScores, index = range(1, 11))
print(bestLogisticRegressionClassifierScores)
fit_time score_time test_accuracy test_precision test_recall test_f1 1 0.040262 0.006586 0.72500 0.608696 0.518519 0.560000 2 0.001548 0.002558 0.76250 0.710526 0.500000 0.586957 3 0.003802 0.001774 0.76875 0.687500 0.600000 0.640777 4 0.001333 0.001704 0.77500 0.787879 0.472727 0.590909 5 0.001406 0.001704 0.78125 0.727273 0.581818 0.646465 6 0.001251 0.002107 0.76250 0.680851 0.581818 0.627451 7 0.001855 0.002204 0.78125 0.738095 0.563636 0.639175 8 0.001686 0.001970 0.75625 0.735294 0.454545 0.561798 9 0.001492 0.001746 0.80625 0.772727 0.618182 0.686869 10 0.002327 0.001774 0.76875 0.725000 0.527273 0.610526
bestLogisticRegressionClassifierScores.mean()
fit_time 0.005696 score_time 0.002413 test_accuracy 0.768750 test_precision 0.717384 test_recall 0.541852 test_f1 0.615093 dtype: float64
paramGrid = {"C":[0.001, 0.01, 0.1, 1, 10, 100, 1000], "penalty":["l1","l2"]}
from sklearn.model_selection import GridSearchCV
gridLogisticRegressionClassifier = LogisticRegression(random_state = 0)
gridLogisticRegressionClassifier = GridSearchCV(estimator = gridLogisticRegressionClassifier,
param_grid = paramGrid,
scoring = "recall",
n_jobs = -1,
verbose = 2).fit(X_train, y_train)
Fitting 5 folds for each of 14 candidates, totalling 70 fits
# best parameters & estimator found by GridSearchCV
print('\033[1mBest Parameters of GridSearchCV for Logistic Regression Classifier:\033[0m ', gridLogisticRegressionClassifier.best_params_)
print('\033[1mBest Estimator of GridSearchCV for Logistic Regression Classifier:\033[0m', gridLogisticRegressionClassifier.best_estimator_)
Best Parameters of GridSearchCV for Logistic Regression Classifier: {'C': 10, 'penalty': 'l2'} Best Estimator of GridSearchCV for Logistic Regression Classifier: LogisticRegression(C=10, random_state=0)
# Predict values for Test dataset
y_pred_GLGC = gridLogisticRegressionClassifier.predict(X_test)
# Evaluation du modèle:
model_evaluation(y_test, y_pred_GLGC)
Confusion matrix
Score positive Score negative
Actual positive 238 26
Actual negative 53 83
Accuracy 0.80
Positive Negative
Num case 264 136
Precision 0.82 0.76
Recall 0.90 0.61
F1 0.86 0.68
precision recall f1-score support
0 0.82 0.90 0.86 264
1 0.76 0.61 0.68 136
accuracy 0.80 400
macro avg 0.79 0.76 0.77 400
weighted avg 0.80 0.80 0.80 400
featureImportance = logisticRegressionClassifier.coef_
featureImportance = np.array(featureImportance).flatten()
print(featureImportance)
[ 0.37851674 1.0739693 -0.16012003 0.01959142 -0.15762206 0.54828125 0.27892636 0.18187394]
feutColumns = data.iloc[:, 0:8].columns
logisticRegressionClassifierFeatures = pd.DataFrame(index = feutColumns, data = featureImportance,
columns = ['Feature Importance']).sort_values('Feature Importance', ascending = False)
print(logisticRegressionClassifierFeatures)
Feature Importance Glucose 1.073969 BMI 0.548281 Pregnancies 0.378517 DiabetesPedigreeFunction 0.278926 Age 0.181874 SkinThickness 0.019591 Insulin -0.157622 BloodPressure -0.160120
sns.barplot(x=logisticRegressionClassifierFeatures["Feature Importance"], y=logisticRegressionClassifierFeatures.index)
plt.title("Feature Importance")
plt.show()
import sklearn
print(sklearn.__version__)
1.3.0
from sklearn.metrics import RocCurveDisplay
svc_disp = RocCurveDisplay.from_estimator(gridLogisticRegressionClassifier, X_test, y_test)
# Construction Model:
from sklearn.ensemble import RandomForestClassifier
randomForestClassifier = RandomForestClassifier(class_weight="balanced", random_state=101)
# fit the model
randomForestClassifier.fit(X_train, y_train)
# Predict values for Test dataset
y_predRFC = randomForestClassifier.predict(X_test)
# Evaluation du modèle:
model_evaluation(y_test, y_predRFC)
Confusion matrix
Score positive Score negative
Actual positive 261 3
Actual negative 4 132
Accuracy 0.98
Positive Negative
Num case 264 136
Precision 0.98 0.98
Recall 0.99 0.97
F1 0.99 0.97
precision recall f1-score support
0 0.98 0.99 0.99 264
1 0.98 0.97 0.97 136
accuracy 0.98 400
macro avg 0.98 0.98 0.98 400
weighted avg 0.98 0.98 0.98 400
from sklearn.model_selection import cross_validate
bestRandomForestClassifier = RandomForestClassifier(max_depth=None, random_state=101)
bestRandomForestClassifierScores = cross_validate(bestRandomForestClassifier, X_train, y_train, scoring = ["accuracy", "precision", "recall", "f1"], cv = 10)
bestRandomForestClassifierScores = pd.DataFrame(bestRandomForestClassifierScores, index = range(1, 11))
print(bestRandomForestClassifierScores)
fit_time score_time test_accuracy test_precision test_recall test_f1 1 0.131717 0.005837 0.93125 0.957447 0.833333 0.891089 2 0.108194 0.005226 0.95625 0.912281 0.962963 0.936937 3 0.105695 0.005080 0.98750 0.964912 1.000000 0.982143 4 0.102902 0.004979 0.97500 0.947368 0.981818 0.964286 5 0.104769 0.005570 0.99375 1.000000 0.981818 0.990826 6 0.112313 0.005119 0.98750 1.000000 0.963636 0.981481 7 0.105075 0.005075 0.97500 0.963636 0.963636 0.963636 8 0.103198 0.004932 0.96250 0.980392 0.909091 0.943396 9 0.103085 0.004879 0.99375 0.982143 1.000000 0.990991 10 0.103859 0.005087 0.94375 0.960000 0.872727 0.914286
bestRandomForestClassifierScores.mean()
fit_time 0.108081 score_time 0.005178 test_accuracy 0.970625 test_precision 0.966818 test_recall 0.946902 test_f1 0.955907 dtype: float64
param_grid = {'n_estimators':[50, 100, 150],
'max_features':[2, 3, 4],
'max_depth':[3, 5, 7, 9],
'min_samples_split':[2, 5, 8]}
from sklearn.model_selection import GridSearchCV
gridRandomForestClassifier = RandomForestClassifier(random_state=101)
gridRandomForestClassifier = GridSearchCV(estimator = gridRandomForestClassifier,
param_grid = param_grid,
scoring = "recall",
n_jobs = -1,
verbose = 2).fit(X_train, y_train)
Fitting 5 folds for each of 108 candidates, totalling 540 fits
# best parameters & estimator found by GridSearchCV
print('\033[1mBest Parameters of GridSearchCV for Random Forest Model:\033[0m ', gridRandomForestClassifier.best_params_)
print('\033[1mBest Estimator of GridSearchCV for Random Forest Model:\033[0m', gridRandomForestClassifier.best_estimator_)
Best Parameters of GridSearchCV for Random Forest Model: {'max_depth': 9, 'max_features': 4, 'min_samples_split': 2, 'n_estimators': 150} Best Estimator of GridSearchCV for Random Forest Model: RandomForestClassifier(max_depth=9, max_features=4, n_estimators=150, random_state=101)
# Predict values for Test dataset
y_pred_GRFC = gridRandomForestClassifier.predict(X_test)
# Evaluation du modèle:
model_evaluation(y_test, y_pred_GRFC)
Confusion matrix
Score positive Score negative
Actual positive 261 3
Actual negative 10 126
Accuracy 0.97
Positive Negative
Num case 264 136
Precision 0.96 0.98
Recall 0.99 0.93
F1 0.98 0.95
precision recall f1-score support
0 0.96 0.99 0.98 264
1 0.98 0.93 0.95 136
accuracy 0.97 400
macro avg 0.97 0.96 0.96 400
weighted avg 0.97 0.97 0.97 400
randomForestClassifier.feature_importances_
array([0.07950451, 0.25765711, 0.08634848, 0.0658113 , 0.07466342,
0.17263027, 0.12363306, 0.13975186])
X = pd.DataFrame(X)
randomForestClassifierFeatures = pd.DataFrame(index = X.columns, data = randomForestClassifier.feature_importances_,
columns = ['Feature Importance']).sort_values('Feature Importance', ascending = False)
print(randomForestClassifierFeatures)
Feature Importance Glucose 0.257657 BMI 0.172630 Age 0.139752 DiabetesPedigreeFunction 0.123633 BloodPressure 0.086348 Pregnancies 0.079505 Insulin 0.074663 SkinThickness 0.065811
sns.barplot(x=randomForestClassifierFeatures["Feature Importance"], y=randomForestClassifierFeatures.index)
plt.title("Feature Importance")
plt.show()
from sklearn.metrics import RocCurveDisplay
svc_disp = RocCurveDisplay.from_estimator(gridRandomForestClassifier, X_test, y_test)
# Construction Model:
from sklearn.tree import DecisionTreeClassifier
from sklearn.svm import SVC
SVMClassifier = SVC(class_weight = "balanced")
# fit the model
SVMClassifier.fit(X_train, y_train)
# Predict values for Test dataset
y_predSVM = SVMClassifier.predict(X_test)
# Evaluation du modèle:
model_evaluation(y_test, y_predSVM)
Confusion matrix
Score positive Score negative
Actual positive 219 45
Actual negative 17 119
Accuracy 0.84
Positive Negative
Num case 264 136
Precision 0.93 0.73
Recall 0.83 0.88
F1 0.88 0.79
precision recall f1-score support
0 0.93 0.83 0.88 264
1 0.73 0.88 0.79 136
accuracy 0.84 400
macro avg 0.83 0.85 0.83 400
weighted avg 0.86 0.84 0.85 400
bestSVMClassifier = SVC()
bestSVMClassifierScores = cross_validate(bestSVMClassifier, X_train, y_train, scoring = ['accuracy', 'precision','recall', 'f1'], cv = 10)
bestSVMClassifierScores = pd.DataFrame(bestSVMClassifierScores, index = range(1, 11))
print(bestSVMClassifierScores)
fit_time score_time test_accuracy test_precision test_recall test_f1 1 0.026845 0.006311 0.78750 0.750000 0.555556 0.638298 2 0.020058 0.006259 0.77500 0.695652 0.592593 0.640000 3 0.017866 0.005253 0.76250 0.666667 0.618182 0.641509 4 0.019209 0.005125 0.84375 0.857143 0.654545 0.742268 5 0.018575 0.005498 0.80000 0.755556 0.618182 0.680000 6 0.018103 0.005177 0.85625 0.847826 0.709091 0.772277 7 0.018169 0.005162 0.80625 0.760870 0.636364 0.693069 8 0.019193 0.005567 0.80000 0.755556 0.618182 0.680000 9 0.018071 0.005127 0.87500 0.843137 0.781818 0.811321 10 0.018273 0.004993 0.80625 0.815789 0.563636 0.666667
model = SVC(class_weight = "balanced")
scores = cross_validate(model, X_train, y_train, scoring = ['accuracy', 'precision','recall','f1'], cv = 10)
df_scores = pd.DataFrame(scores, index = range(1, 11))
print(df_scores.mean())
fit_time 0.022438 score_time 0.005566 test_accuracy 0.798125 test_precision 0.669212 test_recall 0.815488 test_f1 0.734636 dtype: float64
param_grid = {'C': [0.1,1, 10, 100, 1000],
'gamma': ["scale", "auto", 1,0.1,0.01,0.001,0.0001],
'kernel': ['rbf', 'linear']}
model = SVC(class_weight = "balanced")
gridSVMClassifier = GridSearchCV(model, param_grid, verbose=3, refit=True)
gridSVMClassifier.fit(X_train, y_train)
Fitting 5 folds for each of 70 candidates, totalling 350 fits [CV 1/5] END ....C=0.1, gamma=scale, kernel=rbf;, score=0.688 total time= 0.0s [CV 2/5] END ....C=0.1, gamma=scale, kernel=rbf;, score=0.716 total time= 0.0s [CV 3/5] END ....C=0.1, gamma=scale, kernel=rbf;, score=0.762 total time= 0.0s [CV 4/5] END ....C=0.1, gamma=scale, kernel=rbf;, score=0.738 total time= 0.0s [CV 5/5] END ....C=0.1, gamma=scale, kernel=rbf;, score=0.794 total time= 0.0s [CV 1/5] END .C=0.1, gamma=scale, kernel=linear;, score=0.722 total time= 0.0s [CV 2/5] END .C=0.1, gamma=scale, kernel=linear;, score=0.766 total time= 0.0s [CV 3/5] END .C=0.1, gamma=scale, kernel=linear;, score=0.775 total time= 0.0s [CV 4/5] END .C=0.1, gamma=scale, kernel=linear;, score=0.738 total time= 0.0s [CV 5/5] END .C=0.1, gamma=scale, kernel=linear;, score=0.772 total time= 0.0s [CV 1/5] END .....C=0.1, gamma=auto, kernel=rbf;, score=0.688 total time= 0.0s [CV 2/5] END .....C=0.1, gamma=auto, kernel=rbf;, score=0.709 total time= 0.0s [CV 3/5] END .....C=0.1, gamma=auto, kernel=rbf;, score=0.762 total time= 0.0s [CV 4/5] END .....C=0.1, gamma=auto, kernel=rbf;, score=0.738 total time= 0.0s [CV 5/5] END .....C=0.1, gamma=auto, kernel=rbf;, score=0.794 total time= 0.0s [CV 1/5] END ..C=0.1, gamma=auto, kernel=linear;, score=0.722 total time= 0.0s [CV 2/5] END ..C=0.1, gamma=auto, kernel=linear;, score=0.766 total time= 0.0s [CV 3/5] END ..C=0.1, gamma=auto, kernel=linear;, score=0.775 total time= 0.0s [CV 4/5] END ..C=0.1, gamma=auto, kernel=linear;, score=0.738 total time= 0.0s [CV 5/5] END ..C=0.1, gamma=auto, kernel=linear;, score=0.772 total time= 0.0s [CV 1/5] END ........C=0.1, gamma=1, kernel=rbf;, score=0.578 total time= 0.0s [CV 2/5] END ........C=0.1, gamma=1, kernel=rbf;, score=0.575 total time= 0.0s [CV 3/5] END ........C=0.1, gamma=1, kernel=rbf;, score=0.650 total time= 0.0s [CV 4/5] END ........C=0.1, gamma=1, kernel=rbf;, score=0.600 total time= 0.0s [CV 5/5] END ........C=0.1, gamma=1, kernel=rbf;, score=0.628 total time= 0.0s [CV 1/5] END .....C=0.1, gamma=1, kernel=linear;, score=0.722 total time= 0.0s [CV 2/5] END .....C=0.1, gamma=1, kernel=linear;, score=0.766 total time= 0.0s [CV 3/5] END .....C=0.1, gamma=1, kernel=linear;, score=0.775 total time= 0.0s [CV 4/5] END .....C=0.1, gamma=1, kernel=linear;, score=0.738 total time= 0.0s [CV 5/5] END .....C=0.1, gamma=1, kernel=linear;, score=0.772 total time= 0.0s [CV 1/5] END ......C=0.1, gamma=0.1, kernel=rbf;, score=0.703 total time= 0.0s [CV 2/5] END ......C=0.1, gamma=0.1, kernel=rbf;, score=0.722 total time= 0.0s [CV 3/5] END ......C=0.1, gamma=0.1, kernel=rbf;, score=0.775 total time= 0.0s [CV 4/5] END ......C=0.1, gamma=0.1, kernel=rbf;, score=0.725 total time= 0.0s [CV 5/5] END ......C=0.1, gamma=0.1, kernel=rbf;, score=0.787 total time= 0.0s [CV 1/5] END ...C=0.1, gamma=0.1, kernel=linear;, score=0.722 total time= 0.0s [CV 2/5] END ...C=0.1, gamma=0.1, kernel=linear;, score=0.766 total time= 0.0s [CV 3/5] END ...C=0.1, gamma=0.1, kernel=linear;, score=0.775 total time= 0.0s [CV 4/5] END ...C=0.1, gamma=0.1, kernel=linear;, score=0.738 total time= 0.0s [CV 5/5] END ...C=0.1, gamma=0.1, kernel=linear;, score=0.772 total time= 0.0s [CV 1/5] END .....C=0.1, gamma=0.01, kernel=rbf;, score=0.697 total time= 0.0s [CV 2/5] END .....C=0.1, gamma=0.01, kernel=rbf;, score=0.744 total time= 0.0s [CV 3/5] END .....C=0.1, gamma=0.01, kernel=rbf;, score=0.766 total time= 0.0s [CV 4/5] END .....C=0.1, gamma=0.01, kernel=rbf;, score=0.709 total time= 0.0s [CV 5/5] END .....C=0.1, gamma=0.01, kernel=rbf;, score=0.781 total time= 0.0s [CV 1/5] END ..C=0.1, gamma=0.01, kernel=linear;, score=0.722 total time= 0.0s [CV 2/5] END ..C=0.1, gamma=0.01, kernel=linear;, score=0.766 total time= 0.0s [CV 3/5] END ..C=0.1, gamma=0.01, kernel=linear;, score=0.775 total time= 0.0s [CV 4/5] END ..C=0.1, gamma=0.01, kernel=linear;, score=0.738 total time= 0.0s [CV 5/5] END ..C=0.1, gamma=0.01, kernel=linear;, score=0.772 total time= 0.0s [CV 1/5] END ....C=0.1, gamma=0.001, kernel=rbf;, score=0.350 total time= 0.0s [CV 2/5] END ....C=0.1, gamma=0.001, kernel=rbf;, score=0.378 total time= 0.0s [CV 3/5] END ....C=0.1, gamma=0.001, kernel=rbf;, score=0.719 total time= 0.0s [CV 4/5] END ....C=0.1, gamma=0.001, kernel=rbf;, score=0.697 total time= 0.0s [CV 5/5] END ....C=0.1, gamma=0.001, kernel=rbf;, score=0.716 total time= 0.0s [CV 1/5] END .C=0.1, gamma=0.001, kernel=linear;, score=0.722 total time= 0.0s [CV 2/5] END .C=0.1, gamma=0.001, kernel=linear;, score=0.766 total time= 0.0s [CV 3/5] END .C=0.1, gamma=0.001, kernel=linear;, score=0.775 total time= 0.0s [CV 4/5] END .C=0.1, gamma=0.001, kernel=linear;, score=0.738 total time= 0.0s [CV 5/5] END .C=0.1, gamma=0.001, kernel=linear;, score=0.772 total time= 0.0s [CV 1/5] END ...C=0.1, gamma=0.0001, kernel=rbf;, score=0.341 total time= 0.0s [CV 2/5] END ...C=0.1, gamma=0.0001, kernel=rbf;, score=0.341 total time= 0.0s [CV 3/5] END ...C=0.1, gamma=0.0001, kernel=rbf;, score=0.656 total time= 0.0s [CV 4/5] END ...C=0.1, gamma=0.0001, kernel=rbf;, score=0.656 total time= 0.0s [CV 5/5] END ...C=0.1, gamma=0.0001, kernel=rbf;, score=0.656 total time= 0.0s [CV 1/5] END C=0.1, gamma=0.0001, kernel=linear;, score=0.722 total time= 0.0s [CV 2/5] END C=0.1, gamma=0.0001, kernel=linear;, score=0.766 total time= 0.0s [CV 3/5] END C=0.1, gamma=0.0001, kernel=linear;, score=0.775 total time= 0.0s [CV 4/5] END C=0.1, gamma=0.0001, kernel=linear;, score=0.738 total time= 0.0s [CV 5/5] END C=0.1, gamma=0.0001, kernel=linear;, score=0.772 total time= 0.0s [CV 1/5] END ......C=1, gamma=scale, kernel=rbf;, score=0.769 total time= 0.0s [CV 2/5] END ......C=1, gamma=scale, kernel=rbf;, score=0.772 total time= 0.0s [CV 3/5] END ......C=1, gamma=scale, kernel=rbf;, score=0.825 total time= 0.0s [CV 4/5] END ......C=1, gamma=scale, kernel=rbf;, score=0.781 total time= 0.0s [CV 5/5] END ......C=1, gamma=scale, kernel=rbf;, score=0.806 total time= 0.0s [CV 1/5] END ...C=1, gamma=scale, kernel=linear;, score=0.722 total time= 0.0s [CV 2/5] END ...C=1, gamma=scale, kernel=linear;, score=0.766 total time= 0.0s [CV 3/5] END ...C=1, gamma=scale, kernel=linear;, score=0.775 total time= 0.0s [CV 4/5] END ...C=1, gamma=scale, kernel=linear;, score=0.738 total time= 0.0s [CV 5/5] END ...C=1, gamma=scale, kernel=linear;, score=0.772 total time= 0.0s [CV 1/5] END .......C=1, gamma=auto, kernel=rbf;, score=0.769 total time= 0.0s [CV 2/5] END .......C=1, gamma=auto, kernel=rbf;, score=0.772 total time= 0.0s [CV 3/5] END .......C=1, gamma=auto, kernel=rbf;, score=0.825 total time= 0.0s [CV 4/5] END .......C=1, gamma=auto, kernel=rbf;, score=0.781 total time= 0.0s [CV 5/5] END .......C=1, gamma=auto, kernel=rbf;, score=0.806 total time= 0.0s [CV 1/5] END ....C=1, gamma=auto, kernel=linear;, score=0.722 total time= 0.0s [CV 2/5] END ....C=1, gamma=auto, kernel=linear;, score=0.766 total time= 0.0s [CV 3/5] END ....C=1, gamma=auto, kernel=linear;, score=0.775 total time= 0.0s [CV 4/5] END ....C=1, gamma=auto, kernel=linear;, score=0.738 total time= 0.0s [CV 5/5] END ....C=1, gamma=auto, kernel=linear;, score=0.772 total time= 0.0s [CV 1/5] END ..........C=1, gamma=1, kernel=rbf;, score=0.922 total time= 0.0s [CV 2/5] END ..........C=1, gamma=1, kernel=rbf;, score=0.928 total time= 0.0s [CV 3/5] END ..........C=1, gamma=1, kernel=rbf;, score=0.931 total time= 0.0s [CV 4/5] END ..........C=1, gamma=1, kernel=rbf;, score=0.912 total time= 0.0s [CV 5/5] END ..........C=1, gamma=1, kernel=rbf;, score=0.922 total time= 0.0s [CV 1/5] END .......C=1, gamma=1, kernel=linear;, score=0.722 total time= 0.0s [CV 2/5] END .......C=1, gamma=1, kernel=linear;, score=0.766 total time= 0.0s [CV 3/5] END .......C=1, gamma=1, kernel=linear;, score=0.775 total time= 0.0s [CV 4/5] END .......C=1, gamma=1, kernel=linear;, score=0.738 total time= 0.0s [CV 5/5] END .......C=1, gamma=1, kernel=linear;, score=0.772 total time= 0.0s [CV 1/5] END ........C=1, gamma=0.1, kernel=rbf;, score=0.756 total time= 0.0s [CV 2/5] END ........C=1, gamma=0.1, kernel=rbf;, score=0.769 total time= 0.0s [CV 3/5] END ........C=1, gamma=0.1, kernel=rbf;, score=0.806 total time= 0.0s [CV 4/5] END ........C=1, gamma=0.1, kernel=rbf;, score=0.766 total time= 0.0s [CV 5/5] END ........C=1, gamma=0.1, kernel=rbf;, score=0.806 total time= 0.0s [CV 1/5] END .....C=1, gamma=0.1, kernel=linear;, score=0.722 total time= 0.0s [CV 2/5] END .....C=1, gamma=0.1, kernel=linear;, score=0.766 total time= 0.0s [CV 3/5] END .....C=1, gamma=0.1, kernel=linear;, score=0.775 total time= 0.0s [CV 4/5] END .....C=1, gamma=0.1, kernel=linear;, score=0.738 total time= 0.0s [CV 5/5] END .....C=1, gamma=0.1, kernel=linear;, score=0.772 total time= 0.0s [CV 1/5] END .......C=1, gamma=0.01, kernel=rbf;, score=0.713 total time= 0.0s [CV 2/5] END .......C=1, gamma=0.01, kernel=rbf;, score=0.762 total time= 0.0s [CV 3/5] END .......C=1, gamma=0.01, kernel=rbf;, score=0.766 total time= 0.0s [CV 4/5] END .......C=1, gamma=0.01, kernel=rbf;, score=0.734 total time= 0.0s [CV 5/5] END .......C=1, gamma=0.01, kernel=rbf;, score=0.775 total time= 0.0s [CV 1/5] END ....C=1, gamma=0.01, kernel=linear;, score=0.722 total time= 0.0s [CV 2/5] END ....C=1, gamma=0.01, kernel=linear;, score=0.766 total time= 0.0s [CV 3/5] END ....C=1, gamma=0.01, kernel=linear;, score=0.775 total time= 0.0s [CV 4/5] END ....C=1, gamma=0.01, kernel=linear;, score=0.738 total time= 0.0s [CV 5/5] END ....C=1, gamma=0.01, kernel=linear;, score=0.772 total time= 0.0s [CV 1/5] END ......C=1, gamma=0.001, kernel=rbf;, score=0.694 total time= 0.0s [CV 2/5] END ......C=1, gamma=0.001, kernel=rbf;, score=0.747 total time= 0.0s [CV 3/5] END ......C=1, gamma=0.001, kernel=rbf;, score=0.762 total time= 0.0s [CV 4/5] END ......C=1, gamma=0.001, kernel=rbf;, score=0.722 total time= 0.0s [CV 5/5] END ......C=1, gamma=0.001, kernel=rbf;, score=0.787 total time= 0.0s [CV 1/5] END ...C=1, gamma=0.001, kernel=linear;, score=0.722 total time= 0.0s [CV 2/5] END ...C=1, gamma=0.001, kernel=linear;, score=0.766 total time= 0.0s [CV 3/5] END ...C=1, gamma=0.001, kernel=linear;, score=0.775 total time= 0.0s [CV 4/5] END ...C=1, gamma=0.001, kernel=linear;, score=0.738 total time= 0.0s [CV 5/5] END ...C=1, gamma=0.001, kernel=linear;, score=0.772 total time= 0.0s [CV 1/5] END .....C=1, gamma=0.0001, kernel=rbf;, score=0.375 total time= 0.0s [CV 2/5] END .....C=1, gamma=0.0001, kernel=rbf;, score=0.378 total time= 0.0s [CV 3/5] END .....C=1, gamma=0.0001, kernel=rbf;, score=0.741 total time= 0.0s [CV 4/5] END .....C=1, gamma=0.0001, kernel=rbf;, score=0.719 total time= 0.0s [CV 5/5] END .....C=1, gamma=0.0001, kernel=rbf;, score=0.731 total time= 0.0s [CV 1/5] END ..C=1, gamma=0.0001, kernel=linear;, score=0.722 total time= 0.0s [CV 2/5] END ..C=1, gamma=0.0001, kernel=linear;, score=0.766 total time= 0.0s [CV 3/5] END ..C=1, gamma=0.0001, kernel=linear;, score=0.775 total time= 0.0s [CV 4/5] END ..C=1, gamma=0.0001, kernel=linear;, score=0.738 total time= 0.0s [CV 5/5] END ..C=1, gamma=0.0001, kernel=linear;, score=0.772 total time= 0.0s [CV 1/5] END .....C=10, gamma=scale, kernel=rbf;, score=0.841 total time= 0.0s [CV 2/5] END .....C=10, gamma=scale, kernel=rbf;, score=0.856 total time= 0.0s [CV 3/5] END .....C=10, gamma=scale, kernel=rbf;, score=0.887 total time= 0.0s [CV 4/5] END .....C=10, gamma=scale, kernel=rbf;, score=0.850 total time= 0.0s [CV 5/5] END .....C=10, gamma=scale, kernel=rbf;, score=0.853 total time= 0.0s [CV 1/5] END ..C=10, gamma=scale, kernel=linear;, score=0.722 total time= 0.1s [CV 2/5] END ..C=10, gamma=scale, kernel=linear;, score=0.766 total time= 0.1s [CV 3/5] END ..C=10, gamma=scale, kernel=linear;, score=0.775 total time= 0.1s [CV 4/5] END ..C=10, gamma=scale, kernel=linear;, score=0.738 total time= 0.1s [CV 5/5] END ..C=10, gamma=scale, kernel=linear;, score=0.772 total time= 0.1s [CV 1/5] END ......C=10, gamma=auto, kernel=rbf;, score=0.841 total time= 0.0s [CV 2/5] END ......C=10, gamma=auto, kernel=rbf;, score=0.856 total time= 0.0s [CV 3/5] END ......C=10, gamma=auto, kernel=rbf;, score=0.891 total time= 0.0s [CV 4/5] END ......C=10, gamma=auto, kernel=rbf;, score=0.850 total time= 0.0s [CV 5/5] END ......C=10, gamma=auto, kernel=rbf;, score=0.853 total time= 0.0s [CV 1/5] END ...C=10, gamma=auto, kernel=linear;, score=0.722 total time= 0.1s [CV 2/5] END ...C=10, gamma=auto, kernel=linear;, score=0.766 total time= 0.1s [CV 3/5] END ...C=10, gamma=auto, kernel=linear;, score=0.775 total time= 0.1s [CV 4/5] END ...C=10, gamma=auto, kernel=linear;, score=0.738 total time= 0.1s [CV 5/5] END ...C=10, gamma=auto, kernel=linear;, score=0.772 total time= 0.1s [CV 1/5] END .........C=10, gamma=1, kernel=rbf;, score=0.916 total time= 0.0s [CV 2/5] END .........C=10, gamma=1, kernel=rbf;, score=0.947 total time= 0.0s [CV 3/5] END .........C=10, gamma=1, kernel=rbf;, score=0.950 total time= 0.0s [CV 4/5] END .........C=10, gamma=1, kernel=rbf;, score=0.959 total time= 0.0s [CV 5/5] END .........C=10, gamma=1, kernel=rbf;, score=0.934 total time= 0.0s [CV 1/5] END ......C=10, gamma=1, kernel=linear;, score=0.722 total time= 0.1s [CV 2/5] END ......C=10, gamma=1, kernel=linear;, score=0.766 total time= 0.1s [CV 3/5] END ......C=10, gamma=1, kernel=linear;, score=0.775 total time= 0.1s [CV 4/5] END ......C=10, gamma=1, kernel=linear;, score=0.738 total time= 0.1s [CV 5/5] END ......C=10, gamma=1, kernel=linear;, score=0.772 total time= 0.1s [CV 1/5] END .......C=10, gamma=0.1, kernel=rbf;, score=0.816 total time= 0.0s [CV 2/5] END .......C=10, gamma=0.1, kernel=rbf;, score=0.838 total time= 0.0s [CV 3/5] END .......C=10, gamma=0.1, kernel=rbf;, score=0.863 total time= 0.0s [CV 4/5] END .......C=10, gamma=0.1, kernel=rbf;, score=0.828 total time= 0.0s [CV 5/5] END .......C=10, gamma=0.1, kernel=rbf;, score=0.844 total time= 0.0s [CV 1/5] END ....C=10, gamma=0.1, kernel=linear;, score=0.722 total time= 0.1s [CV 2/5] END ....C=10, gamma=0.1, kernel=linear;, score=0.766 total time= 0.1s [CV 3/5] END ....C=10, gamma=0.1, kernel=linear;, score=0.775 total time= 0.1s [CV 4/5] END ....C=10, gamma=0.1, kernel=linear;, score=0.738 total time= 0.1s [CV 5/5] END ....C=10, gamma=0.1, kernel=linear;, score=0.772 total time= 0.1s [CV 1/5] END ......C=10, gamma=0.01, kernel=rbf;, score=0.753 total time= 0.0s [CV 2/5] END ......C=10, gamma=0.01, kernel=rbf;, score=0.738 total time= 0.0s [CV 3/5] END ......C=10, gamma=0.01, kernel=rbf;, score=0.787 total time= 0.0s [CV 4/5] END ......C=10, gamma=0.01, kernel=rbf;, score=0.741 total time= 0.0s [CV 5/5] END ......C=10, gamma=0.01, kernel=rbf;, score=0.775 total time= 0.0s [CV 1/5] END ...C=10, gamma=0.01, kernel=linear;, score=0.722 total time= 0.1s [CV 2/5] END ...C=10, gamma=0.01, kernel=linear;, score=0.766 total time= 0.1s [CV 3/5] END ...C=10, gamma=0.01, kernel=linear;, score=0.775 total time= 0.1s [CV 4/5] END ...C=10, gamma=0.01, kernel=linear;, score=0.738 total time= 0.1s [CV 5/5] END ...C=10, gamma=0.01, kernel=linear;, score=0.772 total time= 0.1s [CV 1/5] END .....C=10, gamma=0.001, kernel=rbf;, score=0.719 total time= 0.0s [CV 2/5] END .....C=10, gamma=0.001, kernel=rbf;, score=0.753 total time= 0.0s [CV 3/5] END .....C=10, gamma=0.001, kernel=rbf;, score=0.775 total time= 0.0s [CV 4/5] END .....C=10, gamma=0.001, kernel=rbf;, score=0.731 total time= 0.0s [CV 5/5] END .....C=10, gamma=0.001, kernel=rbf;, score=0.769 total time= 0.0s [CV 1/5] END ..C=10, gamma=0.001, kernel=linear;, score=0.722 total time= 0.1s [CV 2/5] END ..C=10, gamma=0.001, kernel=linear;, score=0.766 total time= 0.1s [CV 3/5] END ..C=10, gamma=0.001, kernel=linear;, score=0.775 total time= 0.1s [CV 4/5] END ..C=10, gamma=0.001, kernel=linear;, score=0.738 total time= 0.1s [CV 5/5] END ..C=10, gamma=0.001, kernel=linear;, score=0.772 total time= 0.1s [CV 1/5] END ....C=10, gamma=0.0001, kernel=rbf;, score=0.694 total time= 0.0s [CV 2/5] END ....C=10, gamma=0.0001, kernel=rbf;, score=0.741 total time= 0.0s [CV 3/5] END ....C=10, gamma=0.0001, kernel=rbf;, score=0.762 total time= 0.0s [CV 4/5] END ....C=10, gamma=0.0001, kernel=rbf;, score=0.719 total time= 0.0s [CV 5/5] END ....C=10, gamma=0.0001, kernel=rbf;, score=0.791 total time= 0.0s [CV 1/5] END .C=10, gamma=0.0001, kernel=linear;, score=0.722 total time= 0.1s [CV 2/5] END .C=10, gamma=0.0001, kernel=linear;, score=0.766 total time= 0.1s [CV 3/5] END .C=10, gamma=0.0001, kernel=linear;, score=0.775 total time= 0.1s [CV 4/5] END .C=10, gamma=0.0001, kernel=linear;, score=0.738 total time= 0.1s [CV 5/5] END .C=10, gamma=0.0001, kernel=linear;, score=0.772 total time= 0.1s [CV 1/5] END ....C=100, gamma=scale, kernel=rbf;, score=0.903 total time= 0.0s [CV 2/5] END ....C=100, gamma=scale, kernel=rbf;, score=0.916 total time= 0.0s [CV 3/5] END ....C=100, gamma=scale, kernel=rbf;, score=0.906 total time= 0.0s [CV 4/5] END ....C=100, gamma=scale, kernel=rbf;, score=0.887 total time= 0.0s [CV 5/5] END ....C=100, gamma=scale, kernel=rbf;, score=0.897 total time= 0.0s [CV 1/5] END .C=100, gamma=scale, kernel=linear;, score=0.722 total time= 0.5s [CV 2/5] END .C=100, gamma=scale, kernel=linear;, score=0.766 total time= 0.4s [CV 3/5] END .C=100, gamma=scale, kernel=linear;, score=0.775 total time= 0.5s [CV 4/5] END .C=100, gamma=scale, kernel=linear;, score=0.738 total time= 0.5s [CV 5/5] END .C=100, gamma=scale, kernel=linear;, score=0.772 total time= 0.5s [CV 1/5] END .....C=100, gamma=auto, kernel=rbf;, score=0.903 total time= 0.0s [CV 2/5] END .....C=100, gamma=auto, kernel=rbf;, score=0.916 total time= 0.0s [CV 3/5] END .....C=100, gamma=auto, kernel=rbf;, score=0.906 total time= 0.0s [CV 4/5] END .....C=100, gamma=auto, kernel=rbf;, score=0.887 total time= 0.0s [CV 5/5] END .....C=100, gamma=auto, kernel=rbf;, score=0.897 total time= 0.0s [CV 1/5] END ..C=100, gamma=auto, kernel=linear;, score=0.722 total time= 0.5s [CV 2/5] END ..C=100, gamma=auto, kernel=linear;, score=0.766 total time= 0.4s [CV 3/5] END ..C=100, gamma=auto, kernel=linear;, score=0.775 total time= 0.5s [CV 4/5] END ..C=100, gamma=auto, kernel=linear;, score=0.738 total time= 0.5s [CV 5/5] END ..C=100, gamma=auto, kernel=linear;, score=0.772 total time= 0.5s [CV 1/5] END ........C=100, gamma=1, kernel=rbf;, score=0.916 total time= 0.0s [CV 2/5] END ........C=100, gamma=1, kernel=rbf;, score=0.947 total time= 0.0s [CV 3/5] END ........C=100, gamma=1, kernel=rbf;, score=0.950 total time= 0.0s [CV 4/5] END ........C=100, gamma=1, kernel=rbf;, score=0.959 total time= 0.0s [CV 5/5] END ........C=100, gamma=1, kernel=rbf;, score=0.934 total time= 0.0s [CV 1/5] END .....C=100, gamma=1, kernel=linear;, score=0.722 total time= 0.5s [CV 2/5] END .....C=100, gamma=1, kernel=linear;, score=0.766 total time= 0.4s [CV 3/5] END .....C=100, gamma=1, kernel=linear;, score=0.775 total time= 0.5s [CV 4/5] END .....C=100, gamma=1, kernel=linear;, score=0.738 total time= 0.5s [CV 5/5] END .....C=100, gamma=1, kernel=linear;, score=0.772 total time= 0.5s [CV 1/5] END ......C=100, gamma=0.1, kernel=rbf;, score=0.897 total time= 0.0s [CV 2/5] END ......C=100, gamma=0.1, kernel=rbf;, score=0.894 total time= 0.1s [CV 3/5] END ......C=100, gamma=0.1, kernel=rbf;, score=0.891 total time= 0.1s [CV 4/5] END ......C=100, gamma=0.1, kernel=rbf;, score=0.859 total time= 0.1s [CV 5/5] END ......C=100, gamma=0.1, kernel=rbf;, score=0.869 total time= 0.1s [CV 1/5] END ...C=100, gamma=0.1, kernel=linear;, score=0.722 total time= 0.5s [CV 2/5] END ...C=100, gamma=0.1, kernel=linear;, score=0.766 total time= 0.4s [CV 3/5] END ...C=100, gamma=0.1, kernel=linear;, score=0.775 total time= 0.5s [CV 4/5] END ...C=100, gamma=0.1, kernel=linear;, score=0.738 total time= 0.5s [CV 5/5] END ...C=100, gamma=0.1, kernel=linear;, score=0.772 total time= 0.5s [CV 1/5] END .....C=100, gamma=0.01, kernel=rbf;, score=0.738 total time= 0.0s [CV 2/5] END .....C=100, gamma=0.01, kernel=rbf;, score=0.738 total time= 0.0s [CV 3/5] END .....C=100, gamma=0.01, kernel=rbf;, score=0.803 total time= 0.0s [CV 4/5] END .....C=100, gamma=0.01, kernel=rbf;, score=0.772 total time= 0.0s [CV 5/5] END .....C=100, gamma=0.01, kernel=rbf;, score=0.781 total time= 0.0s [CV 1/5] END ..C=100, gamma=0.01, kernel=linear;, score=0.722 total time= 0.5s [CV 2/5] END ..C=100, gamma=0.01, kernel=linear;, score=0.766 total time= 0.4s [CV 3/5] END ..C=100, gamma=0.01, kernel=linear;, score=0.775 total time= 0.5s [CV 4/5] END ..C=100, gamma=0.01, kernel=linear;, score=0.738 total time= 0.5s [CV 5/5] END ..C=100, gamma=0.01, kernel=linear;, score=0.772 total time= 0.5s [CV 1/5] END ....C=100, gamma=0.001, kernel=rbf;, score=0.719 total time= 0.0s [CV 2/5] END ....C=100, gamma=0.001, kernel=rbf;, score=0.759 total time= 0.0s [CV 3/5] END ....C=100, gamma=0.001, kernel=rbf;, score=0.769 total time= 0.0s [CV 4/5] END ....C=100, gamma=0.001, kernel=rbf;, score=0.734 total time= 0.0s [CV 5/5] END ....C=100, gamma=0.001, kernel=rbf;, score=0.775 total time= 0.0s [CV 1/5] END .C=100, gamma=0.001, kernel=linear;, score=0.722 total time= 0.5s [CV 2/5] END .C=100, gamma=0.001, kernel=linear;, score=0.766 total time= 0.4s [CV 3/5] END .C=100, gamma=0.001, kernel=linear;, score=0.775 total time= 0.5s [CV 4/5] END .C=100, gamma=0.001, kernel=linear;, score=0.738 total time= 0.5s [CV 5/5] END .C=100, gamma=0.001, kernel=linear;, score=0.772 total time= 0.5s [CV 1/5] END ...C=100, gamma=0.0001, kernel=rbf;, score=0.719 total time= 0.0s [CV 2/5] END ...C=100, gamma=0.0001, kernel=rbf;, score=0.750 total time= 0.0s [CV 3/5] END ...C=100, gamma=0.0001, kernel=rbf;, score=0.775 total time= 0.0s [CV 4/5] END ...C=100, gamma=0.0001, kernel=rbf;, score=0.728 total time= 0.0s [CV 5/5] END ...C=100, gamma=0.0001, kernel=rbf;, score=0.769 total time= 0.0s [CV 1/5] END C=100, gamma=0.0001, kernel=linear;, score=0.722 total time= 0.5s [CV 2/5] END C=100, gamma=0.0001, kernel=linear;, score=0.766 total time= 0.4s [CV 3/5] END C=100, gamma=0.0001, kernel=linear;, score=0.775 total time= 0.5s [CV 4/5] END C=100, gamma=0.0001, kernel=linear;, score=0.738 total time= 0.5s [CV 5/5] END C=100, gamma=0.0001, kernel=linear;, score=0.772 total time= 0.5s [CV 1/5] END ...C=1000, gamma=scale, kernel=rbf;, score=0.916 total time= 0.1s [CV 2/5] END ...C=1000, gamma=scale, kernel=rbf;, score=0.953 total time= 0.1s [CV 3/5] END ...C=1000, gamma=scale, kernel=rbf;, score=0.934 total time= 0.1s [CV 4/5] END ...C=1000, gamma=scale, kernel=rbf;, score=0.944 total time= 0.1s [CV 5/5] END ...C=1000, gamma=scale, kernel=rbf;, score=0.928 total time= 0.1s [CV 1/5] END C=1000, gamma=scale, kernel=linear;, score=0.722 total time= 4.1s [CV 2/5] END C=1000, gamma=scale, kernel=linear;, score=0.766 total time= 3.4s [CV 3/5] END C=1000, gamma=scale, kernel=linear;, score=0.775 total time= 6.9s [CV 4/5] END C=1000, gamma=scale, kernel=linear;, score=0.738 total time= 4.8s [CV 5/5] END C=1000, gamma=scale, kernel=linear;, score=0.772 total time= 4.9s [CV 1/5] END ....C=1000, gamma=auto, kernel=rbf;, score=0.916 total time= 0.1s [CV 2/5] END ....C=1000, gamma=auto, kernel=rbf;, score=0.953 total time= 0.1s [CV 3/5] END ....C=1000, gamma=auto, kernel=rbf;, score=0.934 total time= 0.1s [CV 4/5] END ....C=1000, gamma=auto, kernel=rbf;, score=0.944 total time= 0.1s [CV 5/5] END ....C=1000, gamma=auto, kernel=rbf;, score=0.928 total time= 0.1s [CV 1/5] END .C=1000, gamma=auto, kernel=linear;, score=0.722 total time= 4.1s [CV 2/5] END .C=1000, gamma=auto, kernel=linear;, score=0.766 total time= 3.4s [CV 3/5] END .C=1000, gamma=auto, kernel=linear;, score=0.775 total time= 6.9s [CV 4/5] END .C=1000, gamma=auto, kernel=linear;, score=0.738 total time= 4.8s [CV 5/5] END .C=1000, gamma=auto, kernel=linear;, score=0.772 total time= 4.9s [CV 1/5] END .......C=1000, gamma=1, kernel=rbf;, score=0.916 total time= 0.0s [CV 2/5] END .......C=1000, gamma=1, kernel=rbf;, score=0.947 total time= 0.0s [CV 3/5] END .......C=1000, gamma=1, kernel=rbf;, score=0.950 total time= 0.0s [CV 4/5] END .......C=1000, gamma=1, kernel=rbf;, score=0.959 total time= 0.0s [CV 5/5] END .......C=1000, gamma=1, kernel=rbf;, score=0.934 total time= 0.0s [CV 1/5] END ....C=1000, gamma=1, kernel=linear;, score=0.722 total time= 4.2s [CV 2/5] END ....C=1000, gamma=1, kernel=linear;, score=0.766 total time= 3.6s [CV 3/5] END ....C=1000, gamma=1, kernel=linear;, score=0.775 total time= 7.1s [CV 4/5] END ....C=1000, gamma=1, kernel=linear;, score=0.738 total time= 4.8s [CV 5/5] END ....C=1000, gamma=1, kernel=linear;, score=0.772 total time= 4.9s [CV 1/5] END .....C=1000, gamma=0.1, kernel=rbf;, score=0.909 total time= 0.1s [CV 2/5] END .....C=1000, gamma=0.1, kernel=rbf;, score=0.941 total time= 0.1s [CV 3/5] END .....C=1000, gamma=0.1, kernel=rbf;, score=0.938 total time= 0.1s [CV 4/5] END .....C=1000, gamma=0.1, kernel=rbf;, score=0.941 total time= 0.1s [CV 5/5] END .....C=1000, gamma=0.1, kernel=rbf;, score=0.919 total time= 0.1s [CV 1/5] END ..C=1000, gamma=0.1, kernel=linear;, score=0.722 total time= 4.1s [CV 2/5] END ..C=1000, gamma=0.1, kernel=linear;, score=0.766 total time= 3.4s [CV 3/5] END ..C=1000, gamma=0.1, kernel=linear;, score=0.775 total time= 6.9s [CV 4/5] END ..C=1000, gamma=0.1, kernel=linear;, score=0.738 total time= 4.8s [CV 5/5] END ..C=1000, gamma=0.1, kernel=linear;, score=0.772 total time= 4.9s [CV 1/5] END ....C=1000, gamma=0.01, kernel=rbf;, score=0.772 total time= 0.1s [CV 2/5] END ....C=1000, gamma=0.01, kernel=rbf;, score=0.762 total time= 0.1s [CV 3/5] END ....C=1000, gamma=0.01, kernel=rbf;, score=0.828 total time= 0.1s [CV 4/5] END ....C=1000, gamma=0.01, kernel=rbf;, score=0.809 total time= 0.1s [CV 5/5] END ....C=1000, gamma=0.01, kernel=rbf;, score=0.803 total time= 0.1s [CV 1/5] END .C=1000, gamma=0.01, kernel=linear;, score=0.722 total time= 4.2s [CV 2/5] END .C=1000, gamma=0.01, kernel=linear;, score=0.766 total time= 3.5s [CV 3/5] END .C=1000, gamma=0.01, kernel=linear;, score=0.775 total time= 7.1s [CV 4/5] END .C=1000, gamma=0.01, kernel=linear;, score=0.738 total time= 5.1s [CV 5/5] END .C=1000, gamma=0.01, kernel=linear;, score=0.772 total time= 5.0s [CV 1/5] END ...C=1000, gamma=0.001, kernel=rbf;, score=0.734 total time= 0.0s [CV 2/5] END ...C=1000, gamma=0.001, kernel=rbf;, score=0.731 total time= 0.0s [CV 3/5] END ...C=1000, gamma=0.001, kernel=rbf;, score=0.787 total time= 0.0s [CV 4/5] END ...C=1000, gamma=0.001, kernel=rbf;, score=0.750 total time= 0.0s [CV 5/5] END ...C=1000, gamma=0.001, kernel=rbf;, score=0.775 total time= 0.0s [CV 1/5] END C=1000, gamma=0.001, kernel=linear;, score=0.722 total time= 4.2s [CV 2/5] END C=1000, gamma=0.001, kernel=linear;, score=0.766 total time= 3.5s [CV 3/5] END C=1000, gamma=0.001, kernel=linear;, score=0.775 total time= 7.1s [CV 4/5] END C=1000, gamma=0.001, kernel=linear;, score=0.738 total time= 4.9s [CV 5/5] END C=1000, gamma=0.001, kernel=linear;, score=0.772 total time= 5.1s [CV 1/5] END ..C=1000, gamma=0.0001, kernel=rbf;, score=0.722 total time= 0.0s [CV 2/5] END ..C=1000, gamma=0.0001, kernel=rbf;, score=0.772 total time= 0.0s [CV 3/5] END ..C=1000, gamma=0.0001, kernel=rbf;, score=0.775 total time= 0.0s [CV 4/5] END ..C=1000, gamma=0.0001, kernel=rbf;, score=0.734 total time= 0.0s [CV 5/5] END ..C=1000, gamma=0.0001, kernel=rbf;, score=0.769 total time= 0.0s [CV 1/5] END C=1000, gamma=0.0001, kernel=linear;, score=0.722 total time= 4.2s [CV 2/5] END C=1000, gamma=0.0001, kernel=linear;, score=0.766 total time= 3.5s [CV 3/5] END C=1000, gamma=0.0001, kernel=linear;, score=0.775 total time= 7.0s [CV 4/5] END C=1000, gamma=0.0001, kernel=linear;, score=0.738 total time= 4.8s [CV 5/5] END C=1000, gamma=0.0001, kernel=linear;, score=0.772 total time= 5.0s
GridSearchCV(estimator=SVC(class_weight='balanced'),
param_grid={'C': [0.1, 1, 10, 100, 1000],
'gamma': ['scale', 'auto', 1, 0.1, 0.01, 0.001,
0.0001],
'kernel': ['rbf', 'linear']},
verbose=3)In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. GridSearchCV(estimator=SVC(class_weight='balanced'),
param_grid={'C': [0.1, 1, 10, 100, 1000],
'gamma': ['scale', 'auto', 1, 0.1, 0.01, 0.001,
0.0001],
'kernel': ['rbf', 'linear']},
verbose=3)SVC(class_weight='balanced')
SVC(class_weight='balanced')
# best parameters & estimator found by GridSearchCV
print('\033[1mBest Parameters of GridSearchCV for SVM Model:\033[0m ', gridSVMClassifier.best_params_)
print('\033[1mBest Estimator of GridSearchCV for SVM Model:\033[0m', gridSVMClassifier.best_estimator_)
Best Parameters of GridSearchCV for SVM Model: {'C': 10, 'gamma': 1, 'kernel': 'rbf'} Best Estimator of GridSearchCV for SVM Model: SVC(C=10, class_weight='balanced', gamma=1)
# Predict values for Test dataset
y_pred_GSVMC = gridSVMClassifier.predict(X_test)
# Evaluation du modèle:
model_evaluation(y_test, y_pred_GSVMC)
Confusion matrix
Score positive Score negative
Actual positive 262 2
Actual negative 9 127
Accuracy 0.97
Positive Negative
Num case 264 136
Precision 0.97 0.98
Recall 0.99 0.93
F1 0.98 0.96
precision recall f1-score support
0 0.97 0.99 0.98 264
1 0.98 0.93 0.96 136
accuracy 0.97 400
macro avg 0.98 0.96 0.97 400
weighted avg 0.97 0.97 0.97 400
svc_disp = RocCurveDisplay.from_estimator(gridSVMClassifier, X_test, y_test)
# Construction Model:
from sklearn.tree import DecisionTreeClassifier
decisionTreeClassifier = DecisionTreeClassifier(class_weight="balanced", random_state=42)
# fit the model
decisionTreeClassifier.fit(X_train, y_train)
# Predict values for Test dataset
y_predSDTC = decisionTreeClassifier.predict(X_test)
# Evaluation du modèle:
model_evaluation(y_test, y_predSDTC)
Confusion matrix
Score positive Score negative
Actual positive 260 4
Actual negative 4 132
Accuracy 0.98
Positive Negative
Num case 264 136
Precision 0.98 0.97
Recall 0.98 0.97
F1 0.98 0.97
precision recall f1-score support
0 0.98 0.98 0.98 264
1 0.97 0.97 0.97 136
accuracy 0.98 400
macro avg 0.98 0.98 0.98 400
weighted avg 0.98 0.98 0.98 400
bestDecisionTreeClassifier = DecisionTreeClassifier(max_depth=None, random_state=42)
bestDecisionTreeClassifierScores = cross_validate(bestDecisionTreeClassifier, X_train, y_train, scoring = ["accuracy", "precision", "recall", "f1"], cv = 10)
bestDecisionTreeClassifierScores = pd.DataFrame(bestDecisionTreeClassifierScores, index = range(1, 11))
print(bestDecisionTreeClassifierScores)
fit_time score_time test_accuracy test_precision test_recall test_f1 1 0.007886 0.003443 0.93125 0.890909 0.907407 0.899083 2 0.004538 0.002360 0.93750 0.879310 0.944444 0.910714 3 0.004253 0.002297 0.98750 0.964912 1.000000 0.982143 4 0.004078 0.002263 0.96875 0.962963 0.945455 0.954128 5 0.003879 0.002349 0.96875 0.946429 0.963636 0.954955 6 0.004440 0.002417 0.98125 0.948276 1.000000 0.973451 7 0.003824 0.002324 0.97500 0.963636 0.963636 0.963636 8 0.003716 0.002018 0.95625 0.961538 0.909091 0.934579 9 0.004071 0.002309 0.95625 0.900000 0.981818 0.939130 10 0.003727 0.002246 0.93750 1.000000 0.818182 0.900000
bestDecisionTreeClassifierScores.mean()
fit_time 0.004441 score_time 0.002403 test_accuracy 0.960000 test_precision 0.941797 test_recall 0.943367 test_f1 0.941182 dtype: float64
from sklearn.model_selection import RandomizedSearchCV
from sklearn import tree
parameters={'max_depth':(10,20,30,40,50),'criterion':('gini','entropy'),'max_features':('log2','sqrt','auto'),
'min_samples_split':(2,4,6),'random_state':(0,1,2,3,4,5)}
gridDecisionTreeClassifier = RandomizedSearchCV(tree.DecisionTreeClassifier(),param_distributions=parameters,cv=5,random_state=2)
gridDecisionTreeClassifier = gridDecisionTreeClassifier.fit(X_train, y_train)
print('\033[1mBest Parameters of RandomizedSearchCV for Decision Tree Model:\033[0m', gridDecisionTreeClassifier.best_params_)
print('\033[1mEstimator of RandomizedSearchCV for Decision Tree Model:\033[0m', gridDecisionTreeClassifier.best_estimator_)
Best Parameters of RandomizedSearchCV for Decision Tree Model: {'random_state': 1, 'min_samples_split': 2, 'max_features': 'log2', 'max_depth': 20, 'criterion': 'gini'} Estimator of RandomizedSearchCV for Decision Tree Model: DecisionTreeClassifier(max_depth=20, max_features='log2', random_state=1)
gridDecisionTreeClassifier = tree.DecisionTreeClassifier(criterion='entropy', max_depth=10, max_features=None, min_samples_split=6, random_state=2)
gridDecisionTreeClassifier = gridDecisionTreeClassifier.fit(X_train, y_train)
y_pred_DTHPM = gridDecisionTreeClassifier.predict(X_test)
y_train_pred_DTHPM = gridDecisionTreeClassifier.predict(X_train)
# Evaluation du modèle:
model_evaluation(y_test, y_pred_DTHPM)
Confusion matrix
Score positive Score negative
Actual positive 242 22
Actual negative 14 122
Accuracy 0.91
Positive Negative
Num case 264 136
Precision 0.95 0.85
Recall 0.92 0.90
F1 0.93 0.87
precision recall f1-score support
0 0.95 0.92 0.93 264
1 0.85 0.90 0.87 136
accuracy 0.91 400
macro avg 0.90 0.91 0.90 400
weighted avg 0.91 0.91 0.91 400
# Function for examining scores
from sklearn.metrics import precision_score, f1_score, accuracy_score, recall_score
def trainVal(y_train, y_train_pred, y_test, y_pred):
scores = {"train_set": {"Accuracy" : accuracy_score(y_train, y_train_pred),
"Precision" : precision_score(y_train, y_train_pred),
"Recall" : recall_score(y_train, y_train_pred),
"f1" : f1_score(y_train, y_train_pred)},
"test_set": {"Accuracy" : accuracy_score(y_test, y_pred),
"Precision" : precision_score(y_test, y_pred),
"Recall" : recall_score(y_test, y_pred),
"f1" : f1_score(y_test, y_pred)}}
return pd.DataFrame(scores)
print('---------------Train vs Test Report----------------')
trainVal(y_train, y_train_pred_DTHPM, y_test, y_pred_DTHPM)
---------------Train vs Test Report----------------
| train_set | test_set | |
|---|---|---|
| Accuracy | 0.958750 | 0.910000 |
| Precision | 0.939781 | 0.847222 |
| Recall | 0.939781 | 0.897059 |
| f1 | 0.939781 | 0.871429 |
gridDecisionTreeClassifier.feature_importances_
array([0.07060037, 0.25653461, 0.07544051, 0.01917272, 0.07847489,
0.23575872, 0.13080363, 0.13321456])
X = pd.DataFrame(X)
gridDecisionTreeClassifier = pd.DataFrame(index = X.columns, data = gridDecisionTreeClassifier.feature_importances_,
columns = ['Feature Importance']).sort_values('Feature Importance', ascending = False)
print(gridDecisionTreeClassifier)
Feature Importance Glucose 0.256535 BMI 0.235759 Age 0.133215 DiabetesPedigreeFunction 0.130804 Insulin 0.078475 BloodPressure 0.075441 Pregnancies 0.070600 SkinThickness 0.019173
sns.barplot(x=gridDecisionTreeClassifier["Feature Importance"], y=gridDecisionTreeClassifier.index)
plt.title("Feature Importance")
plt.show()
svc_disp = RocCurveDisplay.from_estimator(decisionTreeClassifier, X_test, y_test)
# Construction Model:
from sklearn.neighbors import KNeighborsClassifier
KNNClassifier = KNeighborsClassifier(n_neighbors=5,p=2,metric='euclidean')
# fit the model
KNNClassifier.fit(X_train, y_train)
# Predict values for Test dataset
y_predKNNC = decisionTreeClassifier.predict(X_test)
# Evaluation du modèle:
model_evaluation(y_test, y_predKNNC)
Confusion matrix
Score positive Score negative
Actual positive 260 4
Actual negative 4 132
Accuracy 0.98
Positive Negative
Num case 264 136
Precision 0.98 0.97
Recall 0.98 0.97
F1 0.98 0.97
precision recall f1-score support
0 0.98 0.98 0.98 264
1 0.97 0.97 0.97 136
accuracy 0.98 400
macro avg 0.98 0.98 0.98 400
weighted avg 0.98 0.98 0.98 400
bestKNNC = KNeighborsClassifier(n_neighbors=5)
bestKNNCScores = cross_validate(bestKNNC, X_train, y_train, scoring = ["accuracy", "precision", "recall", "f1"], cv = 10)
bestKNNCScores = pd.DataFrame(bestKNNCScores, index = range(1, 11))
print(bestKNNCScores)
fit_time score_time test_accuracy test_precision test_recall test_f1 1 0.001468 0.015888 0.76875 0.697674 0.555556 0.618557 2 0.000589 0.005774 0.75000 0.629630 0.629630 0.629630 3 0.000574 0.005216 0.75625 0.648148 0.636364 0.642202 4 0.000588 0.005777 0.80625 0.706897 0.745455 0.725664 5 0.000603 0.005204 0.81250 0.735849 0.709091 0.722222 6 0.000524 0.005123 0.79375 0.750000 0.600000 0.666667 7 0.000671 0.005867 0.76875 0.680000 0.618182 0.647619 8 0.000649 0.005920 0.80625 0.750000 0.654545 0.699029 9 0.000547 0.005557 0.73750 0.622642 0.600000 0.611111 10 0.000583 0.005477 0.75625 0.700000 0.509091 0.589474
bestKNNCScores.mean()
fit_time 0.000680 score_time 0.006580 test_accuracy 0.775625 test_precision 0.692084 test_recall 0.625791 test_f1 0.655217 dtype: float64
testErrorRates = []
for k in range(1, 30):
KNNClassifier = KNeighborsClassifier(n_neighbors=k)
KNNClassifier.fit(X_train, y_train)
y_pred_Error = KNNClassifier.predict(X_test)
testErrorRates.append(np.mean(y_pred_Error!=y_test))
# Plot for Elbow Method
plt.figure(figsize=(20,8))
plt.plot(range(1,30),testErrorRates,color='blue',linestyle='dashed',marker='o',markerfacecolor='green')
plt.title("Error Rate Method")
plt.xlabel('Kth values')
plt.ylabel('Error_rate')
Text(0, 0.5, 'Error_rate')
k = range(1, 30)
param_grid = {"n_neighbors": k, "p": [1, 2], "weights": ['uniform', "distance"]}
KNNGrid = KNeighborsClassifier()
KNNGridModel = GridSearchCV(KNNGrid, param_grid, cv=10, scoring='accuracy')
KNNGridModel.fit(X_train, y_train)
GridSearchCV(cv=10, estimator=KNeighborsClassifier(),
param_grid={'n_neighbors': range(1, 30), 'p': [1, 2],
'weights': ['uniform', 'distance']},
scoring='accuracy')In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. GridSearchCV(cv=10, estimator=KNeighborsClassifier(),
param_grid={'n_neighbors': range(1, 30), 'p': [1, 2],
'weights': ['uniform', 'distance']},
scoring='accuracy')KNeighborsClassifier()
KNeighborsClassifier()
print('Best Parameters of GridSearchCV for KNN Classifier:', KNNGridModel.best_params_)
print('Best Estimator of GridSearchCV for KNN Classifier:', KNNGridModel.best_estimator_)
Best Parameters of GridSearchCV for KNN Classifier: {'n_neighbors': 18, 'p': 1, 'weights': 'distance'}
Best Estimator of GridSearchCV for KNN Classifier: KNeighborsClassifier(n_neighbors=18, p=1, weights='distance')
y_pred_GKNNC = KNNGridModel.predict(X_test)
y_train_pred_GKNNC = KNNGridModel.predict(X_train)
# Evaluation du modèle:
model_evaluation(y_test, y_pred_GKNNC)
Confusion matrix
Score positive Score negative
Actual positive 264 0
Actual negative 4 132
Accuracy 0.99
Positive Negative
Num case 264 136
Precision 0.99 1.00
Recall 1.00 0.97
F1 0.99 0.99
precision recall f1-score support
0 0.99 1.00 0.99 264
1 1.00 0.97 0.99 136
accuracy 0.99 400
macro avg 0.99 0.99 0.99 400
weighted avg 0.99 0.99 0.99 400
svc_disp = RocCurveDisplay.from_estimator(KNNClassifier, X_test, y_test)
# Construction Model:
from sklearn.ensemble import GradientBoostingClassifier
GBClassifier = GradientBoostingClassifier(random_state=42)
# fit the model
GBClassifier.fit(X_train, y_train)
# Predict values for Test dataset
y_pred_GBC = GBClassifier.predict(X_test)
# Predict training values for Test dataset
y_train_GBC = GBClassifier.predict(X_train)
# Evaluation du modèle:
model_evaluation(y_test, y_pred_GBC)
Confusion matrix
Score positive Score negative
Actual positive 251 13
Actual negative 23 113
Accuracy 0.91
Positive Negative
Num case 264 136
Precision 0.92 0.90
Recall 0.95 0.83
F1 0.93 0.86
precision recall f1-score support
0 0.92 0.95 0.93 264
1 0.90 0.83 0.86 136
accuracy 0.91 400
macro avg 0.91 0.89 0.90 400
weighted avg 0.91 0.91 0.91 400
bestGBClassifier = GradientBoostingClassifier(random_state=42)
bestGBClassifierScores = cross_validate(bestGBClassifier, X_train, y_train, scoring = ["accuracy", "precision_macro", "recall_macro", "f1_macro"], cv = 10)
bestGBClassifierScores = pd.DataFrame(bestGBClassifierScores, index = range(1, 11))
print(bestGBClassifierScores)
fit_time score_time test_accuracy test_precision_macro \
1 0.161874 0.002239 0.82500 0.803571
2 0.132876 0.002213 0.85000 0.836364
3 0.130327 0.001909 0.84375 0.827568
4 0.130532 0.001911 0.88125 0.872151
5 0.133130 0.002035 0.87500 0.874223
6 0.130286 0.001914 0.89375 0.894345
7 0.129826 0.001827 0.85625 0.853738
8 0.129744 0.001915 0.84375 0.834821
9 0.129447 0.001884 0.90000 0.887072
10 0.131034 0.002021 0.85000 0.853309
test_recall_macro test_f1_macro
1 0.808875 0.806061
2 0.823201 0.829060
3 0.824675 0.826079
4 0.861905 0.866614
5 0.844156 0.856089
6 0.867100 0.878305
7 0.821212 0.833627
8 0.811688 0.821037
9 0.893506 0.890110
10 0.807792 0.823497
bestGBClassifierScores.mean()
fit_time 0.133908 score_time 0.001987 test_accuracy 0.861875 test_precision_macro 0.853716 test_recall_macro 0.836411 test_f1_macro 0.843048 dtype: float64
GBClassifier.feature_importances_
array([0.04216228, 0.39233092, 0.02007573, 0.01726735, 0.06209484,
0.18713182, 0.14109203, 0.13784502])
GBClassifierFeatureImportance = pd.DataFrame(index = X.columns, data = GBClassifier.feature_importances_,
columns = ["Feature Importance"]).sort_values("Feature Importance", ascending = False)
print(GBClassifierFeatureImportance)
Feature Importance Glucose 0.392331 BMI 0.187132 DiabetesPedigreeFunction 0.141092 Age 0.137845 Insulin 0.062095 Pregnancies 0.042162 BloodPressure 0.020076 SkinThickness 0.017267
sns.barplot(y=GBClassifierFeatureImportance["Feature Importance"], x=GBClassifierFeatureImportance.index)
plt.title("Feature Importance")
plt.xticks(rotation=45)
plt.show()
# Accuracy scores on train and validation sets with different learning rates
learningRates = [0.05, 0.1, 0.15, 0.25, 0.5, 0.6, 0.75, 0.85, 1]
for learningRate in learningRates:
gb = GradientBoostingClassifier(n_estimators=20, learning_rate = learningRate, random_state=42)
gb.fit(X_train, y_train)
print("Learning rate: ", learningRate)
print("Accuracy score (training): {0:.3f}".format(gb.score(X_train, y_train)))
print("Accuracy score (test): {0:.3f}".format(gb.score(X_test, y_test)))
print()
Learning rate: 0.05 Accuracy score (training): 0.794 Accuracy score (test): 0.812 Learning rate: 0.1 Accuracy score (training): 0.814 Accuracy score (test): 0.825 Learning rate: 0.15 Accuracy score (training): 0.836 Accuracy score (test): 0.855 Learning rate: 0.25 Accuracy score (training): 0.864 Accuracy score (test): 0.865 Learning rate: 0.5 Accuracy score (training): 0.898 Accuracy score (test): 0.885 Learning rate: 0.6 Accuracy score (training): 0.926 Accuracy score (test): 0.905 Learning rate: 0.75 Accuracy score (training): 0.926 Accuracy score (test): 0.910 Learning rate: 0.85 Accuracy score (training): 0.953 Accuracy score (test): 0.920 Learning rate: 1 Accuracy score (training): 0.954 Accuracy score (test): 0.910
param_grid = {"n_estimators":[100, 200, 300],
"subsample":[0.5, 1], "max_features" : [None, 2, 3, 4], "learning_rate": [0.2, 0.5, 0.6, 0.75, 0.85, 1.0, 1.25, 1.5]}
GBGrid = GradientBoostingClassifier(random_state=42)
GBGrid = GridSearchCV(GBGrid, param_grid, scoring = "f1", verbose=2, n_jobs = -1).fit(X_train, y_train)
Fitting 5 folds for each of 192 candidates, totalling 960 fits
print('Best Parameters of GridSearchCV for Gradient Boosting Model:', GBGrid.best_params_)
print('Best Estimator of GridSearchCV for Gradient Boosting Model:', GBGrid.best_estimator_)
Best Parameters of GridSearchCV for Gradient Boosting Model: {'learning_rate': 0.85, 'max_features': 2, 'n_estimators': 300, 'subsample': 1}
Best Estimator of GridSearchCV for Gradient Boosting Model: GradientBoostingClassifier(learning_rate=0.85, max_features=2, n_estimators=300,
random_state=42, subsample=1)
y_pred_GGB = GBGrid.predict(X_test)
y_train_pred_GGB = GBGrid.predict(X_train)
# Evaluation du modèle:
model_evaluation(y_test, y_pred_GGB)
Confusion matrix
Score positive Score negative
Actual positive 263 1
Actual negative 5 131
Accuracy 0.98
Positive Negative
Num case 264 136
Precision 0.98 0.99
Recall 1.00 0.96
F1 0.99 0.98
precision recall f1-score support
0 0.98 1.00 0.99 264
1 0.99 0.96 0.98 136
accuracy 0.98 400
macro avg 0.99 0.98 0.98 400
weighted avg 0.99 0.98 0.98 400
svc_disp = RocCurveDisplay.from_estimator(GBClassifier, X_test, y_test)
# Construction Model:
from sklearn.ensemble import AdaBoostClassifier
ABClassifier = AdaBoostClassifier(n_estimators=50, random_state=101)
# fit the model
ABClassifier.fit(X_train, y_train)
# Predict values for Test dataset
y_pred_ABC = ABClassifier.predict(X_test)
# Predict training values for Test dataset
y_train_pred8ABC = ABClassifier.predict(X_train)
# Evaluation du modèle:
model_evaluation(y_test, y_pred_ABC)
Confusion matrix
Score positive Score negative
Actual positive 241 23
Actual negative 49 87
Accuracy 0.82
Positive Negative
Num case 264 136
Precision 0.83 0.79
Recall 0.91 0.64
F1 0.87 0.71
precision recall f1-score support
0 0.83 0.91 0.87 264
1 0.79 0.64 0.71 136
accuracy 0.82 400
macro avg 0.81 0.78 0.79 400
weighted avg 0.82 0.82 0.81 400
bestABClassifier = AdaBoostClassifier(n_estimators=50, random_state=101)
bestABClassifierScores = cross_validate(bestABClassifier, X_train, y_train, scoring = ['accuracy', 'precision','recall', 'f1'], cv = 10)
bestABClassifierScores = pd.DataFrame(bestABClassifierScores, index = range(1, 11))
print(bestABClassifierScores)
fit_time score_time test_accuracy test_precision test_recall test_f1 1 0.064417 0.005204 0.79375 0.723404 0.629630 0.673267 2 0.047613 0.003861 0.76250 0.681818 0.555556 0.612245 3 0.045695 0.004550 0.78125 0.700000 0.636364 0.666667 4 0.046144 0.004024 0.78750 0.723404 0.618182 0.666667 5 0.044749 0.003820 0.78125 0.700000 0.636364 0.666667 6 0.044941 0.004077 0.85625 0.833333 0.727273 0.776699 7 0.045224 0.003848 0.76875 0.680000 0.618182 0.647619 8 0.044680 0.003773 0.78125 0.738095 0.563636 0.639175 9 0.044684 0.003808 0.85000 0.754098 0.836364 0.793103 10 0.044609 0.003829 0.80625 0.740000 0.672727 0.704762
bestABClassifierScores.mean()
fit_time 0.047276 score_time 0.004079 test_accuracy 0.796875 test_precision 0.727415 test_recall 0.649428 test_f1 0.684687 dtype: float64
errorRates = []
for n in range(1, 100):
ABClassifier = AdaBoostClassifier(n_estimators=n)
ABClassifier.fit(X_train, y_train)
preds = ABClassifier.predict(X_test)
error = 1 - f1_score(y_test, preds)
errorRates.append(error)
plt.figure(figsize=(14, 8))
plt.plot(range(1, 100), errorRates)
[<matplotlib.lines.Line2D at 0x15f5a6810>]
ABClassifier.feature_importances_
array([0.02020202, 0.18181818, 0.05050505, 0.01010101, 0.12121212,
0.24242424, 0.29292929, 0.08080808])
ABClassifierFeatureImportance = pd.DataFrame(index = X.columns, data = ABClassifier.feature_importances_,
columns = ["Feature Importance"]).sort_values("Feature Importance", ascending = False)
print(ABClassifierFeatureImportance)
Feature Importance DiabetesPedigreeFunction 0.292929 BMI 0.242424 Glucose 0.181818 Insulin 0.121212 Age 0.080808 BloodPressure 0.050505 Pregnancies 0.020202 SkinThickness 0.010101
plt.figure(figsize=(12,6))
sns.barplot(y=ABClassifierFeatureImportance["Feature Importance"], x=ABClassifierFeatureImportance.index)
plt.title("Feature Importance")
plt.xticks(rotation=45)
plt.show()
# Accuracy scores on train and validation sets with different learning rates
learningRates = [0.05, 0.1, 0.15, 0.25, 0.5, 0.6, 0.75, 0.85, 1]
for learningRate in learningRates:
AB = AdaBoostClassifier(n_estimators=20, learning_rate = learningRate, random_state=42)
AB.fit(X_train, y_train)
print("Learning rate: ", learningRate)
print("Accuracy score (training): {0:.3f}".format(AB.score(X_train, y_train)))
print("Accuracy score (test): {0:.3f}".format(AB.score(X_test, y_test)))
print()
Learning rate: 0.05 Accuracy score (training): 0.772 Accuracy score (test): 0.800 Learning rate: 0.1 Accuracy score (training): 0.762 Accuracy score (test): 0.797 Learning rate: 0.15 Accuracy score (training): 0.764 Accuracy score (test): 0.802 Learning rate: 0.25 Accuracy score (training): 0.777 Accuracy score (test): 0.807 Learning rate: 0.5 Accuracy score (training): 0.791 Accuracy score (test): 0.818 Learning rate: 0.6 Accuracy score (training): 0.790 Accuracy score (test): 0.805 Learning rate: 0.75 Accuracy score (training): 0.781 Accuracy score (test): 0.802 Learning rate: 0.85 Accuracy score (training): 0.782 Accuracy score (test): 0.800 Learning rate: 1 Accuracy score (training): 0.790 Accuracy score (test): 0.792
param_grid = {"n_estimators": [15, 20, 100, 500], "learning_rate": [0.2, 0.5, 0.6, 0.75, 0.85, 1.0, 1.25, 1.5]}
ABClassifierGrid = AdaBoostClassifier(random_state=42)
ABClassifierGrid = GridSearchCV(ABClassifierGrid, param_grid, cv=5, scoring= 'f1')
ABClassifierGrid.fit(X_train, y_train)
GridSearchCV(cv=5, estimator=AdaBoostClassifier(random_state=42),
param_grid={'learning_rate': [0.2, 0.5, 0.6, 0.75, 0.85, 1.0, 1.25,
1.5],
'n_estimators': [15, 20, 100, 500]},
scoring='f1')In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. GridSearchCV(cv=5, estimator=AdaBoostClassifier(random_state=42),
param_grid={'learning_rate': [0.2, 0.5, 0.6, 0.75, 0.85, 1.0, 1.25,
1.5],
'n_estimators': [15, 20, 100, 500]},
scoring='f1')AdaBoostClassifier(random_state=42)
AdaBoostClassifier(random_state=42)
print('Best Parameters of GridSearchCV for AdaBoosting Model: ', ABClassifierGrid.best_params_)
print('Best Estimator of GridSearchCV for AdaBoosting Model: ', ABClassifierGrid.best_estimator_)
Best Parameters of GridSearchCV for AdaBoosting Model: {'learning_rate': 1.5, 'n_estimators': 500}
Best Estimator of GridSearchCV for AdaBoosting Model: AdaBoostClassifier(learning_rate=1.5, n_estimators=500, random_state=42)
y_pred_GABC = ABClassifierGrid.predict(X_test)
y_train_pred_GABC = ABClassifierGrid.predict(X_train)
# Evaluation du modèle:
model_evaluation(y_test, y_pred_GABC)
Confusion matrix
Score positive Score negative
Actual positive 254 10
Actual negative 19 117
Accuracy 0.93
Positive Negative
Num case 264 136
Precision 0.93 0.92
Recall 0.96 0.86
F1 0.95 0.89
precision recall f1-score support
0 0.93 0.96 0.95 264
1 0.92 0.86 0.89 136
accuracy 0.93 400
macro avg 0.93 0.91 0.92 400
weighted avg 0.93 0.93 0.93 400
svc_disp = RocCurveDisplay.from_estimator(ABClassifierGrid, X_test, y_test)
# Construction Model:
from xgboost import XGBClassifier
XGBoostClassifier = XGBClassifier(random_state=101)
# fit the model
XGBoostClassifier.fit(X_train, y_train)
# Predict values for Test dataset
y_pred_XGBC = XGBoostClassifier.predict(X_test)
# Predict training values for Test dataset
y_train_pred_XGBC = XGBoostClassifier.predict(X_train)
# Evaluation du modèle:
model_evaluation(y_test, y_pred_XGBC)
Confusion matrix
Score positive Score negative
Actual positive 259 5
Actual negative 2 134
Accuracy 0.98
Positive Negative
Num case 264 136
Precision 0.99 0.96
Recall 0.98 0.99
F1 0.99 0.97
precision recall f1-score support
0 0.99 0.98 0.99 264
1 0.96 0.99 0.97 136
accuracy 0.98 400
macro avg 0.98 0.98 0.98 400
weighted avg 0.98 0.98 0.98 400
bestXGBoostClassifier = XGBClassifier(random_state=101)
bestXGBoostClassifierScores = cross_validate(bestXGBoostClassifier, X_train, y_train, scoring = ["accuracy", "precision", "recall", "f1"], cv = 10)
bestXGBoostClassifierScores = pd.DataFrame(bestXGBoostClassifierScores, index = range(1, 11))
print(bestXGBoostClassifierScores)
fit_time score_time test_accuracy test_precision test_recall test_f1 1 0.083420 0.002651 0.92500 0.888889 0.888889 0.888889 2 0.061829 0.002372 0.94375 0.881356 0.962963 0.920354 3 0.059354 0.002351 0.97500 0.932203 1.000000 0.964912 4 0.063499 0.002213 0.97500 0.947368 0.981818 0.964286 5 0.067157 0.002181 0.99375 1.000000 0.981818 0.990826 6 0.060768 0.002183 0.98750 0.981818 0.981818 0.981818 7 0.065940 0.002249 0.97500 0.963636 0.963636 0.963636 8 0.066142 0.002138 0.95000 0.943396 0.909091 0.925926 9 0.074900 0.002163 0.96875 0.931034 0.981818 0.955752 10 0.093931 0.002482 0.94375 0.960000 0.872727 0.914286
bestXGBoostClassifierScores.mean()
fit_time 0.069694 score_time 0.002298 test_accuracy 0.963750 test_precision 0.942970 test_recall 0.952458 test_f1 0.947068 dtype: float64
XGBoostClassifier.feature_importances_
array([0.099341 , 0.22525842, 0.09097456, 0.09017874, 0.10127658,
0.1595764 , 0.09625132, 0.13714296], dtype=float32)
features = pd.DataFrame(index=X.columns, data=XGBoostClassifier.feature_importances_, columns=["Feature Importance"])
XGBoostClassifierFeatureImportance = features.sort_values("Feature Importance", ascending=False)
print(XGBoostClassifierFeatureImportance)
Feature Importance Glucose 0.225258 BMI 0.159576 Age 0.137143 Insulin 0.101277 Pregnancies 0.099341 DiabetesPedigreeFunction 0.096251 BloodPressure 0.090975 SkinThickness 0.090179
plt.figure(figsize=(12,6))
sns.barplot(y=XGBoostClassifierFeatureImportance["Feature Importance"], x=XGBoostClassifierFeatureImportance.index)
plt.title("Feature Importance")
plt.xticks(rotation=45)
plt.show()
param_grid = {"n_estimators":[100, 300],
"max_depth":[3,5,6],
"learning_rate": [0.1, 0.3],
"subsample":[0.5, 1],
"colsample_bytree":[0.5, 1]}
XGBoostClassifierGrid = XGBClassifier(random_state=42)
XGBoostClassifierGrid = GridSearchCV(XGBoostClassifierGrid, param_grid, scoring = "f1", verbose=2, n_jobs = -1)
XGBoostClassifierGrid.fit(X_train, y_train)
Fitting 5 folds for each of 48 candidates, totalling 240 fits
GridSearchCV(estimator=XGBClassifier(base_score=None, booster=None,
callbacks=None, colsample_bylevel=None,
colsample_bynode=None,
colsample_bytree=None,
early_stopping_rounds=None,
enable_categorical=False, eval_metric=None,
feature_types=None, gamma=None,
gpu_id=None, grow_policy=None,
importance_type=None,
interaction_constraints=None,
learning_rate=None, max_b...
max_delta_step=None, max_depth=None,
max_leaves=None, min_child_weight=None,
missing=nan, monotone_constraints=None,
n_estimators=100, n_jobs=None,
num_parallel_tree=None, predictor=None,
random_state=42, ...),
n_jobs=-1,
param_grid={'colsample_bytree': [0.5, 1],
'learning_rate': [0.1, 0.3], 'max_depth': [3, 5, 6],
'n_estimators': [100, 300], 'subsample': [0.5, 1]},
scoring='f1', verbose=2)In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. GridSearchCV(estimator=XGBClassifier(base_score=None, booster=None,
callbacks=None, colsample_bylevel=None,
colsample_bynode=None,
colsample_bytree=None,
early_stopping_rounds=None,
enable_categorical=False, eval_metric=None,
feature_types=None, gamma=None,
gpu_id=None, grow_policy=None,
importance_type=None,
interaction_constraints=None,
learning_rate=None, max_b...
max_delta_step=None, max_depth=None,
max_leaves=None, min_child_weight=None,
missing=nan, monotone_constraints=None,
n_estimators=100, n_jobs=None,
num_parallel_tree=None, predictor=None,
random_state=42, ...),
n_jobs=-1,
param_grid={'colsample_bytree': [0.5, 1],
'learning_rate': [0.1, 0.3], 'max_depth': [3, 5, 6],
'n_estimators': [100, 300], 'subsample': [0.5, 1]},
scoring='f1', verbose=2)XGBClassifier(base_score=None, booster=None, callbacks=None,
colsample_bylevel=None, colsample_bynode=None,
colsample_bytree=None, early_stopping_rounds=None,
enable_categorical=False, eval_metric=None, feature_types=None,
gamma=None, gpu_id=None, grow_policy=None, importance_type=None,
interaction_constraints=None, learning_rate=None, max_bin=None,
max_cat_threshold=None, max_cat_to_onehot=None,
max_delta_step=None, max_depth=None, max_leaves=None,
min_child_weight=None, missing=nan, monotone_constraints=None,
n_estimators=100, n_jobs=None, num_parallel_tree=None,
predictor=None, random_state=42, ...)XGBClassifier(base_score=None, booster=None, callbacks=None,
colsample_bylevel=None, colsample_bynode=None,
colsample_bytree=None, early_stopping_rounds=None,
enable_categorical=False, eval_metric=None, feature_types=None,
gamma=None, gpu_id=None, grow_policy=None, importance_type=None,
interaction_constraints=None, learning_rate=None, max_bin=None,
max_cat_threshold=None, max_cat_to_onehot=None,
max_delta_step=None, max_depth=None, max_leaves=None,
min_child_weight=None, missing=nan, monotone_constraints=None,
n_estimators=100, n_jobs=None, num_parallel_tree=None,
predictor=None, random_state=42, ...)print('\033[1mBest Parameters of GridSearchCV for RF Model:\033[0m', XGBoostClassifierGrid.best_params_)
print('\033[1mBest Estimator of GridSearchCV for RF Model:\033[0m', XGBoostClassifierGrid.best_estimator_)
Best Parameters of GridSearchCV for RF Model: {'colsample_bytree': 1, 'learning_rate': 0.3, 'max_depth': 5, 'n_estimators': 100, 'subsample': 0.5} Best Estimator of GridSearchCV for RF Model: XGBClassifier(base_score=None, booster=None, callbacks=None, colsample_bylevel=None, colsample_bynode=None, colsample_bytree=1, early_stopping_rounds=None, enable_categorical=False, eval_metric=None, feature_types=None, gamma=None, gpu_id=None, grow_policy=None, importance_type=None, interaction_constraints=None, learning_rate=0.3, max_bin=None, max_cat_threshold=None, max_cat_to_onehot=None, max_delta_step=None, max_depth=5, max_leaves=None, min_child_weight=None, missing=nan, monotone_constraints=None, n_estimators=100, n_jobs=None, num_parallel_tree=None, predictor=None, random_state=42, ...)
y_pred_GXGBC = XGBoostClassifierGrid.predict(X_test)
y_train_pred_GXGBC = XGBoostClassifierGrid.predict(X_train)
#Evaluation du modèle:
model_evaluation(y_test, y_pred_GXGBC)
Confusion matrix
Score positive Score negative
Actual positive 263 1
Actual negative 1 135
Accuracy 0.99
Positive Negative
Num case 264 136
Precision 1.00 0.99
Recall 1.00 0.99
F1 1.00 0.99
precision recall f1-score support
0 1.00 1.00 1.00 264
1 0.99 0.99 0.99 136
accuracy 0.99 400
macro avg 0.99 0.99 0.99 400
weighted avg 0.99 0.99 0.99 400
svc_disp = RocCurveDisplay.from_estimator(XGBoostClassifier, X_test, y_test)
# Construction model
from sklearn.naive_bayes import GaussianNB
naiveBayesclassifier = GaussianNB()
# fit the model
naiveBayesclassifier.fit(X_train, y_train)
# Predicting the Test set results
y_pred_NBC = naiveBayesclassifier.predict(X_test)
# Evaluation du modèle:
model_evaluation(y_test, y_pred_NBC)
Confusion matrix
Score positive Score negative
Actual positive 231 33
Actual negative 48 88
Accuracy 0.80
Positive Negative
Num case 264 136
Precision 0.83 0.73
Recall 0.88 0.65
F1 0.85 0.68
precision recall f1-score support
0 0.83 0.88 0.85 264
1 0.73 0.65 0.68 136
accuracy 0.80 400
macro avg 0.78 0.76 0.77 400
weighted avg 0.79 0.80 0.79 400
bestNaiveBayesClassifier = GaussianNB()
bestNaiveBayesClassifierScores = cross_validate(bestNaiveBayesClassifier, X_train, y_train, scoring = ["accuracy", "precision", "recall", "f1"], cv = 10)
bestNaiveBayesClassifierScores = pd.DataFrame(bestNaiveBayesClassifierScores, index = range(1, 11))
print(bestNaiveBayesClassifierScores)
fit_time score_time test_accuracy test_precision test_recall test_f1 1 0.002094 0.008772 0.68125 0.529412 0.500000 0.514286 2 0.001522 0.004926 0.72500 0.604167 0.537037 0.568627 3 0.000731 0.002454 0.73125 0.607143 0.618182 0.612613 4 0.000573 0.002162 0.77500 0.731707 0.545455 0.625000 5 0.001077 0.002252 0.75000 0.666667 0.545455 0.600000 6 0.000585 0.002313 0.75000 0.647059 0.600000 0.622642 7 0.000567 0.002356 0.74375 0.640000 0.581818 0.609524 8 0.000625 0.002238 0.68750 0.558140 0.436364 0.489796 9 0.000527 0.001922 0.78750 0.677966 0.727273 0.701754 10 0.000441 0.001859 0.78125 0.700000 0.636364 0.666667
bestNaiveBayesClassifierScores.mean()
fit_time 0.000874 score_time 0.003125 test_accuracy 0.741250 test_precision 0.636226 test_recall 0.572795 test_f1 0.601091 dtype: float64
param_grid = {'alpha': [0.01, 0.1, 0.5, 1.0, 10.0]}
naiveBayesClassifierGrid = XGBClassifier(random_state=42)
naiveBayesClassifierGrid = GridSearchCV(naiveBayesClassifierGrid, param_grid, scoring = "f1", verbose=2, n_jobs = -1)
naiveBayesClassifierGrid.fit(X_train, y_train)
Fitting 5 folds for each of 5 candidates, totalling 25 fits
GridSearchCV(estimator=XGBClassifier(base_score=None, booster=None,
callbacks=None, colsample_bylevel=None,
colsample_bynode=None,
colsample_bytree=None,
early_stopping_rounds=None,
enable_categorical=False, eval_metric=None,
feature_types=None, gamma=None,
gpu_id=None, grow_policy=None,
importance_type=None,
interaction_constraints=None,
learning_rate=None, max_bin=None,
max_cat_threshold=None,
max_cat_to_onehot=None,
max_delta_step=None, max_depth=None,
max_leaves=None, min_child_weight=None,
missing=nan, monotone_constraints=None,
n_estimators=100, n_jobs=None,
num_parallel_tree=None, predictor=None,
random_state=42, ...),
n_jobs=-1, param_grid={'alpha': [0.01, 0.1, 0.5, 1.0, 10.0]},
scoring='f1', verbose=2)In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. GridSearchCV(estimator=XGBClassifier(base_score=None, booster=None,
callbacks=None, colsample_bylevel=None,
colsample_bynode=None,
colsample_bytree=None,
early_stopping_rounds=None,
enable_categorical=False, eval_metric=None,
feature_types=None, gamma=None,
gpu_id=None, grow_policy=None,
importance_type=None,
interaction_constraints=None,
learning_rate=None, max_bin=None,
max_cat_threshold=None,
max_cat_to_onehot=None,
max_delta_step=None, max_depth=None,
max_leaves=None, min_child_weight=None,
missing=nan, monotone_constraints=None,
n_estimators=100, n_jobs=None,
num_parallel_tree=None, predictor=None,
random_state=42, ...),
n_jobs=-1, param_grid={'alpha': [0.01, 0.1, 0.5, 1.0, 10.0]},
scoring='f1', verbose=2)XGBClassifier(base_score=None, booster=None, callbacks=None,
colsample_bylevel=None, colsample_bynode=None,
colsample_bytree=None, early_stopping_rounds=None,
enable_categorical=False, eval_metric=None, feature_types=None,
gamma=None, gpu_id=None, grow_policy=None, importance_type=None,
interaction_constraints=None, learning_rate=None, max_bin=None,
max_cat_threshold=None, max_cat_to_onehot=None,
max_delta_step=None, max_depth=None, max_leaves=None,
min_child_weight=None, missing=nan, monotone_constraints=None,
n_estimators=100, n_jobs=None, num_parallel_tree=None,
predictor=None, random_state=42, ...)XGBClassifier(base_score=None, booster=None, callbacks=None,
colsample_bylevel=None, colsample_bynode=None,
colsample_bytree=None, early_stopping_rounds=None,
enable_categorical=False, eval_metric=None, feature_types=None,
gamma=None, gpu_id=None, grow_policy=None, importance_type=None,
interaction_constraints=None, learning_rate=None, max_bin=None,
max_cat_threshold=None, max_cat_to_onehot=None,
max_delta_step=None, max_depth=None, max_leaves=None,
min_child_weight=None, missing=nan, monotone_constraints=None,
n_estimators=100, n_jobs=None, num_parallel_tree=None,
predictor=None, random_state=42, ...)print('\033[1mBest Parameters of GridSearchCV for RF Model:\033[0m', naiveBayesClassifierGrid.best_params_)
print('\033[1mBest Estimator of GridSearchCV for RF Model:\033[0m', naiveBayesClassifierGrid.best_estimator_)
Best Parameters of GridSearchCV for RF Model: {'alpha': 0.01} Best Estimator of GridSearchCV for RF Model: XGBClassifier(alpha=0.01, base_score=None, booster=None, callbacks=None, colsample_bylevel=None, colsample_bynode=None, colsample_bytree=None, early_stopping_rounds=None, enable_categorical=False, eval_metric=None, feature_types=None, gamma=None, gpu_id=None, grow_policy=None, importance_type=None, interaction_constraints=None, learning_rate=None, max_bin=None, max_cat_threshold=None, max_cat_to_onehot=None, max_delta_step=None, max_depth=None, max_leaves=None, min_child_weight=None, missing=nan, monotone_constraints=None, n_estimators=100, n_jobs=None, num_parallel_tree=None, predictor=None, ...)
y_pred_GNBC = naiveBayesClassifierGrid.predict(X_test)
y_train_pred_GNBC = naiveBayesClassifierGrid.predict(X_train)
# Evaluation du modèle:
model_evaluation(y_test, y_pred_GNBC)
Confusion matrix
Score positive Score negative
Actual positive 261 3
Actual negative 4 132
Accuracy 0.98
Positive Negative
Num case 264 136
Precision 0.98 0.98
Recall 0.99 0.97
F1 0.99 0.97
precision recall f1-score support
0 0.98 0.99 0.99 264
1 0.98 0.97 0.97 136
accuracy 0.98 400
macro avg 0.98 0.98 0.98 400
weighted avg 0.98 0.98 0.98 400
svc_disp = RocCurveDisplay.from_estimator(naiveBayesclassifier, X_test, y_test)
# Importing the libraries
import pandas as pd
import tensorflow as tf
from tensorflow.keras.models import Sequential
from tensorflow.keras.layers import Dense
from keras.models import Sequential
from keras.layers import Dense
# Initialising the ANN
ANNClassifier = Sequential()
# Adding the input layer and the first hidden layer kernel_constraint=maxnorm(3)
ANNClassifier.add(Dense(units = 8, kernel_initializer = 'uniform', activation = 'relu', input_dim = 8))
# Adding the second hidden layer
ANNClassifier.add(Dense(units = 6, kernel_initializer = 'uniform', activation = 'relu'))
# Adding the output layer
ANNClassifier.add(Dense(units = 1, kernel_initializer = 'uniform', activation = 'sigmoid'))
# Compiling the ANN
ANNClassifier.compile(optimizer = 'adam', loss = 'binary_crossentropy', metrics = ['accuracy'])
# Fitting the ANN to the Training set
print(X_train[:,2])
print(y_train)
ANNClassifier.fit(X_train, y_train, batch_size = 10, epochs = 100)
[ 0.56728839 -0.18493205 -0.7759624 ... 0.02998807 0.2449082
-0.50731224]
333 0
721 0
1352 0
1680 1
156 0
..
1558 0
1608 1
493 1
527 0
1192 0
Name: Outcome, Length: 1600, dtype: int64
Epoch 1/100
122/160 [=====================>........] - ETA: 0s - loss: 0.6781 - accuracy: 0.6574
2023-11-26 11:36:29.103586: W tensorflow/tsl/platform/profile_utils/cpu_utils.cc:128] Failed to get CPU frequency: 0 Hz
160/160 [==============================] - 0s 411us/step - loss: 0.6685 - accuracy: 0.6625 Epoch 2/100 160/160 [==============================] - 0s 348us/step - loss: 0.5510 - accuracy: 0.7550 Epoch 3/100 160/160 [==============================] - 0s 348us/step - loss: 0.4886 - accuracy: 0.7581 Epoch 4/100 160/160 [==============================] - 0s 351us/step - loss: 0.4775 - accuracy: 0.7613 Epoch 5/100 160/160 [==============================] - 0s 340us/step - loss: 0.4740 - accuracy: 0.7625 Epoch 6/100 160/160 [==============================] - 0s 332us/step - loss: 0.4712 - accuracy: 0.7650 Epoch 7/100 160/160 [==============================] - 0s 339us/step - loss: 0.4703 - accuracy: 0.7619 Epoch 8/100 160/160 [==============================] - 0s 340us/step - loss: 0.4687 - accuracy: 0.7613 Epoch 9/100 160/160 [==============================] - 0s 333us/step - loss: 0.4682 - accuracy: 0.7619 Epoch 10/100 160/160 [==============================] - 0s 335us/step - loss: 0.4678 - accuracy: 0.7650 Epoch 11/100 160/160 [==============================] - 0s 331us/step - loss: 0.4664 - accuracy: 0.7681 Epoch 12/100 160/160 [==============================] - 0s 348us/step - loss: 0.4654 - accuracy: 0.7631 Epoch 13/100 160/160 [==============================] - 0s 335us/step - loss: 0.4646 - accuracy: 0.7644 Epoch 14/100 160/160 [==============================] - 0s 334us/step - loss: 0.4641 - accuracy: 0.7694 Epoch 15/100 160/160 [==============================] - 0s 336us/step - loss: 0.4629 - accuracy: 0.7663 Epoch 16/100 160/160 [==============================] - 0s 339us/step - loss: 0.4623 - accuracy: 0.7756 Epoch 17/100 160/160 [==============================] - 0s 340us/step - loss: 0.4611 - accuracy: 0.7731 Epoch 18/100 160/160 [==============================] - 0s 334us/step - loss: 0.4609 - accuracy: 0.7706 Epoch 19/100 160/160 [==============================] - 0s 353us/step - loss: 0.4595 - accuracy: 0.7725 Epoch 20/100 160/160 [==============================] - 0s 341us/step - loss: 0.4587 - accuracy: 0.7794 Epoch 21/100 160/160 [==============================] - 0s 336us/step - loss: 0.4574 - accuracy: 0.7788 Epoch 22/100 160/160 [==============================] - 0s 334us/step - loss: 0.4566 - accuracy: 0.7794 Epoch 23/100 160/160 [==============================] - 0s 342us/step - loss: 0.4553 - accuracy: 0.7825 Epoch 24/100 160/160 [==============================] - 0s 337us/step - loss: 0.4548 - accuracy: 0.7812 Epoch 25/100 160/160 [==============================] - 0s 346us/step - loss: 0.4535 - accuracy: 0.7819 Epoch 26/100 160/160 [==============================] - 0s 359us/step - loss: 0.4527 - accuracy: 0.7788 Epoch 27/100 160/160 [==============================] - 0s 357us/step - loss: 0.4514 - accuracy: 0.7850 Epoch 28/100 160/160 [==============================] - 0s 342us/step - loss: 0.4501 - accuracy: 0.7794 Epoch 29/100 160/160 [==============================] - 0s 339us/step - loss: 0.4490 - accuracy: 0.7825 Epoch 30/100 160/160 [==============================] - 0s 338us/step - loss: 0.4483 - accuracy: 0.7806 Epoch 31/100 160/160 [==============================] - 0s 346us/step - loss: 0.4479 - accuracy: 0.7831 Epoch 32/100 160/160 [==============================] - 0s 340us/step - loss: 0.4468 - accuracy: 0.7800 Epoch 33/100 160/160 [==============================] - 0s 344us/step - loss: 0.4452 - accuracy: 0.7831 Epoch 34/100 160/160 [==============================] - 0s 342us/step - loss: 0.4455 - accuracy: 0.7856 Epoch 35/100 160/160 [==============================] - 0s 334us/step - loss: 0.4437 - accuracy: 0.7831 Epoch 36/100 160/160 [==============================] - 0s 340us/step - loss: 0.4428 - accuracy: 0.7831 Epoch 37/100 160/160 [==============================] - 0s 339us/step - loss: 0.4423 - accuracy: 0.7869 Epoch 38/100 160/160 [==============================] - 0s 352us/step - loss: 0.4416 - accuracy: 0.7875 Epoch 39/100 160/160 [==============================] - 0s 348us/step - loss: 0.4406 - accuracy: 0.7875 Epoch 40/100 160/160 [==============================] - 0s 340us/step - loss: 0.4402 - accuracy: 0.7862 Epoch 41/100 160/160 [==============================] - 0s 360us/step - loss: 0.4390 - accuracy: 0.7862 Epoch 42/100 160/160 [==============================] - 0s 352us/step - loss: 0.4388 - accuracy: 0.7825 Epoch 43/100 160/160 [==============================] - 0s 340us/step - loss: 0.4382 - accuracy: 0.7906 Epoch 44/100 160/160 [==============================] - 0s 349us/step - loss: 0.4364 - accuracy: 0.7912 Epoch 45/100 160/160 [==============================] - 0s 339us/step - loss: 0.4362 - accuracy: 0.7906 Epoch 46/100 160/160 [==============================] - 0s 344us/step - loss: 0.4381 - accuracy: 0.7881 Epoch 47/100 160/160 [==============================] - 0s 410us/step - loss: 0.4357 - accuracy: 0.7894 Epoch 48/100 160/160 [==============================] - 0s 337us/step - loss: 0.4359 - accuracy: 0.7919 Epoch 49/100 160/160 [==============================] - 0s 338us/step - loss: 0.4346 - accuracy: 0.7931 Epoch 50/100 160/160 [==============================] - 0s 314us/step - loss: 0.4345 - accuracy: 0.7894 Epoch 51/100 160/160 [==============================] - 0s 329us/step - loss: 0.4346 - accuracy: 0.7862 Epoch 52/100 160/160 [==============================] - 0s 336us/step - loss: 0.4341 - accuracy: 0.7962 Epoch 53/100 160/160 [==============================] - 0s 333us/step - loss: 0.4335 - accuracy: 0.7906 Epoch 54/100 160/160 [==============================] - 0s 342us/step - loss: 0.4342 - accuracy: 0.7944 Epoch 55/100 160/160 [==============================] - 0s 337us/step - loss: 0.4337 - accuracy: 0.7931 Epoch 56/100 160/160 [==============================] - 0s 331us/step - loss: 0.4329 - accuracy: 0.7931 Epoch 57/100 160/160 [==============================] - 0s 335us/step - loss: 0.4324 - accuracy: 0.7944 Epoch 58/100 160/160 [==============================] - 0s 330us/step - loss: 0.4313 - accuracy: 0.8012 Epoch 59/100 160/160 [==============================] - 0s 336us/step - loss: 0.4310 - accuracy: 0.7950 Epoch 60/100 160/160 [==============================] - 0s 338us/step - loss: 0.4306 - accuracy: 0.7950 Epoch 61/100 160/160 [==============================] - 0s 332us/step - loss: 0.4302 - accuracy: 0.7956 Epoch 62/100 160/160 [==============================] - 0s 346us/step - loss: 0.4303 - accuracy: 0.7962 Epoch 63/100 160/160 [==============================] - 0s 348us/step - loss: 0.4287 - accuracy: 0.7969 Epoch 64/100 160/160 [==============================] - 0s 330us/step - loss: 0.4290 - accuracy: 0.8000 Epoch 65/100 160/160 [==============================] - 0s 333us/step - loss: 0.4281 - accuracy: 0.8019 Epoch 66/100 160/160 [==============================] - 0s 332us/step - loss: 0.4275 - accuracy: 0.8000 Epoch 67/100 160/160 [==============================] - 0s 335us/step - loss: 0.4276 - accuracy: 0.8012 Epoch 68/100 160/160 [==============================] - 0s 337us/step - loss: 0.4272 - accuracy: 0.7981 Epoch 69/100 160/160 [==============================] - 0s 334us/step - loss: 0.4258 - accuracy: 0.8025 Epoch 70/100 160/160 [==============================] - 0s 335us/step - loss: 0.4260 - accuracy: 0.8044 Epoch 71/100 160/160 [==============================] - 0s 331us/step - loss: 0.4255 - accuracy: 0.8031 Epoch 72/100 160/160 [==============================] - 0s 339us/step - loss: 0.4246 - accuracy: 0.8031 Epoch 73/100 160/160 [==============================] - 0s 332us/step - loss: 0.4256 - accuracy: 0.8044 Epoch 74/100 160/160 [==============================] - 0s 327us/step - loss: 0.4244 - accuracy: 0.8031 Epoch 75/100 160/160 [==============================] - 0s 340us/step - loss: 0.4244 - accuracy: 0.8044 Epoch 76/100 160/160 [==============================] - 0s 333us/step - loss: 0.4240 - accuracy: 0.7994 Epoch 77/100 160/160 [==============================] - 0s 335us/step - loss: 0.4239 - accuracy: 0.8031 Epoch 78/100 160/160 [==============================] - 0s 339us/step - loss: 0.4228 - accuracy: 0.8000 Epoch 79/100 160/160 [==============================] - 0s 325us/step - loss: 0.4229 - accuracy: 0.8050 Epoch 80/100 160/160 [==============================] - 0s 334us/step - loss: 0.4223 - accuracy: 0.8019 Epoch 81/100 160/160 [==============================] - 0s 328us/step - loss: 0.4224 - accuracy: 0.8075 Epoch 82/100 160/160 [==============================] - 0s 329us/step - loss: 0.4229 - accuracy: 0.8012 Epoch 83/100 160/160 [==============================] - 0s 335us/step - loss: 0.4218 - accuracy: 0.8012 Epoch 84/100 160/160 [==============================] - 0s 315us/step - loss: 0.4221 - accuracy: 0.8044 Epoch 85/100 160/160 [==============================] - 0s 324us/step - loss: 0.4215 - accuracy: 0.8056 Epoch 86/100 160/160 [==============================] - 0s 331us/step - loss: 0.4208 - accuracy: 0.8044 Epoch 87/100 160/160 [==============================] - 0s 327us/step - loss: 0.4207 - accuracy: 0.8050 Epoch 88/100 160/160 [==============================] - 0s 321us/step - loss: 0.4217 - accuracy: 0.8019 Epoch 89/100 160/160 [==============================] - 0s 335us/step - loss: 0.4212 - accuracy: 0.8037 Epoch 90/100 160/160 [==============================] - 0s 331us/step - loss: 0.4197 - accuracy: 0.7981 Epoch 91/100 160/160 [==============================] - 0s 332us/step - loss: 0.4205 - accuracy: 0.8037 Epoch 92/100 160/160 [==============================] - 0s 341us/step - loss: 0.4203 - accuracy: 0.8100 Epoch 93/100 160/160 [==============================] - 0s 328us/step - loss: 0.4199 - accuracy: 0.8044 Epoch 94/100 160/160 [==============================] - 0s 329us/step - loss: 0.4202 - accuracy: 0.8000 Epoch 95/100 160/160 [==============================] - 0s 326us/step - loss: 0.4186 - accuracy: 0.8019 Epoch 96/100 160/160 [==============================] - 0s 330us/step - loss: 0.4190 - accuracy: 0.8087 Epoch 97/100 160/160 [==============================] - 0s 330us/step - loss: 0.4192 - accuracy: 0.8006 Epoch 98/100 160/160 [==============================] - 0s 328us/step - loss: 0.4192 - accuracy: 0.8050 Epoch 99/100 160/160 [==============================] - 0s 329us/step - loss: 0.4184 - accuracy: 0.8087 Epoch 100/100 160/160 [==============================] - 0s 329us/step - loss: 0.4190 - accuracy: 0.8031
<keras.callbacks.History at 0x28c2784d0>
# evaluate accuracie model
scores = ANNClassifier.evaluate(X_test, y_test)
print("%s: %.2f%%" % (ANNClassifier.metrics_names[1], scores[1]*100))
13/13 [==============================] - 0s 483us/step - loss: 0.3804 - accuracy: 0.8600 accuracy: 86.00%
# Predicting the Test set results
y_predANNC = ANNClassifier.predict(X_test)
y_predANNC = (y_predANNC > 0.5)
13/13 [==============================] - 0s 418us/step
# Evaluation du modèle:
model_evaluation(y_test, y_predANNC)
Confusion matrix
Score positive Score negative
Actual positive 240 24
Actual negative 32 104
Accuracy 0.86
Positive Negative
Num case 264 136
Precision 0.88 0.81
Recall 0.91 0.76
F1 0.90 0.79
precision recall f1-score support
0 0.88 0.91 0.90 264
1 0.81 0.76 0.79 136
accuracy 0.86 400
macro avg 0.85 0.84 0.84 400
weighted avg 0.86 0.86 0.86 400
from sklearn.model_selection import cross_val_score
from keras.wrappers.scikit_learn import KerasClassifier
from sklearn.model_selection import StratifiedKFold
from sklearn.pipeline import Pipeline
from keras.layers import Dropout
from keras.constraints import maxnorm
from keras.optimizers import SGD
from keras.constraints import unit_norm
def createModel():
# Initialising the ANN
ANNDropoutVisibeClassifier = Sequential()
ANNDropoutVisibeClassifier.add(Dropout(0.2, input_shape=(8,)))
# Adding the input layer and the first hidden layer
ANNDropoutVisibeClassifier.add(Dense(units = 8, kernel_initializer = 'uniform', activation = 'relu'))
# Adding the second hidden layer
ANNDropoutVisibeClassifier.add(Dense(units = 6, kernel_initializer = 'uniform', activation = 'relu'))
# Adding the output layer
ANNDropoutVisibeClassifier.add(Dense(units = 1, kernel_initializer = 'uniform', activation = 'sigmoid'))
# Compiling tANNDropoutVisibeClassifierhe ANN
optimisateur = SGD(lr=0.1, momentum=0.9, decay=0.0, nesterov=False)
ANNDropoutVisibeClassifier.compile(optimizer = optimisateur, loss = 'binary_crossentropy', metrics = ['accuracy'])
return ANNDropoutVisibeClassifier
estimators = []
estimators.append(('mlp', KerasClassifier(build_fn=createModel, nb_epoch=100, batch_size=10)))
pipeline = Pipeline(estimators)
validationCroise = StratifiedKFold(n_splits=10, shuffle=True, random_state=7)
resultDropoutVisibe = cross_val_score(pipeline, X_train, y_train, cv=validationCroise)
144/144 [==============================] - 0s 396us/step - loss: 0.6503 - accuracy: 0.6569 16/16 [==============================] - 0s 415us/step - loss: 0.6417 - accuracy: 0.6625 144/144 [==============================] - 0s 382us/step - loss: 0.6501 - accuracy: 0.6556 16/16 [==============================] - 0s 455us/step - loss: 0.6398 - accuracy: 0.6625 144/144 [==============================] - 0s 392us/step - loss: 0.6542 - accuracy: 0.6562 16/16 [==============================] - 0s 444us/step - loss: 0.6358 - accuracy: 0.6562 144/144 [==============================] - 0s 378us/step - loss: 0.6485 - accuracy: 0.6569 16/16 [==============================] - 0s 437us/step - loss: 0.6210 - accuracy: 0.6562 144/144 [==============================] - 0s 378us/step - loss: 0.6138 - accuracy: 0.6729 16/16 [==============================] - 0s 438us/step - loss: 0.5558 - accuracy: 0.6938 144/144 [==============================] - 0s 390us/step - loss: 0.6489 - accuracy: 0.6562 16/16 [==============================] - 0s 441us/step - loss: 0.6405 - accuracy: 0.6562 144/144 [==============================] - 0s 376us/step - loss: 0.6450 - accuracy: 0.6535 16/16 [==============================] - 0s 417us/step - loss: 0.5576 - accuracy: 0.7812 144/144 [==============================] - 0s 382us/step - loss: 0.6499 - accuracy: 0.6583 16/16 [==============================] - 0s 433us/step - loss: 0.6386 - accuracy: 0.6562 144/144 [==============================] - 0s 384us/step - loss: 0.6461 - accuracy: 0.6576 16/16 [==============================] - 0s 420us/step - loss: 0.6060 - accuracy: 0.6562 144/144 [==============================] - 0s 387us/step - loss: 0.6502 - accuracy: 0.6569 16/16 [==============================] - 0s 427us/step - loss: 0.6140 - accuracy: 0.6625
# evaluate accuracie model
print(resultDropoutVisibe)
print("Accuracie: %.2f%% (%.2f%%)" % (resultDropoutVisibe.mean()*100, resultDropoutVisibe.std()*100))
[0.66250002 0.66250002 0.65625 0.65625 0.69375002 0.65625 0.78125 0.65625 0.65625 0.66250002] Accuracie: 67.44% (3.72%)
resultDropoutVisibeScores = pd.DataFrame(resultDropoutVisibe, index = range(1, 11))
print(resultDropoutVisibeScores)
0 1 0.66250 2 0.66250 3 0.65625 4 0.65625 5 0.69375 6 0.65625 7 0.78125 8 0.65625 9 0.65625 10 0.66250
resultDropoutVisibeScores.mean()
0 0.674375 dtype: float64
def createModel():
# Initialising the ANN
ANNDropoutHiddenClassifier = Sequential()
# Adding the input layer and the first hidden layer
ANNDropoutHiddenClassifier.add(Dense(units = 8, kernel_initializer = 'uniform', activation = 'relu', input_dim = 8))
# Adding the second hidden layer
ANNDropoutHiddenClassifier.add(Dropout(0.2))
ANNDropoutHiddenClassifier.add(Dense(units = 6, kernel_initializer = 'uniform', activation = 'relu'))
# Adding the output layer
ANNDropoutHiddenClassifier.add(Dropout(0.2))
ANNDropoutHiddenClassifier.add(Dense(units = 1, kernel_initializer = 'uniform', activation = 'sigmoid'))
# Compiling the ANN
optimisateur = SGD(lr=0.1, momentum=0.9, decay=0.0, nesterov=False)
ANNDropoutHiddenClassifier.compile(optimizer = optimisateur, loss = 'binary_crossentropy', metrics = ['accuracy'])
return ANNDropoutHiddenClassifier
estimators = []
estimators.append(('mlp', KerasClassifier(build_fn=createModel, nb_epoch=100, batch_size=10)))
pipeline = Pipeline(estimators)
validationCroise = StratifiedKFold(n_splits=10, shuffle=True, random_state=7)
resultDropoutHidden = cross_val_score(pipeline, X_train, y_train, cv=validationCroise)
144/144 [==============================] - 0s 388us/step - loss: 0.6549 - accuracy: 0.6576 16/16 [==============================] - 0s 465us/step - loss: 0.6399 - accuracy: 0.6625 144/144 [==============================] - 0s 384us/step - loss: 0.6536 - accuracy: 0.6535 16/16 [==============================] - 0s 424us/step - loss: 0.6230 - accuracy: 0.6625 144/144 [==============================] - 0s 389us/step - loss: 0.6478 - accuracy: 0.6569 16/16 [==============================] - 0s 394us/step - loss: 0.6372 - accuracy: 0.6562 144/144 [==============================] - 0s 385us/step - loss: 0.6514 - accuracy: 0.6556 16/16 [==============================] - 0s 433us/step - loss: 0.6402 - accuracy: 0.6562 144/144 [==============================] - 0s 390us/step - loss: 0.6504 - accuracy: 0.6535 16/16 [==============================] - 0s 422us/step - loss: 0.6447 - accuracy: 0.6562 144/144 [==============================] - 0s 387us/step - loss: 0.6523 - accuracy: 0.6576 16/16 [==============================] - 0s 425us/step - loss: 0.6476 - accuracy: 0.6562 144/144 [==============================] - 0s 393us/step - loss: 0.6507 - accuracy: 0.6569 16/16 [==============================] - 0s 481us/step - loss: 0.6304 - accuracy: 0.6562 144/144 [==============================] - 0s 395us/step - loss: 0.6489 - accuracy: 0.6576 16/16 [==============================] - 0s 429us/step - loss: 0.6475 - accuracy: 0.6562 144/144 [==============================] - 0s 390us/step - loss: 0.6445 - accuracy: 0.6562 16/16 [==============================] - 0s 444us/step - loss: 0.6383 - accuracy: 0.6562 144/144 [==============================] - 0s 387us/step - loss: 0.6426 - accuracy: 0.6569 16/16 [==============================] - 0s 426us/step - loss: 0.5841 - accuracy: 0.7125
# evaluate accuracie model
print("Accuracie: %.2f%% (%.2f%%)" % (resultDropoutHidden.mean()*100, resultDropoutHidden.std()*100))
Accuracie: 66.31% (1.66%)
resultDropoutHiddenScores = pd.DataFrame(resultDropoutHidden, index = range(1, 11))
print(resultDropoutHiddenScores)
0 1 0.66250 2 0.66250 3 0.65625 4 0.65625 5 0.65625 6 0.65625 7 0.65625 8 0.65625 9 0.65625 10 0.71250
resultDropoutHiddenScores.mean()
0 0.663125 dtype: float64
Dropout Regularization to reduce overfitting if needed
from keras.wrappers.scikit_learn import KerasClassifier
from sklearn.model_selection import GridSearchCV
def buildClassifier(optimizer):
ANNClassifier = Sequential()
ANNClassifier.add(Dense(units = 8, kernel_initializer = 'uniform', activation = 'relu', input_dim = 8))
ANNClassifier.add(Dense(units = 6, kernel_initializer = 'uniform', activation = 'relu'))
ANNClassifier.add(Dense(units = 1, kernel_initializer = 'uniform', activation = 'sigmoid'))
ANNClassifier.compile(optimizer = optimizer, loss = 'binary_crossentropy', metrics = ['accuracy'])
return ANNClassifier
classifier = KerasClassifier(build_fn = buildClassifier)
parameters = {'batch_size': [25, 32],
'epochs': [100, 500],
'optimizer': ['adam', 'rmsprop']}
gridANNClassifier = GridSearchCV(estimator = classifier,
param_grid = parameters,
scoring = 'accuracy',
cv = 10)
gridANNClassifier = gridANNClassifier.fit(X_train, y_train)
Epoch 1/100 58/58 [==============================] - 0s 499us/step - loss: 0.6877 - accuracy: 0.6528 Epoch 2/100 58/58 [==============================] - 0s 439us/step - loss: 0.6568 - accuracy: 0.6590 Epoch 3/100 58/58 [==============================] - 0s 552us/step - loss: 0.5841 - accuracy: 0.6590 Epoch 4/100 58/58 [==============================] - 0s 372us/step - loss: 0.5254 - accuracy: 0.7174 Epoch 5/100 58/58 [==============================] - 0s 385us/step - loss: 0.5018 - accuracy: 0.7701 Epoch 6/100 58/58 [==============================] - 0s 390us/step - loss: 0.4895 - accuracy: 0.7722 Epoch 7/100 58/58 [==============================] - 0s 374us/step - loss: 0.4801 - accuracy: 0.7764 Epoch 8/100 58/58 [==============================] - 0s 374us/step - loss: 0.4742 - accuracy: 0.7792 Epoch 9/100 58/58 [==============================] - 0s 395us/step - loss: 0.4711 - accuracy: 0.7778 Epoch 10/100 58/58 [==============================] - 0s 399us/step - loss: 0.4684 - accuracy: 0.7785 Epoch 11/100 58/58 [==============================] - 0s 384us/step - loss: 0.4671 - accuracy: 0.7743 Epoch 12/100 58/58 [==============================] - 0s 365us/step - loss: 0.4659 - accuracy: 0.7778 Epoch 13/100 58/58 [==============================] - 0s 390us/step - loss: 0.4648 - accuracy: 0.7806 Epoch 14/100 58/58 [==============================] - 0s 394us/step - loss: 0.4642 - accuracy: 0.7750 Epoch 15/100 58/58 [==============================] - 0s 424us/step - loss: 0.4634 - accuracy: 0.7778 Epoch 16/100 58/58 [==============================] - 0s 385us/step - loss: 0.4627 - accuracy: 0.7792 Epoch 17/100 58/58 [==============================] - 0s 353us/step - loss: 0.4624 - accuracy: 0.7778 Epoch 18/100 58/58 [==============================] - 0s 404us/step - loss: 0.4619 - accuracy: 0.7799 Epoch 19/100 58/58 [==============================] - 0s 375us/step - loss: 0.4614 - accuracy: 0.7792 Epoch 20/100 58/58 [==============================] - 0s 402us/step - loss: 0.4611 - accuracy: 0.7812 Epoch 21/100 58/58 [==============================] - 0s 398us/step - loss: 0.4606 - accuracy: 0.7771 Epoch 22/100 58/58 [==============================] - 0s 402us/step - loss: 0.4598 - accuracy: 0.7819 Epoch 23/100 58/58 [==============================] - 0s 394us/step - loss: 0.4596 - accuracy: 0.7812 Epoch 24/100 58/58 [==============================] - 0s 387us/step - loss: 0.4589 - accuracy: 0.7812 Epoch 25/100 58/58 [==============================] - 0s 397us/step - loss: 0.4594 - accuracy: 0.7819 Epoch 26/100 58/58 [==============================] - 0s 407us/step - loss: 0.4586 - accuracy: 0.7792 Epoch 27/100 58/58 [==============================] - 0s 409us/step - loss: 0.4588 - accuracy: 0.7819 Epoch 28/100 58/58 [==============================] - 0s 395us/step - loss: 0.4584 - accuracy: 0.7806 Epoch 29/100 58/58 [==============================] - 0s 433us/step - loss: 0.4578 - accuracy: 0.7792 Epoch 30/100 58/58 [==============================] - 0s 383us/step - loss: 0.4581 - accuracy: 0.7785 Epoch 31/100 58/58 [==============================] - 0s 406us/step - loss: 0.4572 - accuracy: 0.7812 Epoch 32/100 58/58 [==============================] - 0s 409us/step - loss: 0.4570 - accuracy: 0.7812 Epoch 33/100 58/58 [==============================] - 0s 377us/step - loss: 0.4566 - accuracy: 0.7799 Epoch 34/100 58/58 [==============================] - 0s 384us/step - loss: 0.4566 - accuracy: 0.7799 Epoch 35/100 58/58 [==============================] - 0s 416us/step - loss: 0.4563 - accuracy: 0.7799 Epoch 36/100 58/58 [==============================] - 0s 388us/step - loss: 0.4552 - accuracy: 0.7812 Epoch 37/100 58/58 [==============================] - 0s 413us/step - loss: 0.4552 - accuracy: 0.7826 Epoch 38/100 58/58 [==============================] - 0s 395us/step - loss: 0.4544 - accuracy: 0.7799 Epoch 39/100 58/58 [==============================] - 0s 366us/step - loss: 0.4543 - accuracy: 0.7819 Epoch 40/100 58/58 [==============================] - 0s 378us/step - loss: 0.4536 - accuracy: 0.7799 Epoch 41/100 58/58 [==============================] - 0s 404us/step - loss: 0.4533 - accuracy: 0.7792 Epoch 42/100 58/58 [==============================] - 0s 394us/step - loss: 0.4533 - accuracy: 0.7806 Epoch 43/100 58/58 [==============================] - 0s 403us/step - loss: 0.4527 - accuracy: 0.7819 Epoch 44/100 58/58 [==============================] - 0s 399us/step - loss: 0.4525 - accuracy: 0.7854 Epoch 45/100 58/58 [==============================] - 0s 394us/step - loss: 0.4521 - accuracy: 0.7806 Epoch 46/100 58/58 [==============================] - 0s 376us/step - loss: 0.4517 - accuracy: 0.7840 Epoch 47/100 58/58 [==============================] - 0s 364us/step - loss: 0.4515 - accuracy: 0.7806 Epoch 48/100 58/58 [==============================] - 0s 411us/step - loss: 0.4508 - accuracy: 0.7847 Epoch 49/100 58/58 [==============================] - 0s 375us/step - loss: 0.4505 - accuracy: 0.7819 Epoch 50/100 58/58 [==============================] - 0s 388us/step - loss: 0.4505 - accuracy: 0.7819 Epoch 51/100 58/58 [==============================] - 0s 388us/step - loss: 0.4495 - accuracy: 0.7875 Epoch 52/100 58/58 [==============================] - 0s 399us/step - loss: 0.4497 - accuracy: 0.7840 Epoch 53/100 58/58 [==============================] - 0s 377us/step - loss: 0.4490 - accuracy: 0.7854 Epoch 54/100 58/58 [==============================] - 0s 375us/step - loss: 0.4484 - accuracy: 0.7861 Epoch 55/100 58/58 [==============================] - 0s 368us/step - loss: 0.4479 - accuracy: 0.7861 Epoch 56/100 58/58 [==============================] - 0s 376us/step - loss: 0.4481 - accuracy: 0.7854 Epoch 57/100 58/58 [==============================] - 0s 381us/step - loss: 0.4474 - accuracy: 0.7847 Epoch 58/100 58/58 [==============================] - 0s 380us/step - loss: 0.4473 - accuracy: 0.7840 Epoch 59/100 58/58 [==============================] - 0s 368us/step - loss: 0.4463 - accuracy: 0.7854 Epoch 60/100 58/58 [==============================] - 0s 373us/step - loss: 0.4467 - accuracy: 0.7819 Epoch 61/100 58/58 [==============================] - 0s 393us/step - loss: 0.4457 - accuracy: 0.7819 Epoch 62/100 58/58 [==============================] - 0s 368us/step - loss: 0.4454 - accuracy: 0.7875 Epoch 63/100 58/58 [==============================] - 0s 375us/step - loss: 0.4452 - accuracy: 0.7861 Epoch 64/100 58/58 [==============================] - 0s 383us/step - loss: 0.4454 - accuracy: 0.7840 Epoch 65/100 58/58 [==============================] - 0s 364us/step - loss: 0.4443 - accuracy: 0.7847 Epoch 66/100 58/58 [==============================] - 0s 355us/step - loss: 0.4442 - accuracy: 0.7833 Epoch 67/100 58/58 [==============================] - 0s 364us/step - loss: 0.4443 - accuracy: 0.7826 Epoch 68/100 58/58 [==============================] - 0s 379us/step - loss: 0.4436 - accuracy: 0.7812 Epoch 69/100 58/58 [==============================] - 0s 355us/step - loss: 0.4429 - accuracy: 0.7819 Epoch 70/100 58/58 [==============================] - 0s 381us/step - loss: 0.4430 - accuracy: 0.7826 Epoch 71/100 58/58 [==============================] - 0s 391us/step - loss: 0.4430 - accuracy: 0.7868 Epoch 72/100 58/58 [==============================] - 0s 383us/step - loss: 0.4424 - accuracy: 0.7854 Epoch 73/100 58/58 [==============================] - 0s 364us/step - loss: 0.4419 - accuracy: 0.7882 Epoch 74/100 58/58 [==============================] - 0s 376us/step - loss: 0.4414 - accuracy: 0.7868 Epoch 75/100 58/58 [==============================] - 0s 389us/step - loss: 0.4419 - accuracy: 0.7903 Epoch 76/100 58/58 [==============================] - 0s 362us/step - loss: 0.4412 - accuracy: 0.7847 Epoch 77/100 58/58 [==============================] - 0s 349us/step - loss: 0.4405 - accuracy: 0.7903 Epoch 78/100 58/58 [==============================] - 0s 380us/step - loss: 0.4398 - accuracy: 0.7917 Epoch 79/100 58/58 [==============================] - 0s 373us/step - loss: 0.4401 - accuracy: 0.7861 Epoch 80/100 58/58 [==============================] - 0s 362us/step - loss: 0.4400 - accuracy: 0.7868 Epoch 81/100 58/58 [==============================] - 0s 378us/step - loss: 0.4389 - accuracy: 0.7917 Epoch 82/100 58/58 [==============================] - 0s 394us/step - loss: 0.4386 - accuracy: 0.7937 Epoch 83/100 58/58 [==============================] - 0s 360us/step - loss: 0.4385 - accuracy: 0.7861 Epoch 84/100 58/58 [==============================] - 0s 382us/step - loss: 0.4379 - accuracy: 0.7924 Epoch 85/100 58/58 [==============================] - 0s 381us/step - loss: 0.4374 - accuracy: 0.7931 Epoch 86/100 58/58 [==============================] - 0s 404us/step - loss: 0.4372 - accuracy: 0.7924 Epoch 87/100 58/58 [==============================] - 0s 365us/step - loss: 0.4370 - accuracy: 0.7965 Epoch 88/100 58/58 [==============================] - 0s 366us/step - loss: 0.4366 - accuracy: 0.7903 Epoch 89/100 58/58 [==============================] - 0s 372us/step - loss: 0.4369 - accuracy: 0.7944 Epoch 90/100 58/58 [==============================] - 0s 374us/step - loss: 0.4362 - accuracy: 0.7965 Epoch 91/100 58/58 [==============================] - 0s 356us/step - loss: 0.4367 - accuracy: 0.7882 Epoch 92/100 58/58 [==============================] - 0s 361us/step - loss: 0.4354 - accuracy: 0.7951 Epoch 93/100 58/58 [==============================] - 0s 372us/step - loss: 0.4353 - accuracy: 0.7944 Epoch 94/100 58/58 [==============================] - 0s 369us/step - loss: 0.4349 - accuracy: 0.7903 Epoch 95/100 58/58 [==============================] - 0s 347us/step - loss: 0.4346 - accuracy: 0.7917 Epoch 96/100 58/58 [==============================] - 0s 360us/step - loss: 0.4341 - accuracy: 0.8021 Epoch 97/100 58/58 [==============================] - 0s 368us/step - loss: 0.4341 - accuracy: 0.7924 Epoch 98/100 58/58 [==============================] - 0s 378us/step - loss: 0.4335 - accuracy: 0.7972 Epoch 99/100 58/58 [==============================] - 0s 371us/step - loss: 0.4329 - accuracy: 0.7931 Epoch 100/100 58/58 [==============================] - 0s 357us/step - loss: 0.4323 - accuracy: 0.7931 5/5 [==============================] - 0s 485us/step Epoch 1/100 58/58 [==============================] - 0s 474us/step - loss: 0.6882 - accuracy: 0.6556 Epoch 2/100 58/58 [==============================] - 0s 415us/step - loss: 0.6687 - accuracy: 0.6604 Epoch 3/100 58/58 [==============================] - 0s 379us/step - loss: 0.6167 - accuracy: 0.6604 Epoch 4/100 58/58 [==============================] - 0s 373us/step - loss: 0.5469 - accuracy: 0.6993 Epoch 5/100 58/58 [==============================] - 0s 362us/step - loss: 0.5021 - accuracy: 0.7674 Epoch 6/100 58/58 [==============================] - 0s 367us/step - loss: 0.4805 - accuracy: 0.7750 Epoch 7/100 58/58 [==============================] - 0s 357us/step - loss: 0.4714 - accuracy: 0.7681 Epoch 8/100 58/58 [==============================] - 0s 388us/step - loss: 0.4677 - accuracy: 0.7674 Epoch 9/100 58/58 [==============================] - 0s 392us/step - loss: 0.4652 - accuracy: 0.7694 Epoch 10/100 58/58 [==============================] - 0s 385us/step - loss: 0.4644 - accuracy: 0.7632 Epoch 11/100 58/58 [==============================] - 0s 383us/step - loss: 0.4632 - accuracy: 0.7597 Epoch 12/100 58/58 [==============================] - 0s 365us/step - loss: 0.4616 - accuracy: 0.7604 Epoch 13/100 58/58 [==============================] - 0s 375us/step - loss: 0.4603 - accuracy: 0.7625 Epoch 14/100 58/58 [==============================] - 0s 360us/step - loss: 0.4595 - accuracy: 0.7660 Epoch 15/100 58/58 [==============================] - 0s 374us/step - loss: 0.4589 - accuracy: 0.7653 Epoch 16/100 58/58 [==============================] - 0s 362us/step - loss: 0.4577 - accuracy: 0.7688 Epoch 17/100 58/58 [==============================] - 0s 366us/step - loss: 0.4568 - accuracy: 0.7639 Epoch 18/100 58/58 [==============================] - 0s 360us/step - loss: 0.4566 - accuracy: 0.7653 Epoch 19/100 58/58 [==============================] - 0s 365us/step - loss: 0.4558 - accuracy: 0.7632 Epoch 20/100 58/58 [==============================] - 0s 366us/step - loss: 0.4549 - accuracy: 0.7667 Epoch 21/100 58/58 [==============================] - 0s 371us/step - loss: 0.4538 - accuracy: 0.7646 Epoch 22/100 58/58 [==============================] - 0s 360us/step - loss: 0.4533 - accuracy: 0.7688 Epoch 23/100 58/58 [==============================] - 0s 352us/step - loss: 0.4526 - accuracy: 0.7667 Epoch 24/100 58/58 [==============================] - 0s 372us/step - loss: 0.4514 - accuracy: 0.7660 Epoch 25/100 58/58 [==============================] - 0s 374us/step - loss: 0.4509 - accuracy: 0.7597 Epoch 26/100 58/58 [==============================] - 0s 362us/step - loss: 0.4496 - accuracy: 0.7653 Epoch 27/100 58/58 [==============================] - 0s 377us/step - loss: 0.4487 - accuracy: 0.7625 Epoch 28/100 58/58 [==============================] - 0s 362us/step - loss: 0.4480 - accuracy: 0.7688 Epoch 29/100 58/58 [==============================] - 0s 521us/step - loss: 0.4472 - accuracy: 0.7674 Epoch 30/100 58/58 [==============================] - 0s 357us/step - loss: 0.4469 - accuracy: 0.7688 Epoch 31/100 58/58 [==============================] - 0s 372us/step - loss: 0.4466 - accuracy: 0.7708 Epoch 32/100 58/58 [==============================] - 0s 383us/step - loss: 0.4457 - accuracy: 0.7708 Epoch 33/100 58/58 [==============================] - 0s 359us/step - loss: 0.4449 - accuracy: 0.7674 Epoch 34/100 58/58 [==============================] - 0s 363us/step - loss: 0.4444 - accuracy: 0.7722 Epoch 35/100 58/58 [==============================] - 0s 354us/step - loss: 0.4433 - accuracy: 0.7701 Epoch 36/100 58/58 [==============================] - 0s 368us/step - loss: 0.4429 - accuracy: 0.7715 Epoch 37/100 58/58 [==============================] - 0s 372us/step - loss: 0.4421 - accuracy: 0.7736 Epoch 38/100 58/58 [==============================] - 0s 371us/step - loss: 0.4417 - accuracy: 0.7722 Epoch 39/100 58/58 [==============================] - 0s 368us/step - loss: 0.4411 - accuracy: 0.7722 Epoch 40/100 58/58 [==============================] - 0s 361us/step - loss: 0.4409 - accuracy: 0.7771 Epoch 41/100 58/58 [==============================] - 0s 370us/step - loss: 0.4400 - accuracy: 0.7764 Epoch 42/100 58/58 [==============================] - 0s 365us/step - loss: 0.4399 - accuracy: 0.7792 Epoch 43/100 58/58 [==============================] - 0s 353us/step - loss: 0.4394 - accuracy: 0.7778 Epoch 44/100 58/58 [==============================] - 0s 374us/step - loss: 0.4391 - accuracy: 0.7785 Epoch 45/100 58/58 [==============================] - 0s 368us/step - loss: 0.4388 - accuracy: 0.7792 Epoch 46/100 58/58 [==============================] - 0s 370us/step - loss: 0.4382 - accuracy: 0.7792 Epoch 47/100 58/58 [==============================] - 0s 360us/step - loss: 0.4375 - accuracy: 0.7847 Epoch 48/100 58/58 [==============================] - 0s 369us/step - loss: 0.4367 - accuracy: 0.7826 Epoch 49/100 58/58 [==============================] - 0s 370us/step - loss: 0.4362 - accuracy: 0.7819 Epoch 50/100 58/58 [==============================] - 0s 370us/step - loss: 0.4354 - accuracy: 0.7826 Epoch 51/100 58/58 [==============================] - 0s 356us/step - loss: 0.4352 - accuracy: 0.7868 Epoch 52/100 58/58 [==============================] - 0s 376us/step - loss: 0.4346 - accuracy: 0.7882 Epoch 53/100 58/58 [==============================] - 0s 371us/step - loss: 0.4341 - accuracy: 0.7847 Epoch 54/100 58/58 [==============================] - 0s 370us/step - loss: 0.4338 - accuracy: 0.7868 Epoch 55/100 58/58 [==============================] - 0s 374us/step - loss: 0.4330 - accuracy: 0.7861 Epoch 56/100 58/58 [==============================] - 0s 356us/step - loss: 0.4323 - accuracy: 0.7868 Epoch 57/100 58/58 [==============================] - 0s 380us/step - loss: 0.4321 - accuracy: 0.7875 Epoch 58/100 58/58 [==============================] - 0s 372us/step - loss: 0.4316 - accuracy: 0.7868 Epoch 59/100 58/58 [==============================] - 0s 361us/step - loss: 0.4308 - accuracy: 0.7903 Epoch 60/100 58/58 [==============================] - 0s 355us/step - loss: 0.4306 - accuracy: 0.7903 Epoch 61/100 58/58 [==============================] - 0s 371us/step - loss: 0.4295 - accuracy: 0.7868 Epoch 62/100 58/58 [==============================] - 0s 369us/step - loss: 0.4293 - accuracy: 0.7889 Epoch 63/100 58/58 [==============================] - 0s 344us/step - loss: 0.4282 - accuracy: 0.7882 Epoch 64/100 58/58 [==============================] - 0s 364us/step - loss: 0.4278 - accuracy: 0.7917 Epoch 65/100 58/58 [==============================] - 0s 366us/step - loss: 0.4272 - accuracy: 0.7882 Epoch 66/100 58/58 [==============================] - 0s 365us/step - loss: 0.4271 - accuracy: 0.7868 Epoch 67/100 58/58 [==============================] - 0s 348us/step - loss: 0.4265 - accuracy: 0.7889 Epoch 68/100 58/58 [==============================] - 0s 360us/step - loss: 0.4260 - accuracy: 0.7868 Epoch 69/100 58/58 [==============================] - 0s 381us/step - loss: 0.4256 - accuracy: 0.7896 Epoch 70/100 58/58 [==============================] - 0s 360us/step - loss: 0.4255 - accuracy: 0.7917 Epoch 71/100 58/58 [==============================] - 0s 374us/step - loss: 0.4248 - accuracy: 0.7896 Epoch 72/100 58/58 [==============================] - 0s 367us/step - loss: 0.4242 - accuracy: 0.7951 Epoch 73/100 58/58 [==============================] - 0s 362us/step - loss: 0.4244 - accuracy: 0.7924 Epoch 74/100 58/58 [==============================] - 0s 365us/step - loss: 0.4234 - accuracy: 0.7931 Epoch 75/100 58/58 [==============================] - 0s 346us/step - loss: 0.4235 - accuracy: 0.7951 Epoch 76/100 58/58 [==============================] - 0s 368us/step - loss: 0.4226 - accuracy: 0.7965 Epoch 77/100 58/58 [==============================] - 0s 358us/step - loss: 0.4219 - accuracy: 0.7979 Epoch 78/100 58/58 [==============================] - 0s 356us/step - loss: 0.4222 - accuracy: 0.7917 Epoch 79/100 58/58 [==============================] - 0s 366us/step - loss: 0.4212 - accuracy: 0.7951 Epoch 80/100 58/58 [==============================] - 0s 342us/step - loss: 0.4212 - accuracy: 0.7951 Epoch 81/100 58/58 [==============================] - 0s 363us/step - loss: 0.4208 - accuracy: 0.7958 Epoch 82/100 58/58 [==============================] - 0s 359us/step - loss: 0.4205 - accuracy: 0.7937 Epoch 83/100 58/58 [==============================] - 0s 363us/step - loss: 0.4196 - accuracy: 0.7979 Epoch 84/100 58/58 [==============================] - 0s 358us/step - loss: 0.4196 - accuracy: 0.7958 Epoch 85/100 58/58 [==============================] - 0s 369us/step - loss: 0.4196 - accuracy: 0.7931 Epoch 86/100 58/58 [==============================] - 0s 357us/step - loss: 0.4189 - accuracy: 0.7944 Epoch 87/100 58/58 [==============================] - 0s 362us/step - loss: 0.4181 - accuracy: 0.7972 Epoch 88/100 58/58 [==============================] - 0s 364us/step - loss: 0.4182 - accuracy: 0.7931 Epoch 89/100 58/58 [==============================] - 0s 360us/step - loss: 0.4176 - accuracy: 0.7979 Epoch 90/100 58/58 [==============================] - 0s 369us/step - loss: 0.4174 - accuracy: 0.7993 Epoch 91/100 58/58 [==============================] - 0s 376us/step - loss: 0.4166 - accuracy: 0.7958 Epoch 92/100 58/58 [==============================] - 0s 374us/step - loss: 0.4168 - accuracy: 0.7972 Epoch 93/100 58/58 [==============================] - 0s 370us/step - loss: 0.4157 - accuracy: 0.7944 Epoch 94/100 58/58 [==============================] - 0s 371us/step - loss: 0.4151 - accuracy: 0.8007 Epoch 95/100 58/58 [==============================] - 0s 363us/step - loss: 0.4152 - accuracy: 0.7993 Epoch 96/100 58/58 [==============================] - 0s 374us/step - loss: 0.4159 - accuracy: 0.7986 Epoch 97/100 58/58 [==============================] - 0s 379us/step - loss: 0.4142 - accuracy: 0.7979 Epoch 98/100 58/58 [==============================] - 0s 380us/step - loss: 0.4137 - accuracy: 0.7965 Epoch 99/100 58/58 [==============================] - 0s 367us/step - loss: 0.4140 - accuracy: 0.7944 Epoch 100/100 58/58 [==============================] - 0s 371us/step - loss: 0.4134 - accuracy: 0.8000 5/5 [==============================] - 0s 418us/step Epoch 1/100 58/58 [==============================] - 0s 486us/step - loss: 0.6886 - accuracy: 0.6479 Epoch 2/100 58/58 [==============================] - 0s 396us/step - loss: 0.6741 - accuracy: 0.6514 Epoch 3/100 58/58 [==============================] - 0s 361us/step - loss: 0.6341 - accuracy: 0.6833 Epoch 4/100 58/58 [==============================] - 0s 366us/step - loss: 0.5697 - accuracy: 0.7569 Epoch 5/100 58/58 [==============================] - 0s 376us/step - loss: 0.5166 - accuracy: 0.7493 Epoch 6/100 58/58 [==============================] - 0s 374us/step - loss: 0.4896 - accuracy: 0.7583 Epoch 7/100 58/58 [==============================] - 0s 364us/step - loss: 0.4783 - accuracy: 0.7583 Epoch 8/100 58/58 [==============================] - 0s 353us/step - loss: 0.4729 - accuracy: 0.7604 Epoch 9/100 58/58 [==============================] - 0s 377us/step - loss: 0.4696 - accuracy: 0.7618 Epoch 10/100 58/58 [==============================] - 0s 367us/step - loss: 0.4679 - accuracy: 0.7625 Epoch 11/100 58/58 [==============================] - 0s 374us/step - loss: 0.4670 - accuracy: 0.7660 Epoch 12/100 58/58 [==============================] - 0s 380us/step - loss: 0.4655 - accuracy: 0.7618 Epoch 13/100 58/58 [==============================] - 0s 365us/step - loss: 0.4649 - accuracy: 0.7674 Epoch 14/100 58/58 [==============================] - 0s 358us/step - loss: 0.4641 - accuracy: 0.7639 Epoch 15/100 58/58 [==============================] - 0s 360us/step - loss: 0.4625 - accuracy: 0.7715 Epoch 16/100 58/58 [==============================] - 0s 372us/step - loss: 0.4619 - accuracy: 0.7701 Epoch 17/100 58/58 [==============================] - 0s 357us/step - loss: 0.4614 - accuracy: 0.7694 Epoch 18/100 58/58 [==============================] - 0s 368us/step - loss: 0.4602 - accuracy: 0.7701 Epoch 19/100 58/58 [==============================] - 0s 365us/step - loss: 0.4599 - accuracy: 0.7708 Epoch 20/100 58/58 [==============================] - 0s 366us/step - loss: 0.4586 - accuracy: 0.7694 Epoch 21/100 58/58 [==============================] - 0s 365us/step - loss: 0.4579 - accuracy: 0.7778 Epoch 22/100 58/58 [==============================] - 0s 381us/step - loss: 0.4573 - accuracy: 0.7764 Epoch 23/100 58/58 [==============================] - 0s 366us/step - loss: 0.4558 - accuracy: 0.7764 Epoch 24/100 58/58 [==============================] - 0s 379us/step - loss: 0.4553 - accuracy: 0.7750 Epoch 25/100 58/58 [==============================] - 0s 366us/step - loss: 0.4548 - accuracy: 0.7757 Epoch 26/100 58/58 [==============================] - 0s 373us/step - loss: 0.4533 - accuracy: 0.7785 Epoch 27/100 58/58 [==============================] - 0s 354us/step - loss: 0.4524 - accuracy: 0.7812 Epoch 28/100 58/58 [==============================] - 0s 373us/step - loss: 0.4520 - accuracy: 0.7764 Epoch 29/100 58/58 [==============================] - 0s 385us/step - loss: 0.4510 - accuracy: 0.7799 Epoch 30/100 58/58 [==============================] - 0s 354us/step - loss: 0.4508 - accuracy: 0.7778 Epoch 31/100 58/58 [==============================] - 0s 367us/step - loss: 0.4500 - accuracy: 0.7799 Epoch 32/100 58/58 [==============================] - 0s 378us/step - loss: 0.4494 - accuracy: 0.7778 Epoch 33/100 58/58 [==============================] - 0s 368us/step - loss: 0.4481 - accuracy: 0.7799 Epoch 34/100 58/58 [==============================] - 0s 368us/step - loss: 0.4481 - accuracy: 0.7819 Epoch 35/100 58/58 [==============================] - 0s 356us/step - loss: 0.4472 - accuracy: 0.7826 Epoch 36/100 58/58 [==============================] - 0s 380us/step - loss: 0.4460 - accuracy: 0.7812 Epoch 37/100 58/58 [==============================] - 0s 369us/step - loss: 0.4460 - accuracy: 0.7826 Epoch 38/100 58/58 [==============================] - 0s 369us/step - loss: 0.4449 - accuracy: 0.7840 Epoch 39/100 58/58 [==============================] - 0s 388us/step - loss: 0.4446 - accuracy: 0.7833 Epoch 40/100 58/58 [==============================] - 0s 372us/step - loss: 0.4432 - accuracy: 0.7861 Epoch 41/100 58/58 [==============================] - 0s 360us/step - loss: 0.4429 - accuracy: 0.7854 Epoch 42/100 58/58 [==============================] - 0s 363us/step - loss: 0.4423 - accuracy: 0.7826 Epoch 43/100 58/58 [==============================] - 0s 369us/step - loss: 0.4424 - accuracy: 0.7833 Epoch 44/100 58/58 [==============================] - 0s 356us/step - loss: 0.4412 - accuracy: 0.7875 Epoch 45/100 58/58 [==============================] - 0s 382us/step - loss: 0.4408 - accuracy: 0.7806 Epoch 46/100 58/58 [==============================] - 0s 353us/step - loss: 0.4402 - accuracy: 0.7833 Epoch 47/100 58/58 [==============================] - 0s 354us/step - loss: 0.4398 - accuracy: 0.7833 Epoch 48/100 58/58 [==============================] - 0s 354us/step - loss: 0.4388 - accuracy: 0.7826 Epoch 49/100 58/58 [==============================] - 0s 366us/step - loss: 0.4379 - accuracy: 0.7868 Epoch 50/100 58/58 [==============================] - 0s 369us/step - loss: 0.4370 - accuracy: 0.7889 Epoch 51/100 58/58 [==============================] - 0s 360us/step - loss: 0.4370 - accuracy: 0.7868 Epoch 52/100 58/58 [==============================] - 0s 367us/step - loss: 0.4354 - accuracy: 0.7903 Epoch 53/100 58/58 [==============================] - 0s 357us/step - loss: 0.4350 - accuracy: 0.7896 Epoch 54/100 58/58 [==============================] - 0s 356us/step - loss: 0.4339 - accuracy: 0.7903 Epoch 55/100 58/58 [==============================] - 0s 362us/step - loss: 0.4343 - accuracy: 0.7931 Epoch 56/100 58/58 [==============================] - 0s 367us/step - loss: 0.4329 - accuracy: 0.7924 Epoch 57/100 58/58 [==============================] - 0s 352us/step - loss: 0.4322 - accuracy: 0.7958 Epoch 58/100 58/58 [==============================] - 0s 372us/step - loss: 0.4309 - accuracy: 0.7951 Epoch 59/100 58/58 [==============================] - 0s 361us/step - loss: 0.4307 - accuracy: 0.7937 Epoch 60/100 58/58 [==============================] - 0s 368us/step - loss: 0.4295 - accuracy: 0.7958 Epoch 61/100 58/58 [==============================] - 0s 355us/step - loss: 0.4292 - accuracy: 0.7937 Epoch 62/100 58/58 [==============================] - 0s 362us/step - loss: 0.4287 - accuracy: 0.7993 Epoch 63/100 58/58 [==============================] - 0s 368us/step - loss: 0.4274 - accuracy: 0.7979 Epoch 64/100 58/58 [==============================] - 0s 380us/step - loss: 0.4268 - accuracy: 0.8028 Epoch 65/100 58/58 [==============================] - 0s 348us/step - loss: 0.4267 - accuracy: 0.7965 Epoch 66/100 58/58 [==============================] - 0s 359us/step - loss: 0.4257 - accuracy: 0.8007 Epoch 67/100 58/58 [==============================] - 0s 360us/step - loss: 0.4262 - accuracy: 0.7972 Epoch 68/100 58/58 [==============================] - 0s 342us/step - loss: 0.4244 - accuracy: 0.8007 Epoch 69/100 58/58 [==============================] - 0s 372us/step - loss: 0.4232 - accuracy: 0.8021 Epoch 70/100 58/58 [==============================] - 0s 354us/step - loss: 0.4230 - accuracy: 0.8049 Epoch 71/100 58/58 [==============================] - 0s 377us/step - loss: 0.4228 - accuracy: 0.7979 Epoch 72/100 58/58 [==============================] - 0s 543us/step - loss: 0.4221 - accuracy: 0.8007 Epoch 73/100 58/58 [==============================] - 0s 366us/step - loss: 0.4214 - accuracy: 0.8014 Epoch 74/100 58/58 [==============================] - 0s 360us/step - loss: 0.4213 - accuracy: 0.7993 Epoch 75/100 58/58 [==============================] - 0s 370us/step - loss: 0.4216 - accuracy: 0.8021 Epoch 76/100 58/58 [==============================] - 0s 369us/step - loss: 0.4198 - accuracy: 0.8035 Epoch 77/100 58/58 [==============================] - 0s 367us/step - loss: 0.4196 - accuracy: 0.7979 Epoch 78/100 58/58 [==============================] - 0s 356us/step - loss: 0.4199 - accuracy: 0.8069 Epoch 79/100 58/58 [==============================] - 0s 368us/step - loss: 0.4194 - accuracy: 0.8000 Epoch 80/100 58/58 [==============================] - 0s 371us/step - loss: 0.4194 - accuracy: 0.8021 Epoch 81/100 58/58 [==============================] - 0s 367us/step - loss: 0.4187 - accuracy: 0.8049 Epoch 82/100 58/58 [==============================] - 0s 368us/step - loss: 0.4178 - accuracy: 0.8035 Epoch 83/100 58/58 [==============================] - 0s 369us/step - loss: 0.4178 - accuracy: 0.8062 Epoch 84/100 58/58 [==============================] - 0s 372us/step - loss: 0.4171 - accuracy: 0.8021 Epoch 85/100 58/58 [==============================] - 0s 370us/step - loss: 0.4172 - accuracy: 0.8049 Epoch 86/100 58/58 [==============================] - 0s 353us/step - loss: 0.4166 - accuracy: 0.8062 Epoch 87/100 58/58 [==============================] - 0s 355us/step - loss: 0.4169 - accuracy: 0.8069 Epoch 88/100 58/58 [==============================] - 0s 369us/step - loss: 0.4158 - accuracy: 0.8069 Epoch 89/100 58/58 [==============================] - 0s 382us/step - loss: 0.4154 - accuracy: 0.8049 Epoch 90/100 58/58 [==============================] - 0s 371us/step - loss: 0.4151 - accuracy: 0.8076 Epoch 91/100 58/58 [==============================] - 0s 377us/step - loss: 0.4151 - accuracy: 0.8069 Epoch 92/100 58/58 [==============================] - 0s 347us/step - loss: 0.4148 - accuracy: 0.8062 Epoch 93/100 58/58 [==============================] - 0s 370us/step - loss: 0.4153 - accuracy: 0.8083 Epoch 94/100 58/58 [==============================] - 0s 365us/step - loss: 0.4136 - accuracy: 0.8104 Epoch 95/100 58/58 [==============================] - 0s 374us/step - loss: 0.4138 - accuracy: 0.8021 Epoch 96/100 58/58 [==============================] - 0s 358us/step - loss: 0.4132 - accuracy: 0.8049 Epoch 97/100 58/58 [==============================] - 0s 343us/step - loss: 0.4131 - accuracy: 0.8097 Epoch 98/100 58/58 [==============================] - 0s 375us/step - loss: 0.4123 - accuracy: 0.8076 Epoch 99/100 58/58 [==============================] - 0s 363us/step - loss: 0.4122 - accuracy: 0.8104 Epoch 100/100 58/58 [==============================] - 0s 360us/step - loss: 0.4121 - accuracy: 0.8056 5/5 [==============================] - 0s 508us/step Epoch 1/100 58/58 [==============================] - 0s 483us/step - loss: 0.6885 - accuracy: 0.6569 Epoch 2/100 58/58 [==============================] - 0s 400us/step - loss: 0.6676 - accuracy: 0.6590 Epoch 3/100 58/58 [==============================] - 0s 377us/step - loss: 0.6076 - accuracy: 0.6840 Epoch 4/100 58/58 [==============================] - 0s 378us/step - loss: 0.5376 - accuracy: 0.7514 Epoch 5/100 58/58 [==============================] - 0s 376us/step - loss: 0.5014 - accuracy: 0.7667 Epoch 6/100 58/58 [==============================] - 0s 367us/step - loss: 0.4871 - accuracy: 0.7646 Epoch 7/100 58/58 [==============================] - 0s 363us/step - loss: 0.4806 - accuracy: 0.7681 Epoch 8/100 58/58 [==============================] - 0s 367us/step - loss: 0.4769 - accuracy: 0.7681 Epoch 9/100 58/58 [==============================] - 0s 383us/step - loss: 0.4741 - accuracy: 0.7660 Epoch 10/100 58/58 [==============================] - 0s 359us/step - loss: 0.4724 - accuracy: 0.7674 Epoch 11/100 58/58 [==============================] - 0s 366us/step - loss: 0.4701 - accuracy: 0.7757 Epoch 12/100 58/58 [==============================] - 0s 369us/step - loss: 0.4685 - accuracy: 0.7750 Epoch 13/100 58/58 [==============================] - 0s 365us/step - loss: 0.4674 - accuracy: 0.7715 Epoch 14/100 58/58 [==============================] - 0s 378us/step - loss: 0.4660 - accuracy: 0.7743 Epoch 15/100 58/58 [==============================] - 0s 361us/step - loss: 0.4645 - accuracy: 0.7743 Epoch 16/100 58/58 [==============================] - 0s 363us/step - loss: 0.4635 - accuracy: 0.7750 Epoch 17/100 58/58 [==============================] - 0s 365us/step - loss: 0.4624 - accuracy: 0.7722 Epoch 18/100 58/58 [==============================] - 0s 375us/step - loss: 0.4614 - accuracy: 0.7743 Epoch 19/100 58/58 [==============================] - 0s 367us/step - loss: 0.4609 - accuracy: 0.7778 Epoch 20/100 58/58 [==============================] - 0s 374us/step - loss: 0.4601 - accuracy: 0.7757 Epoch 21/100 58/58 [==============================] - 0s 369us/step - loss: 0.4592 - accuracy: 0.7722 Epoch 22/100 58/58 [==============================] - 0s 368us/step - loss: 0.4586 - accuracy: 0.7736 Epoch 23/100 58/58 [==============================] - 0s 364us/step - loss: 0.4577 - accuracy: 0.7743 Epoch 24/100 58/58 [==============================] - 0s 365us/step - loss: 0.4572 - accuracy: 0.7722 Epoch 25/100 58/58 [==============================] - 0s 369us/step - loss: 0.4568 - accuracy: 0.7736 Epoch 26/100 58/58 [==============================] - 0s 370us/step - loss: 0.4567 - accuracy: 0.7708 Epoch 27/100 58/58 [==============================] - 0s 361us/step - loss: 0.4561 - accuracy: 0.7715 Epoch 28/100 58/58 [==============================] - 0s 367us/step - loss: 0.4553 - accuracy: 0.7722 Epoch 29/100 58/58 [==============================] - 0s 355us/step - loss: 0.4546 - accuracy: 0.7736 Epoch 30/100 58/58 [==============================] - 0s 363us/step - loss: 0.4538 - accuracy: 0.7743 Epoch 31/100 58/58 [==============================] - 0s 368us/step - loss: 0.4530 - accuracy: 0.7736 Epoch 32/100 58/58 [==============================] - 0s 379us/step - loss: 0.4526 - accuracy: 0.7750 Epoch 33/100 58/58 [==============================] - 0s 367us/step - loss: 0.4521 - accuracy: 0.7715 Epoch 34/100 58/58 [==============================] - 0s 368us/step - loss: 0.4521 - accuracy: 0.7778 Epoch 35/100 58/58 [==============================] - 0s 374us/step - loss: 0.4508 - accuracy: 0.7743 Epoch 36/100 58/58 [==============================] - 0s 381us/step - loss: 0.4502 - accuracy: 0.7743 Epoch 37/100 58/58 [==============================] - 0s 360us/step - loss: 0.4493 - accuracy: 0.7750 Epoch 38/100 58/58 [==============================] - 0s 336us/step - loss: 0.4492 - accuracy: 0.7743 Epoch 39/100 58/58 [==============================] - 0s 355us/step - loss: 0.4481 - accuracy: 0.7736 Epoch 40/100 58/58 [==============================] - 0s 375us/step - loss: 0.4478 - accuracy: 0.7743 Epoch 41/100 58/58 [==============================] - 0s 356us/step - loss: 0.4469 - accuracy: 0.7764 Epoch 42/100 58/58 [==============================] - 0s 373us/step - loss: 0.4473 - accuracy: 0.7778 Epoch 43/100 58/58 [==============================] - 0s 381us/step - loss: 0.4465 - accuracy: 0.7778 Epoch 44/100 58/58 [==============================] - 0s 357us/step - loss: 0.4457 - accuracy: 0.7743 Epoch 45/100 58/58 [==============================] - 0s 379us/step - loss: 0.4459 - accuracy: 0.7812 Epoch 46/100 58/58 [==============================] - 0s 372us/step - loss: 0.4450 - accuracy: 0.7785 Epoch 47/100 58/58 [==============================] - 0s 357us/step - loss: 0.4447 - accuracy: 0.7771 Epoch 48/100 58/58 [==============================] - 0s 367us/step - loss: 0.4441 - accuracy: 0.7785 Epoch 49/100 58/58 [==============================] - 0s 369us/step - loss: 0.4438 - accuracy: 0.7806 Epoch 50/100 58/58 [==============================] - 0s 353us/step - loss: 0.4435 - accuracy: 0.7806 Epoch 51/100 58/58 [==============================] - 0s 369us/step - loss: 0.4429 - accuracy: 0.7799 Epoch 52/100 58/58 [==============================] - 0s 367us/step - loss: 0.4426 - accuracy: 0.7806 Epoch 53/100 58/58 [==============================] - 0s 363us/step - loss: 0.4435 - accuracy: 0.7819 Epoch 54/100 58/58 [==============================] - 0s 359us/step - loss: 0.4421 - accuracy: 0.7826 Epoch 55/100 58/58 [==============================] - 0s 373us/step - loss: 0.4418 - accuracy: 0.7833 Epoch 56/100 58/58 [==============================] - 0s 367us/step - loss: 0.4417 - accuracy: 0.7812 Epoch 57/100 58/58 [==============================] - 0s 366us/step - loss: 0.4412 - accuracy: 0.7792 Epoch 58/100 58/58 [==============================] - 0s 376us/step - loss: 0.4409 - accuracy: 0.7799 Epoch 59/100 58/58 [==============================] - 0s 367us/step - loss: 0.4402 - accuracy: 0.7806 Epoch 60/100 58/58 [==============================] - 0s 363us/step - loss: 0.4396 - accuracy: 0.7826 Epoch 61/100 58/58 [==============================] - 0s 372us/step - loss: 0.4395 - accuracy: 0.7819 Epoch 62/100 58/58 [==============================] - 0s 378us/step - loss: 0.4398 - accuracy: 0.7799 Epoch 63/100 58/58 [==============================] - 0s 388us/step - loss: 0.4389 - accuracy: 0.7833 Epoch 64/100 58/58 [==============================] - 0s 365us/step - loss: 0.4388 - accuracy: 0.7799 Epoch 65/100 58/58 [==============================] - 0s 363us/step - loss: 0.4380 - accuracy: 0.7819 Epoch 66/100 58/58 [==============================] - 0s 375us/step - loss: 0.4378 - accuracy: 0.7806 Epoch 67/100 58/58 [==============================] - 0s 367us/step - loss: 0.4375 - accuracy: 0.7847 Epoch 68/100 58/58 [==============================] - 0s 361us/step - loss: 0.4373 - accuracy: 0.7806 Epoch 69/100 58/58 [==============================] - 0s 364us/step - loss: 0.4372 - accuracy: 0.7812 Epoch 70/100 58/58 [==============================] - 0s 379us/step - loss: 0.4376 - accuracy: 0.7861 Epoch 71/100 58/58 [==============================] - 0s 368us/step - loss: 0.4368 - accuracy: 0.7799 Epoch 72/100 58/58 [==============================] - 0s 374us/step - loss: 0.4363 - accuracy: 0.7861 Epoch 73/100 58/58 [==============================] - 0s 367us/step - loss: 0.4361 - accuracy: 0.7826 Epoch 74/100 58/58 [==============================] - 0s 373us/step - loss: 0.4358 - accuracy: 0.7861 Epoch 75/100 58/58 [==============================] - 0s 371us/step - loss: 0.4360 - accuracy: 0.7833 Epoch 76/100 58/58 [==============================] - 0s 369us/step - loss: 0.4352 - accuracy: 0.7875 Epoch 77/100 58/58 [==============================] - 0s 360us/step - loss: 0.4352 - accuracy: 0.7861 Epoch 78/100 58/58 [==============================] - 0s 365us/step - loss: 0.4353 - accuracy: 0.7861 Epoch 79/100 58/58 [==============================] - 0s 363us/step - loss: 0.4351 - accuracy: 0.7903 Epoch 80/100 58/58 [==============================] - 0s 364us/step - loss: 0.4346 - accuracy: 0.7889 Epoch 81/100 58/58 [==============================] - 0s 365us/step - loss: 0.4350 - accuracy: 0.7889 Epoch 82/100 58/58 [==============================] - 0s 359us/step - loss: 0.4344 - accuracy: 0.7896 Epoch 83/100 58/58 [==============================] - 0s 376us/step - loss: 0.4347 - accuracy: 0.7847 Epoch 84/100 58/58 [==============================] - 0s 371us/step - loss: 0.4350 - accuracy: 0.7875 Epoch 85/100 58/58 [==============================] - 0s 377us/step - loss: 0.4336 - accuracy: 0.7896 Epoch 86/100 58/58 [==============================] - 0s 370us/step - loss: 0.4337 - accuracy: 0.7868 Epoch 87/100 58/58 [==============================] - 0s 367us/step - loss: 0.4325 - accuracy: 0.7882 Epoch 88/100 58/58 [==============================] - 0s 360us/step - loss: 0.4324 - accuracy: 0.7889 Epoch 89/100 58/58 [==============================] - 0s 373us/step - loss: 0.4321 - accuracy: 0.7875 Epoch 90/100 58/58 [==============================] - 0s 367us/step - loss: 0.4320 - accuracy: 0.7868 Epoch 91/100 58/58 [==============================] - 0s 350us/step - loss: 0.4318 - accuracy: 0.7889 Epoch 92/100 58/58 [==============================] - 0s 383us/step - loss: 0.4315 - accuracy: 0.7931 Epoch 93/100 58/58 [==============================] - 0s 373us/step - loss: 0.4316 - accuracy: 0.7889 Epoch 94/100 58/58 [==============================] - 0s 362us/step - loss: 0.4309 - accuracy: 0.7826 Epoch 95/100 58/58 [==============================] - 0s 366us/step - loss: 0.4305 - accuracy: 0.7903 Epoch 96/100 58/58 [==============================] - 0s 360us/step - loss: 0.4297 - accuracy: 0.7944 Epoch 97/100 58/58 [==============================] - 0s 373us/step - loss: 0.4298 - accuracy: 0.7868 Epoch 98/100 58/58 [==============================] - 0s 361us/step - loss: 0.4300 - accuracy: 0.7896 Epoch 99/100 58/58 [==============================] - 0s 359us/step - loss: 0.4293 - accuracy: 0.7910 Epoch 100/100 58/58 [==============================] - 0s 369us/step - loss: 0.4287 - accuracy: 0.7875 5/5 [==============================] - 0s 428us/step Epoch 1/100 58/58 [==============================] - 0s 481us/step - loss: 0.6885 - accuracy: 0.6625 Epoch 2/100 58/58 [==============================] - 0s 425us/step - loss: 0.6720 - accuracy: 0.6660 Epoch 3/100 58/58 [==============================] - 0s 408us/step - loss: 0.6332 - accuracy: 0.7153 Epoch 4/100 58/58 [==============================] - 0s 376us/step - loss: 0.5744 - accuracy: 0.7681 Epoch 5/100 58/58 [==============================] - 0s 389us/step - loss: 0.5230 - accuracy: 0.7681 Epoch 6/100 58/58 [==============================] - 0s 395us/step - loss: 0.4954 - accuracy: 0.7625 Epoch 7/100 58/58 [==============================] - 0s 365us/step - loss: 0.4841 - accuracy: 0.7639 Epoch 8/100 58/58 [==============================] - 0s 385us/step - loss: 0.4793 - accuracy: 0.7688 Epoch 9/100 58/58 [==============================] - 0s 393us/step - loss: 0.4756 - accuracy: 0.7653 Epoch 10/100 58/58 [==============================] - 0s 406us/step - loss: 0.4728 - accuracy: 0.7667 Epoch 11/100 58/58 [==============================] - 0s 432us/step - loss: 0.4712 - accuracy: 0.7660 Epoch 12/100 58/58 [==============================] - 0s 383us/step - loss: 0.4698 - accuracy: 0.7618 Epoch 13/100 58/58 [==============================] - 0s 583us/step - loss: 0.4686 - accuracy: 0.7667 Epoch 14/100 58/58 [==============================] - 0s 408us/step - loss: 0.4677 - accuracy: 0.7667 Epoch 15/100 58/58 [==============================] - 0s 377us/step - loss: 0.4672 - accuracy: 0.7701 Epoch 16/100 58/58 [==============================] - 0s 392us/step - loss: 0.4662 - accuracy: 0.7681 Epoch 17/100 58/58 [==============================] - 0s 402us/step - loss: 0.4654 - accuracy: 0.7736 Epoch 18/100 58/58 [==============================] - 0s 412us/step - loss: 0.4652 - accuracy: 0.7694 Epoch 19/100 58/58 [==============================] - 0s 420us/step - loss: 0.4647 - accuracy: 0.7674 Epoch 20/100 58/58 [==============================] - 0s 373us/step - loss: 0.4641 - accuracy: 0.7715 Epoch 21/100 58/58 [==============================] - 0s 367us/step - loss: 0.4634 - accuracy: 0.7701 Epoch 22/100 58/58 [==============================] - 0s 367us/step - loss: 0.4633 - accuracy: 0.7688 Epoch 23/100 58/58 [==============================] - 0s 371us/step - loss: 0.4628 - accuracy: 0.7660 Epoch 24/100 58/58 [==============================] - 0s 370us/step - loss: 0.4629 - accuracy: 0.7715 Epoch 25/100 58/58 [==============================] - 0s 370us/step - loss: 0.4614 - accuracy: 0.7736 Epoch 26/100 58/58 [==============================] - 0s 379us/step - loss: 0.4612 - accuracy: 0.7729 Epoch 27/100 58/58 [==============================] - 0s 353us/step - loss: 0.4610 - accuracy: 0.7729 Epoch 28/100 58/58 [==============================] - 0s 362us/step - loss: 0.4601 - accuracy: 0.7750 Epoch 29/100 58/58 [==============================] - 0s 359us/step - loss: 0.4597 - accuracy: 0.7778 Epoch 30/100 58/58 [==============================] - 0s 371us/step - loss: 0.4591 - accuracy: 0.7750 Epoch 31/100 58/58 [==============================] - 0s 375us/step - loss: 0.4584 - accuracy: 0.7757 Epoch 32/100 58/58 [==============================] - 0s 363us/step - loss: 0.4581 - accuracy: 0.7757 Epoch 33/100 58/58 [==============================] - 0s 362us/step - loss: 0.4577 - accuracy: 0.7785 Epoch 34/100 58/58 [==============================] - 0s 372us/step - loss: 0.4572 - accuracy: 0.7750 Epoch 35/100 58/58 [==============================] - 0s 365us/step - loss: 0.4567 - accuracy: 0.7743 Epoch 36/100 58/58 [==============================] - 0s 374us/step - loss: 0.4561 - accuracy: 0.7812 Epoch 37/100 58/58 [==============================] - 0s 371us/step - loss: 0.4556 - accuracy: 0.7764 Epoch 38/100 58/58 [==============================] - 0s 373us/step - loss: 0.4553 - accuracy: 0.7806 Epoch 39/100 58/58 [==============================] - 0s 373us/step - loss: 0.4544 - accuracy: 0.7764 Epoch 40/100 58/58 [==============================] - 0s 338us/step - loss: 0.4542 - accuracy: 0.7806 Epoch 41/100 58/58 [==============================] - 0s 352us/step - loss: 0.4538 - accuracy: 0.7812 Epoch 42/100 58/58 [==============================] - 0s 360us/step - loss: 0.4536 - accuracy: 0.7806 Epoch 43/100 58/58 [==============================] - 0s 352us/step - loss: 0.4528 - accuracy: 0.7819 Epoch 44/100 58/58 [==============================] - 0s 375us/step - loss: 0.4525 - accuracy: 0.7819 Epoch 45/100 58/58 [==============================] - 0s 374us/step - loss: 0.4525 - accuracy: 0.7826 Epoch 46/100 58/58 [==============================] - 0s 346us/step - loss: 0.4515 - accuracy: 0.7799 Epoch 47/100 58/58 [==============================] - 0s 369us/step - loss: 0.4507 - accuracy: 0.7840 Epoch 48/100 58/58 [==============================] - 0s 375us/step - loss: 0.4506 - accuracy: 0.7833 Epoch 49/100 58/58 [==============================] - 0s 372us/step - loss: 0.4500 - accuracy: 0.7840 Epoch 50/100 58/58 [==============================] - 0s 360us/step - loss: 0.4497 - accuracy: 0.7833 Epoch 51/100 58/58 [==============================] - 0s 377us/step - loss: 0.4488 - accuracy: 0.7847 Epoch 52/100 58/58 [==============================] - 0s 355us/step - loss: 0.4485 - accuracy: 0.7854 Epoch 53/100 58/58 [==============================] - 0s 381us/step - loss: 0.4482 - accuracy: 0.7861 Epoch 54/100 58/58 [==============================] - 0s 355us/step - loss: 0.4479 - accuracy: 0.7847 Epoch 55/100 58/58 [==============================] - 0s 355us/step - loss: 0.4475 - accuracy: 0.7875 Epoch 56/100 58/58 [==============================] - 0s 393us/step - loss: 0.4472 - accuracy: 0.7847 Epoch 57/100 58/58 [==============================] - 0s 366us/step - loss: 0.4462 - accuracy: 0.7826 Epoch 58/100 58/58 [==============================] - 0s 373us/step - loss: 0.4466 - accuracy: 0.7847 Epoch 59/100 58/58 [==============================] - 0s 356us/step - loss: 0.4458 - accuracy: 0.7826 Epoch 60/100 58/58 [==============================] - 0s 378us/step - loss: 0.4459 - accuracy: 0.7840 Epoch 61/100 58/58 [==============================] - 0s 368us/step - loss: 0.4453 - accuracy: 0.7840 Epoch 62/100 58/58 [==============================] - 0s 354us/step - loss: 0.4450 - accuracy: 0.7854 Epoch 63/100 58/58 [==============================] - 0s 367us/step - loss: 0.4451 - accuracy: 0.7840 Epoch 64/100 58/58 [==============================] - 0s 377us/step - loss: 0.4448 - accuracy: 0.7826 Epoch 65/100 58/58 [==============================] - 0s 360us/step - loss: 0.4442 - accuracy: 0.7875 Epoch 66/100 58/58 [==============================] - 0s 362us/step - loss: 0.4440 - accuracy: 0.7854 Epoch 67/100 58/58 [==============================] - 0s 369us/step - loss: 0.4447 - accuracy: 0.7861 Epoch 68/100 58/58 [==============================] - 0s 372us/step - loss: 0.4436 - accuracy: 0.7847 Epoch 69/100 58/58 [==============================] - 0s 356us/step - loss: 0.4433 - accuracy: 0.7903 Epoch 70/100 58/58 [==============================] - 0s 355us/step - loss: 0.4433 - accuracy: 0.7903 Epoch 71/100 58/58 [==============================] - 0s 359us/step - loss: 0.4430 - accuracy: 0.7889 Epoch 72/100 58/58 [==============================] - 0s 362us/step - loss: 0.4429 - accuracy: 0.7910 Epoch 73/100 58/58 [==============================] - 0s 375us/step - loss: 0.4427 - accuracy: 0.7903 Epoch 74/100 58/58 [==============================] - 0s 367us/step - loss: 0.4419 - accuracy: 0.7917 Epoch 75/100 58/58 [==============================] - 0s 360us/step - loss: 0.4420 - accuracy: 0.7910 Epoch 76/100 58/58 [==============================] - 0s 359us/step - loss: 0.4422 - accuracy: 0.7903 Epoch 77/100 58/58 [==============================] - 0s 380us/step - loss: 0.4417 - accuracy: 0.7889 Epoch 78/100 58/58 [==============================] - 0s 363us/step - loss: 0.4423 - accuracy: 0.7903 Epoch 79/100 58/58 [==============================] - 0s 376us/step - loss: 0.4415 - accuracy: 0.7889 Epoch 80/100 58/58 [==============================] - 0s 375us/step - loss: 0.4415 - accuracy: 0.7931 Epoch 81/100 58/58 [==============================] - 0s 361us/step - loss: 0.4408 - accuracy: 0.7917 Epoch 82/100 58/58 [==============================] - 0s 375us/step - loss: 0.4405 - accuracy: 0.7896 Epoch 83/100 58/58 [==============================] - 0s 355us/step - loss: 0.4405 - accuracy: 0.7931 Epoch 84/100 58/58 [==============================] - 0s 363us/step - loss: 0.4412 - accuracy: 0.7889 Epoch 85/100 58/58 [==============================] - 0s 366us/step - loss: 0.4402 - accuracy: 0.7910 Epoch 86/100 58/58 [==============================] - 0s 370us/step - loss: 0.4404 - accuracy: 0.7937 Epoch 87/100 58/58 [==============================] - 0s 364us/step - loss: 0.4403 - accuracy: 0.7910 Epoch 88/100 58/58 [==============================] - 0s 371us/step - loss: 0.4404 - accuracy: 0.7875 Epoch 89/100 58/58 [==============================] - 0s 360us/step - loss: 0.4395 - accuracy: 0.7882 Epoch 90/100 58/58 [==============================] - 0s 370us/step - loss: 0.4396 - accuracy: 0.7896 Epoch 91/100 58/58 [==============================] - 0s 521us/step - loss: 0.4393 - accuracy: 0.7903 Epoch 92/100 58/58 [==============================] - 0s 370us/step - loss: 0.4391 - accuracy: 0.7889 Epoch 93/100 58/58 [==============================] - 0s 377us/step - loss: 0.4389 - accuracy: 0.7903 Epoch 94/100 58/58 [==============================] - 0s 364us/step - loss: 0.4387 - accuracy: 0.7903 Epoch 95/100 58/58 [==============================] - 0s 353us/step - loss: 0.4381 - accuracy: 0.7903 Epoch 96/100 58/58 [==============================] - 0s 366us/step - loss: 0.4381 - accuracy: 0.7924 Epoch 97/100 58/58 [==============================] - 0s 368us/step - loss: 0.4381 - accuracy: 0.7931 Epoch 98/100 58/58 [==============================] - 0s 373us/step - loss: 0.4379 - accuracy: 0.7903 Epoch 99/100 58/58 [==============================] - 0s 367us/step - loss: 0.4381 - accuracy: 0.7924 Epoch 100/100 58/58 [==============================] - 0s 363us/step - loss: 0.4382 - accuracy: 0.7924 5/5 [==============================] - 0s 468us/step Epoch 1/100 58/58 [==============================] - 0s 479us/step - loss: 0.6891 - accuracy: 0.6472 Epoch 2/100 58/58 [==============================] - 0s 397us/step - loss: 0.6752 - accuracy: 0.6535 Epoch 3/100 58/58 [==============================] - 0s 353us/step - loss: 0.6378 - accuracy: 0.6604 Epoch 4/100 58/58 [==============================] - 0s 375us/step - loss: 0.5803 - accuracy: 0.7444 Epoch 5/100 58/58 [==============================] - 0s 366us/step - loss: 0.5319 - accuracy: 0.7639 Epoch 6/100 58/58 [==============================] - 0s 370us/step - loss: 0.5061 - accuracy: 0.7646 Epoch 7/100 58/58 [==============================] - 0s 348us/step - loss: 0.4930 - accuracy: 0.7604 Epoch 8/100 58/58 [==============================] - 0s 356us/step - loss: 0.4855 - accuracy: 0.7674 Epoch 9/100 58/58 [==============================] - 0s 353us/step - loss: 0.4810 - accuracy: 0.7646 Epoch 10/100 58/58 [==============================] - 0s 378us/step - loss: 0.4784 - accuracy: 0.7653 Epoch 11/100 58/58 [==============================] - 0s 355us/step - loss: 0.4760 - accuracy: 0.7667 Epoch 12/100 58/58 [==============================] - 0s 377us/step - loss: 0.4750 - accuracy: 0.7681 Epoch 13/100 58/58 [==============================] - 0s 362us/step - loss: 0.4737 - accuracy: 0.7674 Epoch 14/100 58/58 [==============================] - 0s 370us/step - loss: 0.4726 - accuracy: 0.7694 Epoch 15/100 58/58 [==============================] - 0s 371us/step - loss: 0.4721 - accuracy: 0.7688 Epoch 16/100 58/58 [==============================] - 0s 369us/step - loss: 0.4713 - accuracy: 0.7694 Epoch 17/100 58/58 [==============================] - 0s 380us/step - loss: 0.4708 - accuracy: 0.7715 Epoch 18/100 58/58 [==============================] - 0s 371us/step - loss: 0.4702 - accuracy: 0.7715 Epoch 19/100 58/58 [==============================] - 0s 357us/step - loss: 0.4699 - accuracy: 0.7722 Epoch 20/100 58/58 [==============================] - 0s 372us/step - loss: 0.4695 - accuracy: 0.7715 Epoch 21/100 58/58 [==============================] - 0s 354us/step - loss: 0.4684 - accuracy: 0.7736 Epoch 22/100 58/58 [==============================] - 0s 369us/step - loss: 0.4679 - accuracy: 0.7715 Epoch 23/100 58/58 [==============================] - 0s 371us/step - loss: 0.4679 - accuracy: 0.7694 Epoch 24/100 58/58 [==============================] - 0s 387us/step - loss: 0.4682 - accuracy: 0.7708 Epoch 25/100 58/58 [==============================] - 0s 371us/step - loss: 0.4668 - accuracy: 0.7694 Epoch 26/100 58/58 [==============================] - 0s 356us/step - loss: 0.4665 - accuracy: 0.7701 Epoch 27/100 58/58 [==============================] - 0s 361us/step - loss: 0.4660 - accuracy: 0.7674 Epoch 28/100 58/58 [==============================] - 0s 363us/step - loss: 0.4659 - accuracy: 0.7708 Epoch 29/100 58/58 [==============================] - 0s 364us/step - loss: 0.4650 - accuracy: 0.7674 Epoch 30/100 58/58 [==============================] - 0s 371us/step - loss: 0.4650 - accuracy: 0.7688 Epoch 31/100 58/58 [==============================] - 0s 720us/step - loss: 0.4642 - accuracy: 0.7708 Epoch 32/100 58/58 [==============================] - 0s 648us/step - loss: 0.4639 - accuracy: 0.7688 Epoch 33/100 58/58 [==============================] - 0s 369us/step - loss: 0.4636 - accuracy: 0.7708 Epoch 34/100 58/58 [==============================] - 0s 369us/step - loss: 0.4634 - accuracy: 0.7708 Epoch 35/100 58/58 [==============================] - 0s 358us/step - loss: 0.4629 - accuracy: 0.7667 Epoch 36/100 58/58 [==============================] - 0s 379us/step - loss: 0.4626 - accuracy: 0.7729 Epoch 37/100 58/58 [==============================] - 0s 362us/step - loss: 0.4625 - accuracy: 0.7764 Epoch 38/100 58/58 [==============================] - 0s 368us/step - loss: 0.4623 - accuracy: 0.7715 Epoch 39/100 58/58 [==============================] - 0s 357us/step - loss: 0.4616 - accuracy: 0.7764 Epoch 40/100 58/58 [==============================] - 0s 377us/step - loss: 0.4616 - accuracy: 0.7743 Epoch 41/100 58/58 [==============================] - 0s 385us/step - loss: 0.4609 - accuracy: 0.7722 Epoch 42/100 58/58 [==============================] - 0s 368us/step - loss: 0.4608 - accuracy: 0.7736 Epoch 43/100 58/58 [==============================] - 0s 360us/step - loss: 0.4605 - accuracy: 0.7757 Epoch 44/100 58/58 [==============================] - 0s 367us/step - loss: 0.4601 - accuracy: 0.7750 Epoch 45/100 58/58 [==============================] - 0s 377us/step - loss: 0.4598 - accuracy: 0.7743 Epoch 46/100 58/58 [==============================] - 0s 374us/step - loss: 0.4594 - accuracy: 0.7736 Epoch 47/100 58/58 [==============================] - 0s 363us/step - loss: 0.4594 - accuracy: 0.7736 Epoch 48/100 58/58 [==============================] - 0s 364us/step - loss: 0.4589 - accuracy: 0.7757 Epoch 49/100 58/58 [==============================] - 0s 372us/step - loss: 0.4587 - accuracy: 0.7764 Epoch 50/100 58/58 [==============================] - 0s 366us/step - loss: 0.4587 - accuracy: 0.7750 Epoch 51/100 58/58 [==============================] - 0s 358us/step - loss: 0.4587 - accuracy: 0.7771 Epoch 52/100 58/58 [==============================] - 0s 356us/step - loss: 0.4580 - accuracy: 0.7750 Epoch 53/100 58/58 [==============================] - 0s 372us/step - loss: 0.4577 - accuracy: 0.7764 Epoch 54/100 58/58 [==============================] - 0s 380us/step - loss: 0.4577 - accuracy: 0.7778 Epoch 55/100 58/58 [==============================] - 0s 357us/step - loss: 0.4574 - accuracy: 0.7778 Epoch 56/100 58/58 [==============================] - 0s 361us/step - loss: 0.4574 - accuracy: 0.7743 Epoch 57/100 58/58 [==============================] - 0s 366us/step - loss: 0.4568 - accuracy: 0.7819 Epoch 58/100 58/58 [==============================] - 0s 386us/step - loss: 0.4567 - accuracy: 0.7799 Epoch 59/100 58/58 [==============================] - 0s 368us/step - loss: 0.4555 - accuracy: 0.7778 Epoch 60/100 58/58 [==============================] - 0s 371us/step - loss: 0.4561 - accuracy: 0.7806 Epoch 61/100 58/58 [==============================] - 0s 350us/step - loss: 0.4551 - accuracy: 0.7757 Epoch 62/100 58/58 [==============================] - 0s 372us/step - loss: 0.4551 - accuracy: 0.7750 Epoch 63/100 58/58 [==============================] - 0s 361us/step - loss: 0.4543 - accuracy: 0.7757 Epoch 64/100 58/58 [==============================] - 0s 353us/step - loss: 0.4539 - accuracy: 0.7757 Epoch 65/100 58/58 [==============================] - 0s 524us/step - loss: 0.4537 - accuracy: 0.7729 Epoch 66/100 58/58 [==============================] - 0s 362us/step - loss: 0.4533 - accuracy: 0.7778 Epoch 67/100 58/58 [==============================] - 0s 399us/step - loss: 0.4526 - accuracy: 0.7743 Epoch 68/100 58/58 [==============================] - 0s 361us/step - loss: 0.4524 - accuracy: 0.7764 Epoch 69/100 58/58 [==============================] - 0s 359us/step - loss: 0.4521 - accuracy: 0.7757 Epoch 70/100 58/58 [==============================] - 0s 381us/step - loss: 0.4518 - accuracy: 0.7792 Epoch 71/100 58/58 [==============================] - 0s 371us/step - loss: 0.4517 - accuracy: 0.7771 Epoch 72/100 58/58 [==============================] - 0s 361us/step - loss: 0.4508 - accuracy: 0.7812 Epoch 73/100 58/58 [==============================] - 0s 376us/step - loss: 0.4506 - accuracy: 0.7778 Epoch 74/100 58/58 [==============================] - 0s 368us/step - loss: 0.4506 - accuracy: 0.7764 Epoch 75/100 58/58 [==============================] - 0s 360us/step - loss: 0.4503 - accuracy: 0.7826 Epoch 76/100 58/58 [==============================] - 0s 369us/step - loss: 0.4503 - accuracy: 0.7785 Epoch 77/100 58/58 [==============================] - 0s 364us/step - loss: 0.4498 - accuracy: 0.7771 Epoch 78/100 58/58 [==============================] - 0s 359us/step - loss: 0.4498 - accuracy: 0.7812 Epoch 79/100 58/58 [==============================] - 0s 362us/step - loss: 0.4490 - accuracy: 0.7764 Epoch 80/100 58/58 [==============================] - 0s 358us/step - loss: 0.4495 - accuracy: 0.7819 Epoch 81/100 58/58 [==============================] - 0s 365us/step - loss: 0.4485 - accuracy: 0.7840 Epoch 82/100 58/58 [==============================] - 0s 350us/step - loss: 0.4481 - accuracy: 0.7826 Epoch 83/100 58/58 [==============================] - 0s 362us/step - loss: 0.4481 - accuracy: 0.7799 Epoch 84/100 58/58 [==============================] - 0s 360us/step - loss: 0.4476 - accuracy: 0.7799 Epoch 85/100 58/58 [==============================] - 0s 367us/step - loss: 0.4482 - accuracy: 0.7799 Epoch 86/100 58/58 [==============================] - 0s 368us/step - loss: 0.4472 - accuracy: 0.7826 Epoch 87/100 58/58 [==============================] - 0s 362us/step - loss: 0.4470 - accuracy: 0.7778 Epoch 88/100 58/58 [==============================] - 0s 366us/step - loss: 0.4465 - accuracy: 0.7847 Epoch 89/100 58/58 [==============================] - 0s 350us/step - loss: 0.4463 - accuracy: 0.7840 Epoch 90/100 58/58 [==============================] - 0s 354us/step - loss: 0.4466 - accuracy: 0.7792 Epoch 91/100 58/58 [==============================] - 0s 373us/step - loss: 0.4459 - accuracy: 0.7819 Epoch 92/100 58/58 [==============================] - 0s 369us/step - loss: 0.4456 - accuracy: 0.7778 Epoch 93/100 58/58 [==============================] - 0s 368us/step - loss: 0.4453 - accuracy: 0.7854 Epoch 94/100 58/58 [==============================] - 0s 369us/step - loss: 0.4450 - accuracy: 0.7799 Epoch 95/100 58/58 [==============================] - 0s 368us/step - loss: 0.4446 - accuracy: 0.7861 Epoch 96/100 58/58 [==============================] - 0s 358us/step - loss: 0.4444 - accuracy: 0.7861 Epoch 97/100 58/58 [==============================] - 0s 369us/step - loss: 0.4438 - accuracy: 0.7903 Epoch 98/100 58/58 [==============================] - 0s 362us/step - loss: 0.4440 - accuracy: 0.7840 Epoch 99/100 58/58 [==============================] - 0s 372us/step - loss: 0.4441 - accuracy: 0.7819 Epoch 100/100 58/58 [==============================] - 0s 380us/step - loss: 0.4432 - accuracy: 0.7847 5/5 [==============================] - 0s 492us/step Epoch 1/100 58/58 [==============================] - 0s 471us/step - loss: 0.6871 - accuracy: 0.6632 Epoch 2/100 58/58 [==============================] - 0s 397us/step - loss: 0.6523 - accuracy: 0.6618 Epoch 3/100 58/58 [==============================] - 0s 355us/step - loss: 0.5722 - accuracy: 0.6625 Epoch 4/100 58/58 [==============================] - 0s 362us/step - loss: 0.5176 - accuracy: 0.7306 Epoch 5/100 58/58 [==============================] - 0s 374us/step - loss: 0.4982 - accuracy: 0.7667 Epoch 6/100 58/58 [==============================] - 0s 371us/step - loss: 0.4867 - accuracy: 0.7701 Epoch 7/100 58/58 [==============================] - 0s 354us/step - loss: 0.4792 - accuracy: 0.7688 Epoch 8/100 58/58 [==============================] - 0s 374us/step - loss: 0.4749 - accuracy: 0.7653 Epoch 9/100 58/58 [==============================] - 0s 366us/step - loss: 0.4729 - accuracy: 0.7632 Epoch 10/100 58/58 [==============================] - 0s 375us/step - loss: 0.4710 - accuracy: 0.7604 Epoch 11/100 58/58 [==============================] - 0s 363us/step - loss: 0.4707 - accuracy: 0.7625 Epoch 12/100 58/58 [==============================] - 0s 373us/step - loss: 0.4696 - accuracy: 0.7674 Epoch 13/100 58/58 [==============================] - 0s 358us/step - loss: 0.4688 - accuracy: 0.7694 Epoch 14/100 58/58 [==============================] - 0s 376us/step - loss: 0.4681 - accuracy: 0.7681 Epoch 15/100 58/58 [==============================] - 0s 364us/step - loss: 0.4680 - accuracy: 0.7688 Epoch 16/100 58/58 [==============================] - 0s 364us/step - loss: 0.4675 - accuracy: 0.7694 Epoch 17/100 58/58 [==============================] - 0s 357us/step - loss: 0.4671 - accuracy: 0.7632 Epoch 18/100 58/58 [==============================] - 0s 375us/step - loss: 0.4663 - accuracy: 0.7646 Epoch 19/100 58/58 [==============================] - 0s 363us/step - loss: 0.4661 - accuracy: 0.7667 Epoch 20/100 58/58 [==============================] - 0s 366us/step - loss: 0.4655 - accuracy: 0.7667 Epoch 21/100 58/58 [==============================] - 0s 374us/step - loss: 0.4651 - accuracy: 0.7722 Epoch 22/100 58/58 [==============================] - 0s 371us/step - loss: 0.4646 - accuracy: 0.7701 Epoch 23/100 58/58 [==============================] - 0s 368us/step - loss: 0.4645 - accuracy: 0.7667 Epoch 24/100 58/58 [==============================] - 0s 365us/step - loss: 0.4638 - accuracy: 0.7653 Epoch 25/100 58/58 [==============================] - 0s 366us/step - loss: 0.4633 - accuracy: 0.7681 Epoch 26/100 58/58 [==============================] - 0s 367us/step - loss: 0.4630 - accuracy: 0.7660 Epoch 27/100 58/58 [==============================] - 0s 362us/step - loss: 0.4627 - accuracy: 0.7639 Epoch 28/100 58/58 [==============================] - 0s 371us/step - loss: 0.4623 - accuracy: 0.7639 Epoch 29/100 58/58 [==============================] - 0s 376us/step - loss: 0.4622 - accuracy: 0.7653 Epoch 30/100 58/58 [==============================] - 0s 378us/step - loss: 0.4621 - accuracy: 0.7653 Epoch 31/100 58/58 [==============================] - 0s 368us/step - loss: 0.4620 - accuracy: 0.7618 Epoch 32/100 58/58 [==============================] - 0s 370us/step - loss: 0.4616 - accuracy: 0.7646 Epoch 33/100 58/58 [==============================] - 0s 373us/step - loss: 0.4611 - accuracy: 0.7653 Epoch 34/100 58/58 [==============================] - 0s 377us/step - loss: 0.4612 - accuracy: 0.7618 Epoch 35/100 58/58 [==============================] - 0s 372us/step - loss: 0.4611 - accuracy: 0.7639 Epoch 36/100 58/58 [==============================] - 0s 372us/step - loss: 0.4600 - accuracy: 0.7639 Epoch 37/100 58/58 [==============================] - 0s 372us/step - loss: 0.4600 - accuracy: 0.7639 Epoch 38/100 58/58 [==============================] - 0s 361us/step - loss: 0.4594 - accuracy: 0.7604 Epoch 39/100 58/58 [==============================] - 0s 370us/step - loss: 0.4594 - accuracy: 0.7618 Epoch 40/100 58/58 [==============================] - 0s 518us/step - loss: 0.4595 - accuracy: 0.7639 Epoch 41/100 58/58 [==============================] - 0s 367us/step - loss: 0.4590 - accuracy: 0.7681 Epoch 42/100 58/58 [==============================] - 0s 372us/step - loss: 0.4586 - accuracy: 0.7660 Epoch 43/100 58/58 [==============================] - 0s 356us/step - loss: 0.4586 - accuracy: 0.7653 Epoch 44/100 58/58 [==============================] - 0s 371us/step - loss: 0.4580 - accuracy: 0.7639 Epoch 45/100 58/58 [==============================] - 0s 361us/step - loss: 0.4585 - accuracy: 0.7688 Epoch 46/100 58/58 [==============================] - 0s 370us/step - loss: 0.4571 - accuracy: 0.7632 Epoch 47/100 58/58 [==============================] - 0s 365us/step - loss: 0.4572 - accuracy: 0.7604 Epoch 48/100 58/58 [==============================] - 0s 374us/step - loss: 0.4572 - accuracy: 0.7674 Epoch 49/100 58/58 [==============================] - 0s 372us/step - loss: 0.4565 - accuracy: 0.7653 Epoch 50/100 58/58 [==============================] - 0s 379us/step - loss: 0.4565 - accuracy: 0.7667 Epoch 51/100 58/58 [==============================] - 0s 356us/step - loss: 0.4561 - accuracy: 0.7667 Epoch 52/100 58/58 [==============================] - 0s 365us/step - loss: 0.4550 - accuracy: 0.7632 Epoch 53/100 58/58 [==============================] - 0s 368us/step - loss: 0.4544 - accuracy: 0.7639 Epoch 54/100 58/58 [==============================] - 0s 374us/step - loss: 0.4545 - accuracy: 0.7639 Epoch 55/100 58/58 [==============================] - 0s 364us/step - loss: 0.4538 - accuracy: 0.7667 Epoch 56/100 58/58 [==============================] - 0s 364us/step - loss: 0.4533 - accuracy: 0.7750 Epoch 57/100 58/58 [==============================] - 0s 375us/step - loss: 0.4534 - accuracy: 0.7639 Epoch 58/100 58/58 [==============================] - 0s 363us/step - loss: 0.4529 - accuracy: 0.7660 Epoch 59/100 58/58 [==============================] - 0s 353us/step - loss: 0.4527 - accuracy: 0.7688 Epoch 60/100 58/58 [==============================] - 0s 365us/step - loss: 0.4516 - accuracy: 0.7639 Epoch 61/100 58/58 [==============================] - 0s 365us/step - loss: 0.4519 - accuracy: 0.7667 Epoch 62/100 58/58 [==============================] - 0s 355us/step - loss: 0.4516 - accuracy: 0.7681 Epoch 63/100 58/58 [==============================] - 0s 366us/step - loss: 0.4511 - accuracy: 0.7681 Epoch 64/100 58/58 [==============================] - 0s 351us/step - loss: 0.4503 - accuracy: 0.7701 Epoch 65/100 58/58 [==============================] - 0s 367us/step - loss: 0.4500 - accuracy: 0.7667 Epoch 66/100 58/58 [==============================] - 0s 371us/step - loss: 0.4496 - accuracy: 0.7681 Epoch 67/100 58/58 [==============================] - 0s 355us/step - loss: 0.4492 - accuracy: 0.7674 Epoch 68/100 58/58 [==============================] - 0s 370us/step - loss: 0.4492 - accuracy: 0.7681 Epoch 69/100 58/58 [==============================] - 0s 370us/step - loss: 0.4483 - accuracy: 0.7708 Epoch 70/100 58/58 [==============================] - 0s 350us/step - loss: 0.4482 - accuracy: 0.7653 Epoch 71/100 58/58 [==============================] - 0s 368us/step - loss: 0.4482 - accuracy: 0.7688 Epoch 72/100 58/58 [==============================] - 0s 373us/step - loss: 0.4477 - accuracy: 0.7688 Epoch 73/100 58/58 [==============================] - 0s 363us/step - loss: 0.4473 - accuracy: 0.7681 Epoch 74/100 58/58 [==============================] - 0s 371us/step - loss: 0.4467 - accuracy: 0.7701 Epoch 75/100 58/58 [==============================] - 0s 378us/step - loss: 0.4465 - accuracy: 0.7694 Epoch 76/100 58/58 [==============================] - 0s 366us/step - loss: 0.4458 - accuracy: 0.7681 Epoch 77/100 58/58 [==============================] - 0s 363us/step - loss: 0.4456 - accuracy: 0.7771 Epoch 78/100 58/58 [==============================] - 0s 357us/step - loss: 0.4450 - accuracy: 0.7722 Epoch 79/100 58/58 [==============================] - 0s 360us/step - loss: 0.4442 - accuracy: 0.7757 Epoch 80/100 58/58 [==============================] - 0s 376us/step - loss: 0.4443 - accuracy: 0.7729 Epoch 81/100 58/58 [==============================] - 0s 373us/step - loss: 0.4432 - accuracy: 0.7729 Epoch 82/100 58/58 [==============================] - 0s 369us/step - loss: 0.4430 - accuracy: 0.7743 Epoch 83/100 58/58 [==============================] - 0s 375us/step - loss: 0.4434 - accuracy: 0.7799 Epoch 84/100 58/58 [==============================] - 0s 364us/step - loss: 0.4421 - accuracy: 0.7785 Epoch 85/100 58/58 [==============================] - 0s 368us/step - loss: 0.4411 - accuracy: 0.7764 Epoch 86/100 58/58 [==============================] - 0s 374us/step - loss: 0.4407 - accuracy: 0.7750 Epoch 87/100 58/58 [==============================] - 0s 366us/step - loss: 0.4407 - accuracy: 0.7778 Epoch 88/100 58/58 [==============================] - 0s 356us/step - loss: 0.4403 - accuracy: 0.7799 Epoch 89/100 58/58 [==============================] - 0s 364us/step - loss: 0.4402 - accuracy: 0.7819 Epoch 90/100 58/58 [==============================] - 0s 369us/step - loss: 0.4391 - accuracy: 0.7764 Epoch 91/100 58/58 [==============================] - 0s 352us/step - loss: 0.4393 - accuracy: 0.7792 Epoch 92/100 58/58 [==============================] - 0s 375us/step - loss: 0.4380 - accuracy: 0.7826 Epoch 93/100 58/58 [==============================] - 0s 371us/step - loss: 0.4379 - accuracy: 0.7840 Epoch 94/100 58/58 [==============================] - 0s 372us/step - loss: 0.4377 - accuracy: 0.7819 Epoch 95/100 58/58 [==============================] - 0s 366us/step - loss: 0.4371 - accuracy: 0.7806 Epoch 96/100 58/58 [==============================] - 0s 377us/step - loss: 0.4370 - accuracy: 0.7826 Epoch 97/100 58/58 [==============================] - 0s 364us/step - loss: 0.4359 - accuracy: 0.7854 Epoch 98/100 58/58 [==============================] - 0s 345us/step - loss: 0.4362 - accuracy: 0.7840 Epoch 99/100 58/58 [==============================] - 0s 371us/step - loss: 0.4349 - accuracy: 0.7785 Epoch 100/100 58/58 [==============================] - 0s 357us/step - loss: 0.4350 - accuracy: 0.7861 5/5 [==============================] - 0s 440us/step Epoch 1/100 58/58 [==============================] - 0s 484us/step - loss: 0.6875 - accuracy: 0.6514 Epoch 2/100 58/58 [==============================] - 0s 402us/step - loss: 0.6614 - accuracy: 0.6514 Epoch 3/100 58/58 [==============================] - 0s 368us/step - loss: 0.5936 - accuracy: 0.6632 Epoch 4/100 58/58 [==============================] - 0s 375us/step - loss: 0.5271 - accuracy: 0.7618 Epoch 5/100 58/58 [==============================] - 0s 377us/step - loss: 0.4982 - accuracy: 0.7660 Epoch 6/100 58/58 [==============================] - 0s 381us/step - loss: 0.4845 - accuracy: 0.7597 Epoch 7/100 58/58 [==============================] - 0s 370us/step - loss: 0.4776 - accuracy: 0.7597 Epoch 8/100 58/58 [==============================] - 0s 369us/step - loss: 0.4741 - accuracy: 0.7576 Epoch 9/100 58/58 [==============================] - 0s 370us/step - loss: 0.4719 - accuracy: 0.7604 Epoch 10/100 58/58 [==============================] - 0s 385us/step - loss: 0.4697 - accuracy: 0.7625 Epoch 11/100 58/58 [==============================] - 0s 382us/step - loss: 0.4682 - accuracy: 0.7632 Epoch 12/100 58/58 [==============================] - 0s 366us/step - loss: 0.4669 - accuracy: 0.7632 Epoch 13/100 58/58 [==============================] - 0s 370us/step - loss: 0.4658 - accuracy: 0.7688 Epoch 14/100 58/58 [==============================] - 0s 375us/step - loss: 0.4649 - accuracy: 0.7688 Epoch 15/100 58/58 [==============================] - 0s 369us/step - loss: 0.4644 - accuracy: 0.7778 Epoch 16/100 58/58 [==============================] - 0s 376us/step - loss: 0.4632 - accuracy: 0.7667 Epoch 17/100 58/58 [==============================] - 0s 369us/step - loss: 0.4624 - accuracy: 0.7785 Epoch 18/100 58/58 [==============================] - 0s 374us/step - loss: 0.4613 - accuracy: 0.7722 Epoch 19/100 58/58 [==============================] - 0s 362us/step - loss: 0.4605 - accuracy: 0.7750 Epoch 20/100 58/58 [==============================] - 0s 498us/step - loss: 0.4597 - accuracy: 0.7785 Epoch 21/100 58/58 [==============================] - 0s 365us/step - loss: 0.4593 - accuracy: 0.7778 Epoch 22/100 58/58 [==============================] - 0s 359us/step - loss: 0.4582 - accuracy: 0.7792 Epoch 23/100 58/58 [==============================] - 0s 372us/step - loss: 0.4578 - accuracy: 0.7785 Epoch 24/100 58/58 [==============================] - 0s 375us/step - loss: 0.4569 - accuracy: 0.7771 Epoch 25/100 58/58 [==============================] - 0s 368us/step - loss: 0.4562 - accuracy: 0.7771 Epoch 26/100 58/58 [==============================] - 0s 367us/step - loss: 0.4558 - accuracy: 0.7792 Epoch 27/100 58/58 [==============================] - 0s 372us/step - loss: 0.4551 - accuracy: 0.7750 Epoch 28/100 58/58 [==============================] - 0s 366us/step - loss: 0.4546 - accuracy: 0.7785 Epoch 29/100 58/58 [==============================] - 0s 369us/step - loss: 0.4538 - accuracy: 0.7778 Epoch 30/100 58/58 [==============================] - 0s 368us/step - loss: 0.4531 - accuracy: 0.7750 Epoch 31/100 58/58 [==============================] - 0s 359us/step - loss: 0.4528 - accuracy: 0.7806 Epoch 32/100 58/58 [==============================] - 0s 363us/step - loss: 0.4524 - accuracy: 0.7812 Epoch 33/100 58/58 [==============================] - 0s 370us/step - loss: 0.4515 - accuracy: 0.7785 Epoch 34/100 58/58 [==============================] - 0s 354us/step - loss: 0.4513 - accuracy: 0.7799 Epoch 35/100 58/58 [==============================] - 0s 359us/step - loss: 0.4510 - accuracy: 0.7847 Epoch 36/100 58/58 [==============================] - 0s 368us/step - loss: 0.4504 - accuracy: 0.7833 Epoch 37/100 58/58 [==============================] - 0s 366us/step - loss: 0.4497 - accuracy: 0.7847 Epoch 38/100 58/58 [==============================] - 0s 362us/step - loss: 0.4494 - accuracy: 0.7819 Epoch 39/100 58/58 [==============================] - 0s 373us/step - loss: 0.4496 - accuracy: 0.7861 Epoch 40/100 58/58 [==============================] - 0s 409us/step - loss: 0.4485 - accuracy: 0.7861 Epoch 41/100 58/58 [==============================] - 0s 404us/step - loss: 0.4482 - accuracy: 0.7861 Epoch 42/100 58/58 [==============================] - 0s 473us/step - loss: 0.4480 - accuracy: 0.7833 Epoch 43/100 58/58 [==============================] - 0s 530us/step - loss: 0.4471 - accuracy: 0.7910 Epoch 44/100 58/58 [==============================] - 0s 430us/step - loss: 0.4472 - accuracy: 0.7924 Epoch 45/100 58/58 [==============================] - 0s 431us/step - loss: 0.4462 - accuracy: 0.7937 Epoch 46/100 58/58 [==============================] - 0s 363us/step - loss: 0.4459 - accuracy: 0.7875 Epoch 47/100 58/58 [==============================] - 0s 362us/step - loss: 0.4458 - accuracy: 0.7937 Epoch 48/100 58/58 [==============================] - 0s 360us/step - loss: 0.4451 - accuracy: 0.7875 Epoch 49/100 58/58 [==============================] - 0s 357us/step - loss: 0.4448 - accuracy: 0.7931 Epoch 50/100 58/58 [==============================] - 0s 404us/step - loss: 0.4452 - accuracy: 0.7889 Epoch 51/100 58/58 [==============================] - 0s 382us/step - loss: 0.4448 - accuracy: 0.7889 Epoch 52/100 58/58 [==============================] - 0s 365us/step - loss: 0.4444 - accuracy: 0.7951 Epoch 53/100 58/58 [==============================] - 0s 373us/step - loss: 0.4431 - accuracy: 0.7944 Epoch 54/100 58/58 [==============================] - 0s 375us/step - loss: 0.4431 - accuracy: 0.7951 Epoch 55/100 58/58 [==============================] - 0s 351us/step - loss: 0.4430 - accuracy: 0.7903 Epoch 56/100 58/58 [==============================] - 0s 390us/step - loss: 0.4422 - accuracy: 0.7979 Epoch 57/100 58/58 [==============================] - 0s 352us/step - loss: 0.4421 - accuracy: 0.7986 Epoch 58/100 58/58 [==============================] - 0s 367us/step - loss: 0.4416 - accuracy: 0.7979 Epoch 59/100 58/58 [==============================] - 0s 357us/step - loss: 0.4412 - accuracy: 0.7958 Epoch 60/100 58/58 [==============================] - 0s 366us/step - loss: 0.4402 - accuracy: 0.7979 Epoch 61/100 58/58 [==============================] - 0s 374us/step - loss: 0.4402 - accuracy: 0.7993 Epoch 62/100 58/58 [==============================] - 0s 365us/step - loss: 0.4392 - accuracy: 0.8000 Epoch 63/100 58/58 [==============================] - 0s 366us/step - loss: 0.4399 - accuracy: 0.8000 Epoch 64/100 58/58 [==============================] - 0s 396us/step - loss: 0.4390 - accuracy: 0.8014 Epoch 65/100 58/58 [==============================] - 0s 356us/step - loss: 0.4384 - accuracy: 0.7993 Epoch 66/100 58/58 [==============================] - 0s 394us/step - loss: 0.4381 - accuracy: 0.8035 Epoch 67/100 58/58 [==============================] - 0s 374us/step - loss: 0.4383 - accuracy: 0.8042 Epoch 68/100 58/58 [==============================] - 0s 370us/step - loss: 0.4377 - accuracy: 0.8035 Epoch 69/100 58/58 [==============================] - 0s 360us/step - loss: 0.4371 - accuracy: 0.8014 Epoch 70/100 58/58 [==============================] - 0s 362us/step - loss: 0.4375 - accuracy: 0.8014 Epoch 71/100 58/58 [==============================] - 0s 360us/step - loss: 0.4368 - accuracy: 0.7993 Epoch 72/100 58/58 [==============================] - 0s 375us/step - loss: 0.4366 - accuracy: 0.7979 Epoch 73/100 58/58 [==============================] - 0s 372us/step - loss: 0.4359 - accuracy: 0.8007 Epoch 74/100 58/58 [==============================] - 0s 355us/step - loss: 0.4357 - accuracy: 0.8042 Epoch 75/100 58/58 [==============================] - 0s 365us/step - loss: 0.4355 - accuracy: 0.8021 Epoch 76/100 58/58 [==============================] - 0s 369us/step - loss: 0.4347 - accuracy: 0.8000 Epoch 77/100 58/58 [==============================] - 0s 367us/step - loss: 0.4347 - accuracy: 0.8021 Epoch 78/100 58/58 [==============================] - 0s 356us/step - loss: 0.4346 - accuracy: 0.7993 Epoch 79/100 58/58 [==============================] - 0s 372us/step - loss: 0.4349 - accuracy: 0.7993 Epoch 80/100 58/58 [==============================] - 0s 373us/step - loss: 0.4336 - accuracy: 0.8014 Epoch 81/100 58/58 [==============================] - 0s 364us/step - loss: 0.4343 - accuracy: 0.7937 Epoch 82/100 58/58 [==============================] - 0s 374us/step - loss: 0.4342 - accuracy: 0.8007 Epoch 83/100 58/58 [==============================] - 0s 353us/step - loss: 0.4337 - accuracy: 0.7979 Epoch 84/100 58/58 [==============================] - 0s 355us/step - loss: 0.4342 - accuracy: 0.8028 Epoch 85/100 58/58 [==============================] - 0s 370us/step - loss: 0.4333 - accuracy: 0.7986 Epoch 86/100 58/58 [==============================] - 0s 369us/step - loss: 0.4336 - accuracy: 0.7972 Epoch 87/100 58/58 [==============================] - 0s 370us/step - loss: 0.4339 - accuracy: 0.7986 Epoch 88/100 58/58 [==============================] - 0s 381us/step - loss: 0.4331 - accuracy: 0.8049 Epoch 89/100 58/58 [==============================] - 0s 368us/step - loss: 0.4323 - accuracy: 0.8014 Epoch 90/100 58/58 [==============================] - 0s 349us/step - loss: 0.4329 - accuracy: 0.7972 Epoch 91/100 58/58 [==============================] - 0s 365us/step - loss: 0.4321 - accuracy: 0.8069 Epoch 92/100 58/58 [==============================] - 0s 368us/step - loss: 0.4321 - accuracy: 0.8007 Epoch 93/100 58/58 [==============================] - 0s 365us/step - loss: 0.4321 - accuracy: 0.8014 Epoch 94/100 58/58 [==============================] - 0s 370us/step - loss: 0.4321 - accuracy: 0.8000 Epoch 95/100 58/58 [==============================] - 0s 363us/step - loss: 0.4311 - accuracy: 0.8014 Epoch 96/100 58/58 [==============================] - 0s 371us/step - loss: 0.4314 - accuracy: 0.7979 Epoch 97/100 58/58 [==============================] - 0s 358us/step - loss: 0.4306 - accuracy: 0.8028 Epoch 98/100 58/58 [==============================] - 0s 380us/step - loss: 0.4308 - accuracy: 0.8042 Epoch 99/100 58/58 [==============================] - 0s 384us/step - loss: 0.4308 - accuracy: 0.8042 Epoch 100/100 58/58 [==============================] - 0s 365us/step - loss: 0.4304 - accuracy: 0.8056 5/5 [==============================] - 0s 467us/step Epoch 1/100 58/58 [==============================] - 0s 464us/step - loss: 0.6887 - accuracy: 0.6500 Epoch 2/100 58/58 [==============================] - 0s 544us/step - loss: 0.6590 - accuracy: 0.6521 Epoch 3/100 58/58 [==============================] - 0s 370us/step - loss: 0.5812 - accuracy: 0.6521 Epoch 4/100 58/58 [==============================] - 0s 376us/step - loss: 0.5333 - accuracy: 0.6556 Epoch 5/100 58/58 [==============================] - 0s 366us/step - loss: 0.5178 - accuracy: 0.7389 Epoch 6/100 58/58 [==============================] - 0s 352us/step - loss: 0.5074 - accuracy: 0.7611 Epoch 7/100 58/58 [==============================] - 0s 372us/step - loss: 0.4994 - accuracy: 0.7625 Epoch 8/100 58/58 [==============================] - 0s 351us/step - loss: 0.4939 - accuracy: 0.7597 Epoch 9/100 58/58 [==============================] - 0s 366us/step - loss: 0.4892 - accuracy: 0.7625 Epoch 10/100 58/58 [==============================] - 0s 371us/step - loss: 0.4852 - accuracy: 0.7618 Epoch 11/100 58/58 [==============================] - 0s 363us/step - loss: 0.4823 - accuracy: 0.7625 Epoch 12/100 58/58 [==============================] - 0s 360us/step - loss: 0.4798 - accuracy: 0.7632 Epoch 13/100 58/58 [==============================] - 0s 361us/step - loss: 0.4775 - accuracy: 0.7625 Epoch 14/100 58/58 [==============================] - 0s 374us/step - loss: 0.4758 - accuracy: 0.7604 Epoch 15/100 58/58 [==============================] - 0s 367us/step - loss: 0.4739 - accuracy: 0.7625 Epoch 16/100 58/58 [==============================] - 0s 364us/step - loss: 0.4726 - accuracy: 0.7597 Epoch 17/100 58/58 [==============================] - 0s 369us/step - loss: 0.4712 - accuracy: 0.7597 Epoch 18/100 58/58 [==============================] - 0s 353us/step - loss: 0.4700 - accuracy: 0.7604 Epoch 19/100 58/58 [==============================] - 0s 363us/step - loss: 0.4693 - accuracy: 0.7667 Epoch 20/100 58/58 [==============================] - 0s 366us/step - loss: 0.4682 - accuracy: 0.7632 Epoch 21/100 58/58 [==============================] - 0s 361us/step - loss: 0.4673 - accuracy: 0.7646 Epoch 22/100 58/58 [==============================] - 0s 365us/step - loss: 0.4665 - accuracy: 0.7632 Epoch 23/100 58/58 [==============================] - 0s 364us/step - loss: 0.4659 - accuracy: 0.7618 Epoch 24/100 58/58 [==============================] - 0s 350us/step - loss: 0.4651 - accuracy: 0.7646 Epoch 25/100 58/58 [==============================] - 0s 369us/step - loss: 0.4647 - accuracy: 0.7632 Epoch 26/100 58/58 [==============================] - 0s 364us/step - loss: 0.4637 - accuracy: 0.7632 Epoch 27/100 58/58 [==============================] - 0s 357us/step - loss: 0.4629 - accuracy: 0.7625 Epoch 28/100 58/58 [==============================] - 0s 376us/step - loss: 0.4624 - accuracy: 0.7639 Epoch 29/100 58/58 [==============================] - 0s 378us/step - loss: 0.4619 - accuracy: 0.7667 Epoch 30/100 58/58 [==============================] - 0s 358us/step - loss: 0.4613 - accuracy: 0.7681 Epoch 31/100 58/58 [==============================] - 0s 366us/step - loss: 0.4606 - accuracy: 0.7660 Epoch 32/100 58/58 [==============================] - 0s 366us/step - loss: 0.4604 - accuracy: 0.7681 Epoch 33/100 58/58 [==============================] - 0s 357us/step - loss: 0.4599 - accuracy: 0.7667 Epoch 34/100 58/58 [==============================] - 0s 379us/step - loss: 0.4598 - accuracy: 0.7667 Epoch 35/100 58/58 [==============================] - 0s 368us/step - loss: 0.4592 - accuracy: 0.7701 Epoch 36/100 58/58 [==============================] - 0s 361us/step - loss: 0.4585 - accuracy: 0.7681 Epoch 37/100 58/58 [==============================] - 0s 370us/step - loss: 0.4583 - accuracy: 0.7715 Epoch 38/100 58/58 [==============================] - 0s 355us/step - loss: 0.4576 - accuracy: 0.7674 Epoch 39/100 58/58 [==============================] - 0s 373us/step - loss: 0.4570 - accuracy: 0.7708 Epoch 40/100 58/58 [==============================] - 0s 377us/step - loss: 0.4565 - accuracy: 0.7715 Epoch 41/100 58/58 [==============================] - 0s 367us/step - loss: 0.4563 - accuracy: 0.7743 Epoch 42/100 58/58 [==============================] - 0s 359us/step - loss: 0.4558 - accuracy: 0.7681 Epoch 43/100 58/58 [==============================] - 0s 373us/step - loss: 0.4552 - accuracy: 0.7708 Epoch 44/100 58/58 [==============================] - 0s 371us/step - loss: 0.4551 - accuracy: 0.7715 Epoch 45/100 58/58 [==============================] - 0s 366us/step - loss: 0.4551 - accuracy: 0.7750 Epoch 46/100 58/58 [==============================] - 0s 376us/step - loss: 0.4546 - accuracy: 0.7729 Epoch 47/100 58/58 [==============================] - 0s 364us/step - loss: 0.4536 - accuracy: 0.7764 Epoch 48/100 58/58 [==============================] - 0s 361us/step - loss: 0.4538 - accuracy: 0.7743 Epoch 49/100 58/58 [==============================] - 0s 375us/step - loss: 0.4538 - accuracy: 0.7757 Epoch 50/100 58/58 [==============================] - 0s 370us/step - loss: 0.4530 - accuracy: 0.7764 Epoch 51/100 58/58 [==============================] - 0s 356us/step - loss: 0.4529 - accuracy: 0.7715 Epoch 52/100 58/58 [==============================] - 0s 378us/step - loss: 0.4520 - accuracy: 0.7722 Epoch 53/100 58/58 [==============================] - 0s 358us/step - loss: 0.4517 - accuracy: 0.7729 Epoch 54/100 58/58 [==============================] - 0s 376us/step - loss: 0.4513 - accuracy: 0.7757 Epoch 55/100 58/58 [==============================] - 0s 349us/step - loss: 0.4511 - accuracy: 0.7750 Epoch 56/100 58/58 [==============================] - 0s 370us/step - loss: 0.4505 - accuracy: 0.7757 Epoch 57/100 58/58 [==============================] - 0s 365us/step - loss: 0.4505 - accuracy: 0.7750 Epoch 58/100 58/58 [==============================] - 0s 378us/step - loss: 0.4498 - accuracy: 0.7667 Epoch 59/100 58/58 [==============================] - 0s 366us/step - loss: 0.4490 - accuracy: 0.7757 Epoch 60/100 58/58 [==============================] - 0s 374us/step - loss: 0.4486 - accuracy: 0.7764 Epoch 61/100 58/58 [==============================] - 0s 360us/step - loss: 0.4484 - accuracy: 0.7785 Epoch 62/100 58/58 [==============================] - 0s 376us/step - loss: 0.4481 - accuracy: 0.7743 Epoch 63/100 58/58 [==============================] - 0s 368us/step - loss: 0.4466 - accuracy: 0.7764 Epoch 64/100 58/58 [==============================] - 0s 371us/step - loss: 0.4459 - accuracy: 0.7736 Epoch 65/100 58/58 [==============================] - 0s 362us/step - loss: 0.4453 - accuracy: 0.7771 Epoch 66/100 58/58 [==============================] - 0s 353us/step - loss: 0.4446 - accuracy: 0.7757 Epoch 67/100 58/58 [==============================] - 0s 373us/step - loss: 0.4447 - accuracy: 0.7806 Epoch 68/100 58/58 [==============================] - 0s 363us/step - loss: 0.4438 - accuracy: 0.7750 Epoch 69/100 58/58 [==============================] - 0s 351us/step - loss: 0.4430 - accuracy: 0.7785 Epoch 70/100 58/58 [==============================] - 0s 375us/step - loss: 0.4423 - accuracy: 0.7792 Epoch 71/100 58/58 [==============================] - 0s 366us/step - loss: 0.4422 - accuracy: 0.7771 Epoch 72/100 58/58 [==============================] - 0s 385us/step - loss: 0.4412 - accuracy: 0.7771 Epoch 73/100 58/58 [==============================] - 0s 370us/step - loss: 0.4412 - accuracy: 0.7778 Epoch 74/100 58/58 [==============================] - 0s 372us/step - loss: 0.4405 - accuracy: 0.7757 Epoch 75/100 58/58 [==============================] - 0s 359us/step - loss: 0.4402 - accuracy: 0.7722 Epoch 76/100 58/58 [==============================] - 0s 371us/step - loss: 0.4396 - accuracy: 0.7778 Epoch 77/100 58/58 [==============================] - 0s 378us/step - loss: 0.4392 - accuracy: 0.7799 Epoch 78/100 58/58 [==============================] - 0s 374us/step - loss: 0.4383 - accuracy: 0.7799 Epoch 79/100 58/58 [==============================] - 0s 368us/step - loss: 0.4379 - accuracy: 0.7778 Epoch 80/100 58/58 [==============================] - 0s 361us/step - loss: 0.4378 - accuracy: 0.7799 Epoch 81/100 58/58 [==============================] - 0s 367us/step - loss: 0.4373 - accuracy: 0.7806 Epoch 82/100 58/58 [==============================] - 0s 376us/step - loss: 0.4370 - accuracy: 0.7792 Epoch 83/100 58/58 [==============================] - 0s 357us/step - loss: 0.4357 - accuracy: 0.7799 Epoch 84/100 58/58 [==============================] - 0s 511us/step - loss: 0.4349 - accuracy: 0.7792 Epoch 85/100 58/58 [==============================] - 0s 365us/step - loss: 0.4348 - accuracy: 0.7785 Epoch 86/100 58/58 [==============================] - 0s 361us/step - loss: 0.4341 - accuracy: 0.7806 Epoch 87/100 58/58 [==============================] - 0s 362us/step - loss: 0.4331 - accuracy: 0.7799 Epoch 88/100 58/58 [==============================] - 0s 372us/step - loss: 0.4327 - accuracy: 0.7785 Epoch 89/100 58/58 [==============================] - 0s 361us/step - loss: 0.4325 - accuracy: 0.7806 Epoch 90/100 58/58 [==============================] - 0s 379us/step - loss: 0.4322 - accuracy: 0.7764 Epoch 91/100 58/58 [==============================] - 0s 361us/step - loss: 0.4316 - accuracy: 0.7778 Epoch 92/100 58/58 [==============================] - 0s 377us/step - loss: 0.4315 - accuracy: 0.7812 Epoch 93/100 58/58 [==============================] - 0s 382us/step - loss: 0.4307 - accuracy: 0.7743 Epoch 94/100 58/58 [==============================] - 0s 366us/step - loss: 0.4306 - accuracy: 0.7771 Epoch 95/100 58/58 [==============================] - 0s 393us/step - loss: 0.4298 - accuracy: 0.7812 Epoch 96/100 58/58 [==============================] - 0s 372us/step - loss: 0.4298 - accuracy: 0.7757 Epoch 97/100 58/58 [==============================] - 0s 350us/step - loss: 0.4291 - accuracy: 0.7833 Epoch 98/100 58/58 [==============================] - 0s 375us/step - loss: 0.4292 - accuracy: 0.7826 Epoch 99/100 58/58 [==============================] - 0s 353us/step - loss: 0.4286 - accuracy: 0.7812 Epoch 100/100 58/58 [==============================] - 0s 375us/step - loss: 0.4285 - accuracy: 0.7799 5/5 [==============================] - 0s 514us/step Epoch 1/100 58/58 [==============================] - 0s 464us/step - loss: 0.6884 - accuracy: 0.6549 Epoch 2/100 58/58 [==============================] - 0s 402us/step - loss: 0.6708 - accuracy: 0.6597 Epoch 3/100 58/58 [==============================] - 0s 379us/step - loss: 0.6240 - accuracy: 0.6799 Epoch 4/100 58/58 [==============================] - 0s 368us/step - loss: 0.5579 - accuracy: 0.7569 Epoch 5/100 58/58 [==============================] - 0s 374us/step - loss: 0.5096 - accuracy: 0.7708 Epoch 6/100 58/58 [==============================] - 0s 383us/step - loss: 0.4876 - accuracy: 0.7604 Epoch 7/100 58/58 [==============================] - 0s 365us/step - loss: 0.4800 - accuracy: 0.7625 Epoch 8/100 58/58 [==============================] - 0s 371us/step - loss: 0.4752 - accuracy: 0.7646 Epoch 9/100 58/58 [==============================] - 0s 362us/step - loss: 0.4721 - accuracy: 0.7604 Epoch 10/100 58/58 [==============================] - 0s 359us/step - loss: 0.4701 - accuracy: 0.7701 Epoch 11/100 58/58 [==============================] - 0s 383us/step - loss: 0.4688 - accuracy: 0.7715 Epoch 12/100 58/58 [==============================] - 0s 364us/step - loss: 0.4673 - accuracy: 0.7722 Epoch 13/100 58/58 [==============================] - 0s 379us/step - loss: 0.4661 - accuracy: 0.7736 Epoch 14/100 58/58 [==============================] - 0s 375us/step - loss: 0.4655 - accuracy: 0.7701 Epoch 15/100 58/58 [==============================] - 0s 370us/step - loss: 0.4645 - accuracy: 0.7715 Epoch 16/100 58/58 [==============================] - 0s 379us/step - loss: 0.4638 - accuracy: 0.7729 Epoch 17/100 58/58 [==============================] - 0s 378us/step - loss: 0.4634 - accuracy: 0.7715 Epoch 18/100 58/58 [==============================] - 0s 378us/step - loss: 0.4625 - accuracy: 0.7736 Epoch 19/100 58/58 [==============================] - 0s 383us/step - loss: 0.4620 - accuracy: 0.7736 Epoch 20/100 58/58 [==============================] - 0s 357us/step - loss: 0.4611 - accuracy: 0.7729 Epoch 21/100 58/58 [==============================] - 0s 360us/step - loss: 0.4608 - accuracy: 0.7722 Epoch 22/100 58/58 [==============================] - 0s 376us/step - loss: 0.4601 - accuracy: 0.7701 Epoch 23/100 58/58 [==============================] - 0s 382us/step - loss: 0.4593 - accuracy: 0.7722 Epoch 24/100 58/58 [==============================] - 0s 366us/step - loss: 0.4586 - accuracy: 0.7715 Epoch 25/100 58/58 [==============================] - 0s 362us/step - loss: 0.4576 - accuracy: 0.7736 Epoch 26/100 58/58 [==============================] - 0s 373us/step - loss: 0.4573 - accuracy: 0.7764 Epoch 27/100 58/58 [==============================] - 0s 363us/step - loss: 0.4563 - accuracy: 0.7771 Epoch 28/100 58/58 [==============================] - 0s 384us/step - loss: 0.4561 - accuracy: 0.7743 Epoch 29/100 58/58 [==============================] - 0s 383us/step - loss: 0.4550 - accuracy: 0.7750 Epoch 30/100 58/58 [==============================] - 0s 355us/step - loss: 0.4544 - accuracy: 0.7715 Epoch 31/100 58/58 [==============================] - 0s 373us/step - loss: 0.4539 - accuracy: 0.7785 Epoch 32/100 58/58 [==============================] - 0s 358us/step - loss: 0.4534 - accuracy: 0.7778 Epoch 33/100 58/58 [==============================] - 0s 359us/step - loss: 0.4529 - accuracy: 0.7799 Epoch 34/100 58/58 [==============================] - 0s 363us/step - loss: 0.4523 - accuracy: 0.7799 Epoch 35/100 58/58 [==============================] - 0s 372us/step - loss: 0.4519 - accuracy: 0.7785 Epoch 36/100 58/58 [==============================] - 0s 370us/step - loss: 0.4509 - accuracy: 0.7812 Epoch 37/100 58/58 [==============================] - 0s 377us/step - loss: 0.4512 - accuracy: 0.7819 Epoch 38/100 58/58 [==============================] - 0s 384us/step - loss: 0.4500 - accuracy: 0.7799 Epoch 39/100 58/58 [==============================] - 0s 372us/step - loss: 0.4494 - accuracy: 0.7806 Epoch 40/100 58/58 [==============================] - 0s 362us/step - loss: 0.4491 - accuracy: 0.7799 Epoch 41/100 58/58 [==============================] - 0s 394us/step - loss: 0.4485 - accuracy: 0.7812 Epoch 42/100 58/58 [==============================] - 0s 372us/step - loss: 0.4478 - accuracy: 0.7840 Epoch 43/100 58/58 [==============================] - 0s 375us/step - loss: 0.4472 - accuracy: 0.7819 Epoch 44/100 58/58 [==============================] - 0s 372us/step - loss: 0.4467 - accuracy: 0.7826 Epoch 45/100 58/58 [==============================] - 0s 379us/step - loss: 0.4464 - accuracy: 0.7819 Epoch 46/100 58/58 [==============================] - 0s 372us/step - loss: 0.4452 - accuracy: 0.7861 Epoch 47/100 58/58 [==============================] - 0s 358us/step - loss: 0.4457 - accuracy: 0.7833 Epoch 48/100 58/58 [==============================] - 0s 380us/step - loss: 0.4450 - accuracy: 0.7847 Epoch 49/100 58/58 [==============================] - 0s 363us/step - loss: 0.4439 - accuracy: 0.7819 Epoch 50/100 58/58 [==============================] - 0s 358us/step - loss: 0.4435 - accuracy: 0.7833 Epoch 51/100 58/58 [==============================] - 0s 372us/step - loss: 0.4428 - accuracy: 0.7847 Epoch 52/100 58/58 [==============================] - 0s 373us/step - loss: 0.4425 - accuracy: 0.7896 Epoch 53/100 58/58 [==============================] - 0s 354us/step - loss: 0.4424 - accuracy: 0.7917 Epoch 54/100 58/58 [==============================] - 0s 379us/step - loss: 0.4419 - accuracy: 0.7840 Epoch 55/100 58/58 [==============================] - 0s 380us/step - loss: 0.4412 - accuracy: 0.7910 Epoch 56/100 58/58 [==============================] - 0s 371us/step - loss: 0.4406 - accuracy: 0.7896 Epoch 57/100 58/58 [==============================] - 0s 367us/step - loss: 0.4404 - accuracy: 0.7917 Epoch 58/100 58/58 [==============================] - 0s 372us/step - loss: 0.4394 - accuracy: 0.7889 Epoch 59/100 58/58 [==============================] - 0s 374us/step - loss: 0.4390 - accuracy: 0.7889 Epoch 60/100 58/58 [==============================] - 0s 379us/step - loss: 0.4390 - accuracy: 0.7910 Epoch 61/100 58/58 [==============================] - 0s 357us/step - loss: 0.4384 - accuracy: 0.7889 Epoch 62/100 58/58 [==============================] - 0s 368us/step - loss: 0.4382 - accuracy: 0.7944 Epoch 63/100 58/58 [==============================] - 0s 354us/step - loss: 0.4369 - accuracy: 0.7903 Epoch 64/100 58/58 [==============================] - 0s 373us/step - loss: 0.4363 - accuracy: 0.7903 Epoch 65/100 58/58 [==============================] - 0s 371us/step - loss: 0.4361 - accuracy: 0.7944 Epoch 66/100 58/58 [==============================] - 0s 515us/step - loss: 0.4358 - accuracy: 0.7910 Epoch 67/100 58/58 [==============================] - 0s 378us/step - loss: 0.4351 - accuracy: 0.7924 Epoch 68/100 58/58 [==============================] - 0s 363us/step - loss: 0.4342 - accuracy: 0.7889 Epoch 69/100 58/58 [==============================] - 0s 372us/step - loss: 0.4340 - accuracy: 0.7910 Epoch 70/100 58/58 [==============================] - 0s 353us/step - loss: 0.4335 - accuracy: 0.7917 Epoch 71/100 58/58 [==============================] - 0s 362us/step - loss: 0.4331 - accuracy: 0.7931 Epoch 72/100 58/58 [==============================] - 0s 355us/step - loss: 0.4328 - accuracy: 0.7924 Epoch 73/100 58/58 [==============================] - 0s 367us/step - loss: 0.4325 - accuracy: 0.7958 Epoch 74/100 58/58 [==============================] - 0s 369us/step - loss: 0.4323 - accuracy: 0.7965 Epoch 75/100 58/58 [==============================] - 0s 374us/step - loss: 0.4320 - accuracy: 0.7944 Epoch 76/100 58/58 [==============================] - 0s 369us/step - loss: 0.4313 - accuracy: 0.7931 Epoch 77/100 58/58 [==============================] - 0s 361us/step - loss: 0.4310 - accuracy: 0.7944 Epoch 78/100 58/58 [==============================] - 0s 355us/step - loss: 0.4309 - accuracy: 0.7972 Epoch 79/100 58/58 [==============================] - 0s 371us/step - loss: 0.4302 - accuracy: 0.7986 Epoch 80/100 58/58 [==============================] - 0s 372us/step - loss: 0.4298 - accuracy: 0.7931 Epoch 81/100 58/58 [==============================] - 0s 372us/step - loss: 0.4293 - accuracy: 0.7958 Epoch 82/100 58/58 [==============================] - 0s 368us/step - loss: 0.4287 - accuracy: 0.7972 Epoch 83/100 58/58 [==============================] - 0s 369us/step - loss: 0.4282 - accuracy: 0.7958 Epoch 84/100 58/58 [==============================] - 0s 367us/step - loss: 0.4278 - accuracy: 0.7951 Epoch 85/100 58/58 [==============================] - 0s 375us/step - loss: 0.4272 - accuracy: 0.7944 Epoch 86/100 58/58 [==============================] - 0s 370us/step - loss: 0.4271 - accuracy: 0.7958 Epoch 87/100 58/58 [==============================] - 0s 359us/step - loss: 0.4263 - accuracy: 0.7951 Epoch 88/100 58/58 [==============================] - 0s 349us/step - loss: 0.4263 - accuracy: 0.7986 Epoch 89/100 58/58 [==============================] - 0s 368us/step - loss: 0.4257 - accuracy: 0.7951 Epoch 90/100 58/58 [==============================] - 0s 364us/step - loss: 0.4248 - accuracy: 0.7958 Epoch 91/100 58/58 [==============================] - 0s 368us/step - loss: 0.4247 - accuracy: 0.7986 Epoch 92/100 58/58 [==============================] - 0s 372us/step - loss: 0.4245 - accuracy: 0.7993 Epoch 93/100 58/58 [==============================] - 0s 361us/step - loss: 0.4233 - accuracy: 0.8021 Epoch 94/100 58/58 [==============================] - 0s 361us/step - loss: 0.4225 - accuracy: 0.7972 Epoch 95/100 58/58 [==============================] - 0s 369us/step - loss: 0.4225 - accuracy: 0.8000 Epoch 96/100 58/58 [==============================] - 0s 368us/step - loss: 0.4221 - accuracy: 0.7972 Epoch 97/100 58/58 [==============================] - 0s 359us/step - loss: 0.4220 - accuracy: 0.8014 Epoch 98/100 58/58 [==============================] - 0s 373us/step - loss: 0.4209 - accuracy: 0.8021 Epoch 99/100 58/58 [==============================] - 0s 374us/step - loss: 0.4204 - accuracy: 0.8000 Epoch 100/100 58/58 [==============================] - 0s 353us/step - loss: 0.4203 - accuracy: 0.8056 5/5 [==============================] - 0s 505us/step Epoch 1/100 58/58 [==============================] - 0s 505us/step - loss: 0.6858 - accuracy: 0.6556 Epoch 2/100 58/58 [==============================] - 0s 393us/step - loss: 0.6681 - accuracy: 0.6590 Epoch 3/100 58/58 [==============================] - 0s 362us/step - loss: 0.6389 - accuracy: 0.6639 Epoch 4/100 58/58 [==============================] - 0s 376us/step - loss: 0.6006 - accuracy: 0.7049 Epoch 5/100 58/58 [==============================] - 0s 373us/step - loss: 0.5597 - accuracy: 0.7549 Epoch 6/100 58/58 [==============================] - 0s 383us/step - loss: 0.5249 - accuracy: 0.7715 Epoch 7/100 58/58 [==============================] - 0s 370us/step - loss: 0.5015 - accuracy: 0.7778 Epoch 8/100 58/58 [==============================] - 0s 376us/step - loss: 0.4879 - accuracy: 0.7688 Epoch 9/100 58/58 [==============================] - 0s 365us/step - loss: 0.4807 - accuracy: 0.7667 Epoch 10/100 58/58 [==============================] - 0s 374us/step - loss: 0.4765 - accuracy: 0.7618 Epoch 11/100 58/58 [==============================] - 0s 375us/step - loss: 0.4738 - accuracy: 0.7632 Epoch 12/100 58/58 [==============================] - 0s 376us/step - loss: 0.4719 - accuracy: 0.7639 Epoch 13/100 58/58 [==============================] - 0s 385us/step - loss: 0.4705 - accuracy: 0.7736 Epoch 14/100 58/58 [==============================] - 0s 376us/step - loss: 0.4695 - accuracy: 0.7701 Epoch 15/100 58/58 [==============================] - 0s 377us/step - loss: 0.4684 - accuracy: 0.7701 Epoch 16/100 58/58 [==============================] - 0s 391us/step - loss: 0.4677 - accuracy: 0.7715 Epoch 17/100 58/58 [==============================] - 0s 379us/step - loss: 0.4671 - accuracy: 0.7736 Epoch 18/100 58/58 [==============================] - 0s 378us/step - loss: 0.4665 - accuracy: 0.7722 Epoch 19/100 58/58 [==============================] - 0s 339us/step - loss: 0.4660 - accuracy: 0.7729 Epoch 20/100 58/58 [==============================] - 0s 375us/step - loss: 0.4656 - accuracy: 0.7729 Epoch 21/100 58/58 [==============================] - 0s 381us/step - loss: 0.4650 - accuracy: 0.7736 Epoch 22/100 58/58 [==============================] - 0s 359us/step - loss: 0.4645 - accuracy: 0.7701 Epoch 23/100 58/58 [==============================] - 0s 385us/step - loss: 0.4643 - accuracy: 0.7736 Epoch 24/100 58/58 [==============================] - 0s 367us/step - loss: 0.4636 - accuracy: 0.7708 Epoch 25/100 58/58 [==============================] - 0s 378us/step - loss: 0.4634 - accuracy: 0.7729 Epoch 26/100 58/58 [==============================] - 0s 419us/step - loss: 0.4636 - accuracy: 0.7729 Epoch 27/100 58/58 [==============================] - 0s 380us/step - loss: 0.4630 - accuracy: 0.7715 Epoch 28/100 58/58 [==============================] - 0s 388us/step - loss: 0.4622 - accuracy: 0.7750 Epoch 29/100 58/58 [==============================] - 0s 377us/step - loss: 0.4624 - accuracy: 0.7722 Epoch 30/100 58/58 [==============================] - 0s 378us/step - loss: 0.4620 - accuracy: 0.7812 Epoch 31/100 58/58 [==============================] - 0s 379us/step - loss: 0.4614 - accuracy: 0.7778 Epoch 32/100 58/58 [==============================] - 0s 371us/step - loss: 0.4610 - accuracy: 0.7819 Epoch 33/100 58/58 [==============================] - 0s 365us/step - loss: 0.4606 - accuracy: 0.7750 Epoch 34/100 58/58 [==============================] - 0s 355us/step - loss: 0.4601 - accuracy: 0.7799 Epoch 35/100 58/58 [==============================] - 0s 395us/step - loss: 0.4600 - accuracy: 0.7799 Epoch 36/100 58/58 [==============================] - 0s 378us/step - loss: 0.4594 - accuracy: 0.7826 Epoch 37/100 58/58 [==============================] - 0s 375us/step - loss: 0.4591 - accuracy: 0.7826 Epoch 38/100 58/58 [==============================] - 0s 348us/step - loss: 0.4588 - accuracy: 0.7799 Epoch 39/100 58/58 [==============================] - 0s 371us/step - loss: 0.4581 - accuracy: 0.7799 Epoch 40/100 58/58 [==============================] - 0s 378us/step - loss: 0.4582 - accuracy: 0.7826 Epoch 41/100 58/58 [==============================] - 0s 367us/step - loss: 0.4578 - accuracy: 0.7819 Epoch 42/100 58/58 [==============================] - 0s 379us/step - loss: 0.4574 - accuracy: 0.7861 Epoch 43/100 58/58 [==============================] - 0s 385us/step - loss: 0.4571 - accuracy: 0.7833 Epoch 44/100 58/58 [==============================] - 0s 384us/step - loss: 0.4565 - accuracy: 0.7875 Epoch 45/100 58/58 [==============================] - 0s 369us/step - loss: 0.4561 - accuracy: 0.7889 Epoch 46/100 58/58 [==============================] - 0s 544us/step - loss: 0.4558 - accuracy: 0.7882 Epoch 47/100 58/58 [==============================] - 0s 368us/step - loss: 0.4556 - accuracy: 0.7882 Epoch 48/100 58/58 [==============================] - 0s 379us/step - loss: 0.4547 - accuracy: 0.7889 Epoch 49/100 58/58 [==============================] - 0s 388us/step - loss: 0.4545 - accuracy: 0.7903 Epoch 50/100 58/58 [==============================] - 0s 395us/step - loss: 0.4538 - accuracy: 0.7889 Epoch 51/100 58/58 [==============================] - 0s 395us/step - loss: 0.4535 - accuracy: 0.7896 Epoch 52/100 58/58 [==============================] - 0s 425us/step - loss: 0.4528 - accuracy: 0.7868 Epoch 53/100 58/58 [==============================] - 0s 402us/step - loss: 0.4524 - accuracy: 0.7896 Epoch 54/100 58/58 [==============================] - 0s 389us/step - loss: 0.4519 - accuracy: 0.7896 Epoch 55/100 58/58 [==============================] - 0s 405us/step - loss: 0.4512 - accuracy: 0.7875 Epoch 56/100 58/58 [==============================] - 0s 386us/step - loss: 0.4510 - accuracy: 0.7882 Epoch 57/100 58/58 [==============================] - 0s 375us/step - loss: 0.4501 - accuracy: 0.7889 Epoch 58/100 58/58 [==============================] - 0s 380us/step - loss: 0.4499 - accuracy: 0.7882 Epoch 59/100 58/58 [==============================] - 0s 399us/step - loss: 0.4490 - accuracy: 0.7944 Epoch 60/100 58/58 [==============================] - 0s 424us/step - loss: 0.4487 - accuracy: 0.7861 Epoch 61/100 58/58 [==============================] - 0s 411us/step - loss: 0.4484 - accuracy: 0.7910 Epoch 62/100 58/58 [==============================] - 0s 400us/step - loss: 0.4476 - accuracy: 0.7875 Epoch 63/100 58/58 [==============================] - 0s 415us/step - loss: 0.4471 - accuracy: 0.7868 Epoch 64/100 58/58 [==============================] - 0s 402us/step - loss: 0.4468 - accuracy: 0.7896 Epoch 65/100 58/58 [==============================] - 0s 413us/step - loss: 0.4464 - accuracy: 0.7861 Epoch 66/100 58/58 [==============================] - 0s 395us/step - loss: 0.4462 - accuracy: 0.7903 Epoch 67/100 58/58 [==============================] - 0s 429us/step - loss: 0.4458 - accuracy: 0.7889 Epoch 68/100 58/58 [==============================] - 0s 428us/step - loss: 0.4454 - accuracy: 0.7868 Epoch 69/100 58/58 [==============================] - 0s 372us/step - loss: 0.4443 - accuracy: 0.7882 Epoch 70/100 58/58 [==============================] - 0s 378us/step - loss: 0.4450 - accuracy: 0.7861 Epoch 71/100 58/58 [==============================] - 0s 380us/step - loss: 0.4444 - accuracy: 0.7917 Epoch 72/100 58/58 [==============================] - 0s 382us/step - loss: 0.4443 - accuracy: 0.7896 Epoch 73/100 58/58 [==============================] - 0s 366us/step - loss: 0.4438 - accuracy: 0.7896 Epoch 74/100 58/58 [==============================] - 0s 370us/step - loss: 0.4436 - accuracy: 0.7882 Epoch 75/100 58/58 [==============================] - 0s 373us/step - loss: 0.4433 - accuracy: 0.7889 Epoch 76/100 58/58 [==============================] - 0s 384us/step - loss: 0.4430 - accuracy: 0.7889 Epoch 77/100 58/58 [==============================] - 0s 363us/step - loss: 0.4426 - accuracy: 0.7854 Epoch 78/100 58/58 [==============================] - 0s 384us/step - loss: 0.4425 - accuracy: 0.7868 Epoch 79/100 58/58 [==============================] - 0s 396us/step - loss: 0.4422 - accuracy: 0.7854 Epoch 80/100 58/58 [==============================] - 0s 383us/step - loss: 0.4420 - accuracy: 0.7875 Epoch 81/100 58/58 [==============================] - 0s 355us/step - loss: 0.4415 - accuracy: 0.7840 Epoch 82/100 58/58 [==============================] - 0s 384us/step - loss: 0.4414 - accuracy: 0.7875 Epoch 83/100 58/58 [==============================] - 0s 385us/step - loss: 0.4409 - accuracy: 0.7861 Epoch 84/100 58/58 [==============================] - 0s 382us/step - loss: 0.4407 - accuracy: 0.7875 Epoch 85/100 58/58 [==============================] - 0s 366us/step - loss: 0.4405 - accuracy: 0.7840 Epoch 86/100 58/58 [==============================] - 0s 354us/step - loss: 0.4402 - accuracy: 0.7875 Epoch 87/100 58/58 [==============================] - 0s 373us/step - loss: 0.4397 - accuracy: 0.7861 Epoch 88/100 58/58 [==============================] - 0s 389us/step - loss: 0.4396 - accuracy: 0.7882 Epoch 89/100 58/58 [==============================] - 0s 371us/step - loss: 0.4395 - accuracy: 0.7868 Epoch 90/100 58/58 [==============================] - 0s 383us/step - loss: 0.4391 - accuracy: 0.7889 Epoch 91/100 58/58 [==============================] - 0s 354us/step - loss: 0.4391 - accuracy: 0.7875 Epoch 92/100 58/58 [==============================] - 0s 364us/step - loss: 0.4384 - accuracy: 0.7875 Epoch 93/100 58/58 [==============================] - 0s 397us/step - loss: 0.4387 - accuracy: 0.7868 Epoch 94/100 58/58 [==============================] - 0s 378us/step - loss: 0.4379 - accuracy: 0.7840 Epoch 95/100 58/58 [==============================] - 0s 381us/step - loss: 0.4382 - accuracy: 0.7868 Epoch 96/100 58/58 [==============================] - 0s 375us/step - loss: 0.4377 - accuracy: 0.7854 Epoch 97/100 58/58 [==============================] - 0s 385us/step - loss: 0.4375 - accuracy: 0.7896 Epoch 98/100 58/58 [==============================] - 0s 378us/step - loss: 0.4373 - accuracy: 0.7917 Epoch 99/100 58/58 [==============================] - 0s 374us/step - loss: 0.4372 - accuracy: 0.7882 Epoch 100/100 58/58 [==============================] - 0s 377us/step - loss: 0.4368 - accuracy: 0.7903 5/5 [==============================] - 0s 462us/step Epoch 1/100 58/58 [==============================] - 0s 500us/step - loss: 0.6851 - accuracy: 0.6549 Epoch 2/100 58/58 [==============================] - 0s 420us/step - loss: 0.6591 - accuracy: 0.6604 Epoch 3/100 58/58 [==============================] - 0s 354us/step - loss: 0.6165 - accuracy: 0.6604 Epoch 4/100 58/58 [==============================] - 0s 373us/step - loss: 0.5695 - accuracy: 0.6597 Epoch 5/100 58/58 [==============================] - 0s 387us/step - loss: 0.5319 - accuracy: 0.6840 Epoch 6/100 58/58 [==============================] - 0s 376us/step - loss: 0.5073 - accuracy: 0.7583 Epoch 7/100 58/58 [==============================] - 0s 384us/step - loss: 0.4928 - accuracy: 0.7688 Epoch 8/100 58/58 [==============================] - 0s 367us/step - loss: 0.4829 - accuracy: 0.7722 Epoch 9/100 58/58 [==============================] - 0s 390us/step - loss: 0.4756 - accuracy: 0.7701 Epoch 10/100 58/58 [==============================] - 0s 382us/step - loss: 0.4708 - accuracy: 0.7694 Epoch 11/100 58/58 [==============================] - 0s 384us/step - loss: 0.4677 - accuracy: 0.7701 Epoch 12/100 58/58 [==============================] - 0s 380us/step - loss: 0.4651 - accuracy: 0.7729 Epoch 13/100 58/58 [==============================] - 0s 360us/step - loss: 0.4630 - accuracy: 0.7715 Epoch 14/100 58/58 [==============================] - 0s 373us/step - loss: 0.4614 - accuracy: 0.7715 Epoch 15/100 58/58 [==============================] - 0s 374us/step - loss: 0.4602 - accuracy: 0.7715 Epoch 16/100 58/58 [==============================] - 0s 387us/step - loss: 0.4591 - accuracy: 0.7688 Epoch 17/100 58/58 [==============================] - 0s 353us/step - loss: 0.4581 - accuracy: 0.7708 Epoch 18/100 58/58 [==============================] - 0s 373us/step - loss: 0.4573 - accuracy: 0.7736 Epoch 19/100 58/58 [==============================] - 0s 380us/step - loss: 0.4561 - accuracy: 0.7750 Epoch 20/100 58/58 [==============================] - 0s 370us/step - loss: 0.4560 - accuracy: 0.7812 Epoch 21/100 58/58 [==============================] - 0s 360us/step - loss: 0.4550 - accuracy: 0.7771 Epoch 22/100 58/58 [==============================] - 0s 362us/step - loss: 0.4545 - accuracy: 0.7771 Epoch 23/100 58/58 [==============================] - 0s 367us/step - loss: 0.4533 - accuracy: 0.7764 Epoch 24/100 58/58 [==============================] - 0s 371us/step - loss: 0.4530 - accuracy: 0.7785 Epoch 25/100 58/58 [==============================] - 0s 381us/step - loss: 0.4522 - accuracy: 0.7771 Epoch 26/100 58/58 [==============================] - 0s 366us/step - loss: 0.4514 - accuracy: 0.7792 Epoch 27/100 58/58 [==============================] - 0s 388us/step - loss: 0.4508 - accuracy: 0.7792 Epoch 28/100 58/58 [==============================] - 0s 368us/step - loss: 0.4502 - accuracy: 0.7771 Epoch 29/100 58/58 [==============================] - 0s 532us/step - loss: 0.4495 - accuracy: 0.7819 Epoch 30/100 58/58 [==============================] - 0s 367us/step - loss: 0.4494 - accuracy: 0.7792 Epoch 31/100 58/58 [==============================] - 0s 377us/step - loss: 0.4486 - accuracy: 0.7799 Epoch 32/100 58/58 [==============================] - 0s 411us/step - loss: 0.4483 - accuracy: 0.7764 Epoch 33/100 58/58 [==============================] - 0s 377us/step - loss: 0.4480 - accuracy: 0.7819 Epoch 34/100 58/58 [==============================] - 0s 353us/step - loss: 0.4470 - accuracy: 0.7819 Epoch 35/100 58/58 [==============================] - 0s 373us/step - loss: 0.4471 - accuracy: 0.7826 Epoch 36/100 58/58 [==============================] - 0s 375us/step - loss: 0.4467 - accuracy: 0.7847 Epoch 37/100 58/58 [==============================] - 0s 766us/step - loss: 0.4462 - accuracy: 0.7854 Epoch 38/100 58/58 [==============================] - 0s 518us/step - loss: 0.4458 - accuracy: 0.7861 Epoch 39/100 58/58 [==============================] - 0s 376us/step - loss: 0.4454 - accuracy: 0.7854 Epoch 40/100 58/58 [==============================] - 0s 392us/step - loss: 0.4451 - accuracy: 0.7868 Epoch 41/100 58/58 [==============================] - 0s 372us/step - loss: 0.4448 - accuracy: 0.7861 Epoch 42/100 58/58 [==============================] - 0s 386us/step - loss: 0.4442 - accuracy: 0.7861 Epoch 43/100 58/58 [==============================] - 0s 362us/step - loss: 0.4439 - accuracy: 0.7868 Epoch 44/100 58/58 [==============================] - 0s 365us/step - loss: 0.4437 - accuracy: 0.7840 Epoch 45/100 58/58 [==============================] - 0s 377us/step - loss: 0.4433 - accuracy: 0.7861 Epoch 46/100 58/58 [==============================] - 0s 359us/step - loss: 0.4432 - accuracy: 0.7875 Epoch 47/100 58/58 [==============================] - 0s 363us/step - loss: 0.4426 - accuracy: 0.7861 Epoch 48/100 58/58 [==============================] - 0s 369us/step - loss: 0.4422 - accuracy: 0.7882 Epoch 49/100 58/58 [==============================] - 0s 368us/step - loss: 0.4421 - accuracy: 0.7903 Epoch 50/100 58/58 [==============================] - 0s 370us/step - loss: 0.4419 - accuracy: 0.7875 Epoch 51/100 58/58 [==============================] - 0s 378us/step - loss: 0.4416 - accuracy: 0.7903 Epoch 52/100 58/58 [==============================] - 0s 368us/step - loss: 0.4411 - accuracy: 0.7896 Epoch 53/100 58/58 [==============================] - 0s 399us/step - loss: 0.4412 - accuracy: 0.7889 Epoch 54/100 58/58 [==============================] - 0s 371us/step - loss: 0.4408 - accuracy: 0.7937 Epoch 55/100 58/58 [==============================] - 0s 356us/step - loss: 0.4405 - accuracy: 0.7917 Epoch 56/100 58/58 [==============================] - 0s 406us/step - loss: 0.4405 - accuracy: 0.7882 Epoch 57/100 58/58 [==============================] - 0s 361us/step - loss: 0.4400 - accuracy: 0.7917 Epoch 58/100 58/58 [==============================] - 0s 380us/step - loss: 0.4398 - accuracy: 0.7861 Epoch 59/100 58/58 [==============================] - 0s 375us/step - loss: 0.4396 - accuracy: 0.7910 Epoch 60/100 58/58 [==============================] - 0s 382us/step - loss: 0.4394 - accuracy: 0.7847 Epoch 61/100 58/58 [==============================] - 0s 387us/step - loss: 0.4392 - accuracy: 0.7903 Epoch 62/100 58/58 [==============================] - 0s 378us/step - loss: 0.4387 - accuracy: 0.7882 Epoch 63/100 58/58 [==============================] - 0s 391us/step - loss: 0.4388 - accuracy: 0.7889 Epoch 64/100 58/58 [==============================] - 0s 387us/step - loss: 0.4383 - accuracy: 0.7875 Epoch 65/100 58/58 [==============================] - 0s 388us/step - loss: 0.4383 - accuracy: 0.7889 Epoch 66/100 58/58 [==============================] - 0s 377us/step - loss: 0.4380 - accuracy: 0.7896 Epoch 67/100 58/58 [==============================] - 0s 385us/step - loss: 0.4378 - accuracy: 0.7875 Epoch 68/100 58/58 [==============================] - 0s 375us/step - loss: 0.4376 - accuracy: 0.7910 Epoch 69/100 58/58 [==============================] - 0s 393us/step - loss: 0.4374 - accuracy: 0.7840 Epoch 70/100 58/58 [==============================] - 0s 387us/step - loss: 0.4374 - accuracy: 0.7861 Epoch 71/100 58/58 [==============================] - 0s 363us/step - loss: 0.4370 - accuracy: 0.7889 Epoch 72/100 58/58 [==============================] - 0s 374us/step - loss: 0.4367 - accuracy: 0.7889 Epoch 73/100 58/58 [==============================] - 0s 375us/step - loss: 0.4364 - accuracy: 0.7882 Epoch 74/100 58/58 [==============================] - 0s 379us/step - loss: 0.4365 - accuracy: 0.7868 Epoch 75/100 58/58 [==============================] - 0s 356us/step - loss: 0.4362 - accuracy: 0.7840 Epoch 76/100 58/58 [==============================] - 0s 382us/step - loss: 0.4359 - accuracy: 0.7854 Epoch 77/100 58/58 [==============================] - 0s 376us/step - loss: 0.4357 - accuracy: 0.7889 Epoch 78/100 58/58 [==============================] - 0s 375us/step - loss: 0.4356 - accuracy: 0.7896 Epoch 79/100 58/58 [==============================] - 0s 379us/step - loss: 0.4357 - accuracy: 0.7937 Epoch 80/100 58/58 [==============================] - 0s 385us/step - loss: 0.4355 - accuracy: 0.7889 Epoch 81/100 58/58 [==============================] - 0s 373us/step - loss: 0.4352 - accuracy: 0.7875 Epoch 82/100 58/58 [==============================] - 0s 367us/step - loss: 0.4349 - accuracy: 0.7882 Epoch 83/100 58/58 [==============================] - 0s 386us/step - loss: 0.4347 - accuracy: 0.7882 Epoch 84/100 58/58 [==============================] - 0s 382us/step - loss: 0.4343 - accuracy: 0.7931 Epoch 85/100 58/58 [==============================] - 0s 362us/step - loss: 0.4343 - accuracy: 0.7889 Epoch 86/100 58/58 [==============================] - 0s 381us/step - loss: 0.4341 - accuracy: 0.7882 Epoch 87/100 58/58 [==============================] - 0s 363us/step - loss: 0.4345 - accuracy: 0.7903 Epoch 88/100 58/58 [==============================] - 0s 407us/step - loss: 0.4336 - accuracy: 0.7903 Epoch 89/100 58/58 [==============================] - 0s 387us/step - loss: 0.4336 - accuracy: 0.7937 Epoch 90/100 58/58 [==============================] - 0s 383us/step - loss: 0.4335 - accuracy: 0.7896 Epoch 91/100 58/58 [==============================] - 0s 405us/step - loss: 0.4332 - accuracy: 0.7910 Epoch 92/100 58/58 [==============================] - 0s 377us/step - loss: 0.4331 - accuracy: 0.7903 Epoch 93/100 58/58 [==============================] - 0s 365us/step - loss: 0.4330 - accuracy: 0.7937 Epoch 94/100 58/58 [==============================] - 0s 380us/step - loss: 0.4326 - accuracy: 0.7889 Epoch 95/100 58/58 [==============================] - 0s 379us/step - loss: 0.4326 - accuracy: 0.7903 Epoch 96/100 58/58 [==============================] - 0s 375us/step - loss: 0.4325 - accuracy: 0.7896 Epoch 97/100 58/58 [==============================] - 0s 360us/step - loss: 0.4320 - accuracy: 0.7896 Epoch 98/100 58/58 [==============================] - 0s 367us/step - loss: 0.4322 - accuracy: 0.7937 Epoch 99/100 58/58 [==============================] - 0s 363us/step - loss: 0.4320 - accuracy: 0.7896 Epoch 100/100 58/58 [==============================] - 0s 361us/step - loss: 0.4318 - accuracy: 0.7944 5/5 [==============================] - 0s 474us/step Epoch 1/100 58/58 [==============================] - 0s 502us/step - loss: 0.6853 - accuracy: 0.6500 Epoch 2/100 58/58 [==============================] - 0s 414us/step - loss: 0.6579 - accuracy: 0.6514 Epoch 3/100 58/58 [==============================] - 0s 358us/step - loss: 0.6077 - accuracy: 0.6514 Epoch 4/100 58/58 [==============================] - 0s 370us/step - loss: 0.5594 - accuracy: 0.6514 Epoch 5/100 58/58 [==============================] - 0s 357us/step - loss: 0.5257 - accuracy: 0.7069 Epoch 6/100 58/58 [==============================] - 0s 377us/step - loss: 0.5077 - accuracy: 0.7604 Epoch 7/100 58/58 [==============================] - 0s 384us/step - loss: 0.4970 - accuracy: 0.7694 Epoch 8/100 58/58 [==============================] - 0s 375us/step - loss: 0.4891 - accuracy: 0.7701 Epoch 9/100 58/58 [==============================] - 0s 376us/step - loss: 0.4827 - accuracy: 0.7715 Epoch 10/100 58/58 [==============================] - 0s 382us/step - loss: 0.4781 - accuracy: 0.7701 Epoch 11/100 58/58 [==============================] - 0s 372us/step - loss: 0.4747 - accuracy: 0.7778 Epoch 12/100 58/58 [==============================] - 0s 373us/step - loss: 0.4725 - accuracy: 0.7750 Epoch 13/100 58/58 [==============================] - 0s 380us/step - loss: 0.4707 - accuracy: 0.7736 Epoch 14/100 58/58 [==============================] - 0s 356us/step - loss: 0.4691 - accuracy: 0.7701 Epoch 15/100 58/58 [==============================] - 0s 373us/step - loss: 0.4678 - accuracy: 0.7778 Epoch 16/100 58/58 [==============================] - 0s 372us/step - loss: 0.4666 - accuracy: 0.7743 Epoch 17/100 58/58 [==============================] - 0s 384us/step - loss: 0.4653 - accuracy: 0.7771 Epoch 18/100 58/58 [==============================] - 0s 370us/step - loss: 0.4645 - accuracy: 0.7785 Epoch 19/100 58/58 [==============================] - 0s 378us/step - loss: 0.4628 - accuracy: 0.7799 Epoch 20/100 58/58 [==============================] - 0s 375us/step - loss: 0.4620 - accuracy: 0.7799 Epoch 21/100 58/58 [==============================] - 0s 368us/step - loss: 0.4613 - accuracy: 0.7771 Epoch 22/100 58/58 [==============================] - 0s 381us/step - loss: 0.4603 - accuracy: 0.7792 Epoch 23/100 58/58 [==============================] - 0s 369us/step - loss: 0.4599 - accuracy: 0.7792 Epoch 24/100 58/58 [==============================] - 0s 377us/step - loss: 0.4591 - accuracy: 0.7778 Epoch 25/100 58/58 [==============================] - 0s 367us/step - loss: 0.4581 - accuracy: 0.7799 Epoch 26/100 58/58 [==============================] - 0s 381us/step - loss: 0.4572 - accuracy: 0.7799 Epoch 27/100 58/58 [==============================] - 0s 374us/step - loss: 0.4564 - accuracy: 0.7785 Epoch 28/100 58/58 [==============================] - 0s 355us/step - loss: 0.4555 - accuracy: 0.7799 Epoch 29/100 58/58 [==============================] - 0s 374us/step - loss: 0.4549 - accuracy: 0.7812 Epoch 30/100 58/58 [==============================] - 0s 376us/step - loss: 0.4544 - accuracy: 0.7840 Epoch 31/100 58/58 [==============================] - 0s 381us/step - loss: 0.4535 - accuracy: 0.7785 Epoch 32/100 58/58 [==============================] - 0s 370us/step - loss: 0.4536 - accuracy: 0.7778 Epoch 33/100 58/58 [==============================] - 0s 367us/step - loss: 0.4527 - accuracy: 0.7799 Epoch 34/100 58/58 [==============================] - 0s 367us/step - loss: 0.4525 - accuracy: 0.7792 Epoch 35/100 58/58 [==============================] - 0s 367us/step - loss: 0.4520 - accuracy: 0.7792 Epoch 36/100 58/58 [==============================] - 0s 371us/step - loss: 0.4515 - accuracy: 0.7778 Epoch 37/100 58/58 [==============================] - 0s 393us/step - loss: 0.4512 - accuracy: 0.7757 Epoch 38/100 58/58 [==============================] - 0s 355us/step - loss: 0.4507 - accuracy: 0.7792 Epoch 39/100 58/58 [==============================] - 0s 373us/step - loss: 0.4501 - accuracy: 0.7778 Epoch 40/100 58/58 [==============================] - 0s 374us/step - loss: 0.4497 - accuracy: 0.7764 Epoch 41/100 58/58 [==============================] - 0s 367us/step - loss: 0.4493 - accuracy: 0.7812 Epoch 42/100 58/58 [==============================] - 0s 388us/step - loss: 0.4488 - accuracy: 0.7792 Epoch 43/100 58/58 [==============================] - 0s 376us/step - loss: 0.4482 - accuracy: 0.7750 Epoch 44/100 58/58 [==============================] - 0s 382us/step - loss: 0.4481 - accuracy: 0.7750 Epoch 45/100 58/58 [==============================] - 0s 375us/step - loss: 0.4477 - accuracy: 0.7778 Epoch 46/100 58/58 [==============================] - 0s 383us/step - loss: 0.4469 - accuracy: 0.7799 Epoch 47/100 58/58 [==============================] - 0s 363us/step - loss: 0.4467 - accuracy: 0.7778 Epoch 48/100 58/58 [==============================] - 0s 383us/step - loss: 0.4464 - accuracy: 0.7764 Epoch 49/100 58/58 [==============================] - 0s 378us/step - loss: 0.4459 - accuracy: 0.7785 Epoch 50/100 58/58 [==============================] - 0s 373us/step - loss: 0.4456 - accuracy: 0.7792 Epoch 51/100 58/58 [==============================] - 0s 380us/step - loss: 0.4455 - accuracy: 0.7785 Epoch 52/100 58/58 [==============================] - 0s 380us/step - loss: 0.4450 - accuracy: 0.7792 Epoch 53/100 58/58 [==============================] - 0s 368us/step - loss: 0.4445 - accuracy: 0.7785 Epoch 54/100 58/58 [==============================] - 0s 386us/step - loss: 0.4443 - accuracy: 0.7785 Epoch 55/100 58/58 [==============================] - 0s 394us/step - loss: 0.4437 - accuracy: 0.7792 Epoch 56/100 58/58 [==============================] - 0s 373us/step - loss: 0.4438 - accuracy: 0.7799 Epoch 57/100 58/58 [==============================] - 0s 373us/step - loss: 0.4434 - accuracy: 0.7806 Epoch 58/100 58/58 [==============================] - 0s 382us/step - loss: 0.4431 - accuracy: 0.7826 Epoch 59/100 58/58 [==============================] - 0s 369us/step - loss: 0.4428 - accuracy: 0.7812 Epoch 60/100 58/58 [==============================] - 0s 384us/step - loss: 0.4423 - accuracy: 0.7806 Epoch 61/100 58/58 [==============================] - 0s 382us/step - loss: 0.4423 - accuracy: 0.7806 Epoch 62/100 58/58 [==============================] - 0s 363us/step - loss: 0.4420 - accuracy: 0.7806 Epoch 63/100 58/58 [==============================] - 0s 391us/step - loss: 0.4414 - accuracy: 0.7778 Epoch 64/100 58/58 [==============================] - 0s 387us/step - loss: 0.4415 - accuracy: 0.7778 Epoch 65/100 58/58 [==============================] - 0s 371us/step - loss: 0.4408 - accuracy: 0.7819 Epoch 66/100 58/58 [==============================] - 0s 377us/step - loss: 0.4407 - accuracy: 0.7833 Epoch 67/100 58/58 [==============================] - 0s 391us/step - loss: 0.4407 - accuracy: 0.7833 Epoch 68/100 58/58 [==============================] - 0s 376us/step - loss: 0.4401 - accuracy: 0.7819 Epoch 69/100 58/58 [==============================] - 0s 383us/step - loss: 0.4399 - accuracy: 0.7833 Epoch 70/100 58/58 [==============================] - 0s 379us/step - loss: 0.4397 - accuracy: 0.7847 Epoch 71/100 58/58 [==============================] - 0s 385us/step - loss: 0.4396 - accuracy: 0.7819 Epoch 72/100 58/58 [==============================] - 0s 364us/step - loss: 0.4391 - accuracy: 0.7854 Epoch 73/100 58/58 [==============================] - 0s 358us/step - loss: 0.4389 - accuracy: 0.7819 Epoch 74/100 58/58 [==============================] - 0s 384us/step - loss: 0.4389 - accuracy: 0.7840 Epoch 75/100 58/58 [==============================] - 0s 370us/step - loss: 0.4386 - accuracy: 0.7812 Epoch 76/100 58/58 [==============================] - 0s 377us/step - loss: 0.4385 - accuracy: 0.7847 Epoch 77/100 58/58 [==============================] - 0s 371us/step - loss: 0.4381 - accuracy: 0.7819 Epoch 78/100 58/58 [==============================] - 0s 382us/step - loss: 0.4378 - accuracy: 0.7833 Epoch 79/100 58/58 [==============================] - 0s 389us/step - loss: 0.4376 - accuracy: 0.7792 Epoch 80/100 58/58 [==============================] - 0s 380us/step - loss: 0.4378 - accuracy: 0.7861 Epoch 81/100 58/58 [==============================] - 0s 521us/step - loss: 0.4372 - accuracy: 0.7833 Epoch 82/100 58/58 [==============================] - 0s 373us/step - loss: 0.4375 - accuracy: 0.7847 Epoch 83/100 58/58 [==============================] - 0s 379us/step - loss: 0.4370 - accuracy: 0.7833 Epoch 84/100 58/58 [==============================] - 0s 362us/step - loss: 0.4370 - accuracy: 0.7826 Epoch 85/100 58/58 [==============================] - 0s 373us/step - loss: 0.4369 - accuracy: 0.7882 Epoch 86/100 58/58 [==============================] - 0s 391us/step - loss: 0.4367 - accuracy: 0.7819 Epoch 87/100 58/58 [==============================] - 0s 380us/step - loss: 0.4364 - accuracy: 0.7854 Epoch 88/100 58/58 [==============================] - 0s 377us/step - loss: 0.4364 - accuracy: 0.7847 Epoch 89/100 58/58 [==============================] - 0s 375us/step - loss: 0.4360 - accuracy: 0.7840 Epoch 90/100 58/58 [==============================] - 0s 374us/step - loss: 0.4358 - accuracy: 0.7861 Epoch 91/100 58/58 [==============================] - 0s 381us/step - loss: 0.4360 - accuracy: 0.7861 Epoch 92/100 58/58 [==============================] - 0s 377us/step - loss: 0.4358 - accuracy: 0.7854 Epoch 93/100 58/58 [==============================] - 0s 357us/step - loss: 0.4354 - accuracy: 0.7910 Epoch 94/100 58/58 [==============================] - 0s 379us/step - loss: 0.4355 - accuracy: 0.7882 Epoch 95/100 58/58 [==============================] - 0s 392us/step - loss: 0.4352 - accuracy: 0.7861 Epoch 96/100 58/58 [==============================] - 0s 384us/step - loss: 0.4348 - accuracy: 0.7896 Epoch 97/100 58/58 [==============================] - 0s 369us/step - loss: 0.4347 - accuracy: 0.7903 Epoch 98/100 58/58 [==============================] - 0s 378us/step - loss: 0.4340 - accuracy: 0.7854 Epoch 99/100 58/58 [==============================] - 0s 387us/step - loss: 0.4343 - accuracy: 0.7903 Epoch 100/100 58/58 [==============================] - 0s 358us/step - loss: 0.4339 - accuracy: 0.7868 5/5 [==============================] - 0s 511us/step Epoch 1/100 58/58 [==============================] - 0s 490us/step - loss: 0.6866 - accuracy: 0.6528 Epoch 2/100 58/58 [==============================] - 0s 459us/step - loss: 0.6670 - accuracy: 0.6590 Epoch 3/100 58/58 [==============================] - 0s 377us/step - loss: 0.6335 - accuracy: 0.6590 Epoch 4/100 58/58 [==============================] - 0s 377us/step - loss: 0.5916 - accuracy: 0.6583 Epoch 5/100 58/58 [==============================] - 0s 377us/step - loss: 0.5526 - accuracy: 0.6743 Epoch 6/100 58/58 [==============================] - 0s 367us/step - loss: 0.5246 - accuracy: 0.7340 Epoch 7/100 58/58 [==============================] - 0s 402us/step - loss: 0.5078 - accuracy: 0.7681 Epoch 8/100 58/58 [==============================] - 0s 357us/step - loss: 0.4971 - accuracy: 0.7764 Epoch 9/100 58/58 [==============================] - 0s 389us/step - loss: 0.4896 - accuracy: 0.7688 Epoch 10/100 58/58 [==============================] - 0s 366us/step - loss: 0.4841 - accuracy: 0.7597 Epoch 11/100 58/58 [==============================] - 0s 373us/step - loss: 0.4807 - accuracy: 0.7576 Epoch 12/100 58/58 [==============================] - 0s 385us/step - loss: 0.4785 - accuracy: 0.7590 Epoch 13/100 58/58 [==============================] - 0s 381us/step - loss: 0.4766 - accuracy: 0.7563 Epoch 14/100 58/58 [==============================] - 0s 379us/step - loss: 0.4751 - accuracy: 0.7563 Epoch 15/100 58/58 [==============================] - 0s 386us/step - loss: 0.4739 - accuracy: 0.7604 Epoch 16/100 58/58 [==============================] - 0s 370us/step - loss: 0.4729 - accuracy: 0.7611 Epoch 17/100 58/58 [==============================] - 0s 375us/step - loss: 0.4718 - accuracy: 0.7646 Epoch 18/100 58/58 [==============================] - 0s 372us/step - loss: 0.4709 - accuracy: 0.7625 Epoch 19/100 58/58 [==============================] - 0s 367us/step - loss: 0.4700 - accuracy: 0.7632 Epoch 20/100 58/58 [==============================] - 0s 365us/step - loss: 0.4692 - accuracy: 0.7660 Epoch 21/100 58/58 [==============================] - 0s 357us/step - loss: 0.4685 - accuracy: 0.7688 Epoch 22/100 58/58 [==============================] - 0s 386us/step - loss: 0.4679 - accuracy: 0.7681 Epoch 23/100 58/58 [==============================] - 0s 377us/step - loss: 0.4676 - accuracy: 0.7674 Epoch 24/100 58/58 [==============================] - 0s 381us/step - loss: 0.4668 - accuracy: 0.7708 Epoch 25/100 58/58 [==============================] - 0s 372us/step - loss: 0.4664 - accuracy: 0.7646 Epoch 26/100 58/58 [==============================] - 0s 366us/step - loss: 0.4658 - accuracy: 0.7694 Epoch 27/100 58/58 [==============================] - 0s 375us/step - loss: 0.4654 - accuracy: 0.7674 Epoch 28/100 58/58 [==============================] - 0s 373us/step - loss: 0.4649 - accuracy: 0.7701 Epoch 29/100 58/58 [==============================] - 0s 370us/step - loss: 0.4642 - accuracy: 0.7694 Epoch 30/100 58/58 [==============================] - 0s 350us/step - loss: 0.4633 - accuracy: 0.7708 Epoch 31/100 58/58 [==============================] - 0s 379us/step - loss: 0.4631 - accuracy: 0.7715 Epoch 32/100 58/58 [==============================] - 0s 382us/step - loss: 0.4628 - accuracy: 0.7708 Epoch 33/100 58/58 [==============================] - 0s 359us/step - loss: 0.4621 - accuracy: 0.7715 Epoch 34/100 58/58 [==============================] - 0s 379us/step - loss: 0.4615 - accuracy: 0.7715 Epoch 35/100 58/58 [==============================] - 0s 381us/step - loss: 0.4611 - accuracy: 0.7708 Epoch 36/100 58/58 [==============================] - 0s 378us/step - loss: 0.4605 - accuracy: 0.7701 Epoch 37/100 58/58 [==============================] - 0s 350us/step - loss: 0.4600 - accuracy: 0.7736 Epoch 38/100 58/58 [==============================] - 0s 367us/step - loss: 0.4591 - accuracy: 0.7750 Epoch 39/100 58/58 [==============================] - 0s 372us/step - loss: 0.4588 - accuracy: 0.7722 Epoch 40/100 58/58 [==============================] - 0s 364us/step - loss: 0.4580 - accuracy: 0.7757 Epoch 41/100 58/58 [==============================] - 0s 366us/step - loss: 0.4575 - accuracy: 0.7736 Epoch 42/100 58/58 [==============================] - 0s 377us/step - loss: 0.4569 - accuracy: 0.7736 Epoch 43/100 58/58 [==============================] - 0s 346us/step - loss: 0.4563 - accuracy: 0.7722 Epoch 44/100 58/58 [==============================] - 0s 387us/step - loss: 0.4555 - accuracy: 0.7743 Epoch 45/100 58/58 [==============================] - 0s 369us/step - loss: 0.4543 - accuracy: 0.7757 Epoch 46/100 58/58 [==============================] - 0s 374us/step - loss: 0.4541 - accuracy: 0.7743 Epoch 47/100 58/58 [==============================] - 0s 373us/step - loss: 0.4532 - accuracy: 0.7750 Epoch 48/100 58/58 [==============================] - 0s 376us/step - loss: 0.4527 - accuracy: 0.7729 Epoch 49/100 58/58 [==============================] - 0s 370us/step - loss: 0.4519 - accuracy: 0.7729 Epoch 50/100 58/58 [==============================] - 0s 360us/step - loss: 0.4512 - accuracy: 0.7750 Epoch 51/100 58/58 [==============================] - 0s 373us/step - loss: 0.4508 - accuracy: 0.7750 Epoch 52/100 58/58 [==============================] - 0s 363us/step - loss: 0.4501 - accuracy: 0.7785 Epoch 53/100 58/58 [==============================] - 0s 382us/step - loss: 0.4496 - accuracy: 0.7792 Epoch 54/100 58/58 [==============================] - 0s 373us/step - loss: 0.4493 - accuracy: 0.7785 Epoch 55/100 58/58 [==============================] - 0s 374us/step - loss: 0.4484 - accuracy: 0.7799 Epoch 56/100 58/58 [==============================] - 0s 384us/step - loss: 0.4483 - accuracy: 0.7792 Epoch 57/100 58/58 [==============================] - 0s 377us/step - loss: 0.4472 - accuracy: 0.7826 Epoch 58/100 58/58 [==============================] - 0s 367us/step - loss: 0.4472 - accuracy: 0.7785 Epoch 59/100 58/58 [==============================] - 0s 372us/step - loss: 0.4468 - accuracy: 0.7792 Epoch 60/100 58/58 [==============================] - 0s 372us/step - loss: 0.4467 - accuracy: 0.7826 Epoch 61/100 58/58 [==============================] - 0s 378us/step - loss: 0.4459 - accuracy: 0.7785 Epoch 62/100 58/58 [==============================] - 0s 370us/step - loss: 0.4456 - accuracy: 0.7812 Epoch 63/100 58/58 [==============================] - 0s 370us/step - loss: 0.4452 - accuracy: 0.7833 Epoch 64/100 58/58 [==============================] - 0s 365us/step - loss: 0.4445 - accuracy: 0.7903 Epoch 65/100 58/58 [==============================] - 0s 534us/step - loss: 0.4442 - accuracy: 0.7875 Epoch 66/100 58/58 [==============================] - 0s 370us/step - loss: 0.4438 - accuracy: 0.7889 Epoch 67/100 58/58 [==============================] - 0s 363us/step - loss: 0.4438 - accuracy: 0.7903 Epoch 68/100 58/58 [==============================] - 0s 362us/step - loss: 0.4434 - accuracy: 0.7889 Epoch 69/100 58/58 [==============================] - 0s 371us/step - loss: 0.4429 - accuracy: 0.7903 Epoch 70/100 58/58 [==============================] - 0s 376us/step - loss: 0.4426 - accuracy: 0.7896 Epoch 71/100 58/58 [==============================] - 0s 370us/step - loss: 0.4424 - accuracy: 0.7937 Epoch 72/100 58/58 [==============================] - 0s 385us/step - loss: 0.4422 - accuracy: 0.7910 Epoch 73/100 58/58 [==============================] - 0s 371us/step - loss: 0.4419 - accuracy: 0.7910 Epoch 74/100 58/58 [==============================] - 0s 378us/step - loss: 0.4413 - accuracy: 0.7937 Epoch 75/100 58/58 [==============================] - 0s 368us/step - loss: 0.4414 - accuracy: 0.7931 Epoch 76/100 58/58 [==============================] - 0s 373us/step - loss: 0.4410 - accuracy: 0.7903 Epoch 77/100 58/58 [==============================] - 0s 377us/step - loss: 0.4410 - accuracy: 0.7944 Epoch 78/100 58/58 [==============================] - 0s 374us/step - loss: 0.4409 - accuracy: 0.7910 Epoch 79/100 58/58 [==============================] - 0s 387us/step - loss: 0.4399 - accuracy: 0.7986 Epoch 80/100 58/58 [==============================] - 0s 366us/step - loss: 0.4401 - accuracy: 0.7924 Epoch 81/100 58/58 [==============================] - 0s 371us/step - loss: 0.4400 - accuracy: 0.7924 Epoch 82/100 58/58 [==============================] - 0s 362us/step - loss: 0.4398 - accuracy: 0.7965 Epoch 83/100 58/58 [==============================] - 0s 381us/step - loss: 0.4393 - accuracy: 0.8000 Epoch 84/100 58/58 [==============================] - 0s 369us/step - loss: 0.4392 - accuracy: 0.7931 Epoch 85/100 58/58 [==============================] - 0s 376us/step - loss: 0.4388 - accuracy: 0.7965 Epoch 86/100 58/58 [==============================] - 0s 376us/step - loss: 0.4387 - accuracy: 0.7937 Epoch 87/100 58/58 [==============================] - 0s 387us/step - loss: 0.4381 - accuracy: 0.7972 Epoch 88/100 58/58 [==============================] - 0s 372us/step - loss: 0.4379 - accuracy: 0.7972 Epoch 89/100 58/58 [==============================] - 0s 359us/step - loss: 0.4376 - accuracy: 0.7986 Epoch 90/100 58/58 [==============================] - 0s 365us/step - loss: 0.4377 - accuracy: 0.7951 Epoch 91/100 58/58 [==============================] - 0s 381us/step - loss: 0.4371 - accuracy: 0.7931 Epoch 92/100 58/58 [==============================] - 0s 372us/step - loss: 0.4371 - accuracy: 0.7944 Epoch 93/100 58/58 [==============================] - 0s 376us/step - loss: 0.4367 - accuracy: 0.7937 Epoch 94/100 58/58 [==============================] - 0s 375us/step - loss: 0.4365 - accuracy: 0.7965 Epoch 95/100 58/58 [==============================] - 0s 368us/step - loss: 0.4365 - accuracy: 0.7965 Epoch 96/100 58/58 [==============================] - 0s 362us/step - loss: 0.4357 - accuracy: 0.7944 Epoch 97/100 58/58 [==============================] - 0s 365us/step - loss: 0.4356 - accuracy: 0.7937 Epoch 98/100 58/58 [==============================] - 0s 378us/step - loss: 0.4350 - accuracy: 0.7951 Epoch 99/100 58/58 [==============================] - 0s 386us/step - loss: 0.4345 - accuracy: 0.7965 Epoch 100/100 58/58 [==============================] - 0s 365us/step - loss: 0.4341 - accuracy: 0.7965 5/5 [==============================] - 0s 506us/step Epoch 1/100 58/58 [==============================] - 0s 512us/step - loss: 0.6809 - accuracy: 0.6667 Epoch 2/100 58/58 [==============================] - 0s 415us/step - loss: 0.6333 - accuracy: 0.6667 Epoch 3/100 58/58 [==============================] - 0s 399us/step - loss: 0.5761 - accuracy: 0.6667 Epoch 4/100 58/58 [==============================] - 0s 363us/step - loss: 0.5394 - accuracy: 0.6667 Epoch 5/100 58/58 [==============================] - 0s 379us/step - loss: 0.5231 - accuracy: 0.6667 Epoch 6/100 58/58 [==============================] - 0s 375us/step - loss: 0.5127 - accuracy: 0.6667 Epoch 7/100 58/58 [==============================] - 0s 368us/step - loss: 0.5048 - accuracy: 0.6667 Epoch 8/100 58/58 [==============================] - 0s 368us/step - loss: 0.4990 - accuracy: 0.7403 Epoch 9/100 58/58 [==============================] - 0s 374us/step - loss: 0.4956 - accuracy: 0.7764 Epoch 10/100 58/58 [==============================] - 0s 370us/step - loss: 0.4929 - accuracy: 0.7778 Epoch 11/100 58/58 [==============================] - 0s 388us/step - loss: 0.4910 - accuracy: 0.7778 Epoch 12/100 58/58 [==============================] - 0s 384us/step - loss: 0.4888 - accuracy: 0.7799 Epoch 13/100 58/58 [==============================] - 0s 372us/step - loss: 0.4870 - accuracy: 0.7826 Epoch 14/100 58/58 [==============================] - 0s 367us/step - loss: 0.4858 - accuracy: 0.7806 Epoch 15/100 58/58 [==============================] - 0s 367us/step - loss: 0.4842 - accuracy: 0.7854 Epoch 16/100 58/58 [==============================] - 0s 377us/step - loss: 0.4827 - accuracy: 0.7882 Epoch 17/100 58/58 [==============================] - 0s 372us/step - loss: 0.4816 - accuracy: 0.7868 Epoch 18/100 58/58 [==============================] - 0s 366us/step - loss: 0.4803 - accuracy: 0.7826 Epoch 19/100 58/58 [==============================] - 0s 385us/step - loss: 0.4791 - accuracy: 0.7868 Epoch 20/100 58/58 [==============================] - 0s 381us/step - loss: 0.4775 - accuracy: 0.7826 Epoch 21/100 58/58 [==============================] - 0s 378us/step - loss: 0.4768 - accuracy: 0.7819 Epoch 22/100 58/58 [==============================] - 0s 374us/step - loss: 0.4757 - accuracy: 0.7826 Epoch 23/100 58/58 [==============================] - 0s 365us/step - loss: 0.4739 - accuracy: 0.7785 Epoch 24/100 58/58 [==============================] - 0s 384us/step - loss: 0.4730 - accuracy: 0.7826 Epoch 25/100 58/58 [==============================] - 0s 367us/step - loss: 0.4717 - accuracy: 0.7792 Epoch 26/100 58/58 [==============================] - 0s 379us/step - loss: 0.4704 - accuracy: 0.7806 Epoch 27/100 58/58 [==============================] - 0s 383us/step - loss: 0.4696 - accuracy: 0.7806 Epoch 28/100 58/58 [==============================] - 0s 359us/step - loss: 0.4685 - accuracy: 0.7847 Epoch 29/100 58/58 [==============================] - 0s 373us/step - loss: 0.4674 - accuracy: 0.7840 Epoch 30/100 58/58 [==============================] - 0s 368us/step - loss: 0.4667 - accuracy: 0.7868 Epoch 31/100 58/58 [==============================] - 0s 374us/step - loss: 0.4656 - accuracy: 0.7875 Epoch 32/100 58/58 [==============================] - 0s 348us/step - loss: 0.4649 - accuracy: 0.7833 Epoch 33/100 58/58 [==============================] - 0s 374us/step - loss: 0.4639 - accuracy: 0.7840 Epoch 34/100 58/58 [==============================] - 0s 382us/step - loss: 0.4631 - accuracy: 0.7819 Epoch 35/100 58/58 [==============================] - 0s 422us/step - loss: 0.4625 - accuracy: 0.7819 Epoch 36/100 58/58 [==============================] - 0s 390us/step - loss: 0.4614 - accuracy: 0.7833 Epoch 37/100 58/58 [==============================] - 0s 373us/step - loss: 0.4609 - accuracy: 0.7743 Epoch 38/100 58/58 [==============================] - 0s 364us/step - loss: 0.4606 - accuracy: 0.7854 Epoch 39/100 58/58 [==============================] - 0s 374us/step - loss: 0.4601 - accuracy: 0.7771 Epoch 40/100 58/58 [==============================] - 0s 384us/step - loss: 0.4592 - accuracy: 0.7778 Epoch 41/100 58/58 [==============================] - 0s 365us/step - loss: 0.4591 - accuracy: 0.7799 Epoch 42/100 58/58 [==============================] - 0s 372us/step - loss: 0.4586 - accuracy: 0.7757 Epoch 43/100 58/58 [==============================] - 0s 386us/step - loss: 0.4578 - accuracy: 0.7792 Epoch 44/100 58/58 [==============================] - 0s 390us/step - loss: 0.4578 - accuracy: 0.7792 Epoch 45/100 58/58 [==============================] - 0s 370us/step - loss: 0.4574 - accuracy: 0.7826 Epoch 46/100 58/58 [==============================] - 0s 391us/step - loss: 0.4568 - accuracy: 0.7806 Epoch 47/100 58/58 [==============================] - 0s 544us/step - loss: 0.4564 - accuracy: 0.7792 Epoch 48/100 58/58 [==============================] - 0s 376us/step - loss: 0.4561 - accuracy: 0.7806 Epoch 49/100 58/58 [==============================] - 0s 382us/step - loss: 0.4561 - accuracy: 0.7750 Epoch 50/100 58/58 [==============================] - 0s 378us/step - loss: 0.4552 - accuracy: 0.7806 Epoch 51/100 58/58 [==============================] - 0s 382us/step - loss: 0.4549 - accuracy: 0.7764 Epoch 52/100 58/58 [==============================] - 0s 379us/step - loss: 0.4549 - accuracy: 0.7826 Epoch 53/100 58/58 [==============================] - 0s 360us/step - loss: 0.4545 - accuracy: 0.7792 Epoch 54/100 58/58 [==============================] - 0s 365us/step - loss: 0.4542 - accuracy: 0.7778 Epoch 55/100 58/58 [==============================] - 0s 386us/step - loss: 0.4538 - accuracy: 0.7771 Epoch 56/100 58/58 [==============================] - 0s 368us/step - loss: 0.4537 - accuracy: 0.7750 Epoch 57/100 58/58 [==============================] - 0s 367us/step - loss: 0.4530 - accuracy: 0.7806 Epoch 58/100 58/58 [==============================] - 0s 376us/step - loss: 0.4523 - accuracy: 0.7764 Epoch 59/100 58/58 [==============================] - 0s 374us/step - loss: 0.4531 - accuracy: 0.7826 Epoch 60/100 58/58 [==============================] - 0s 363us/step - loss: 0.4526 - accuracy: 0.7764 Epoch 61/100 58/58 [==============================] - 0s 394us/step - loss: 0.4524 - accuracy: 0.7743 Epoch 62/100 58/58 [==============================] - 0s 384us/step - loss: 0.4519 - accuracy: 0.7799 Epoch 63/100 58/58 [==============================] - 0s 370us/step - loss: 0.4516 - accuracy: 0.7812 Epoch 64/100 58/58 [==============================] - 0s 359us/step - loss: 0.4515 - accuracy: 0.7778 Epoch 65/100 58/58 [==============================] - 0s 381us/step - loss: 0.4514 - accuracy: 0.7785 Epoch 66/100 58/58 [==============================] - 0s 379us/step - loss: 0.4512 - accuracy: 0.7833 Epoch 67/100 58/58 [==============================] - 0s 358us/step - loss: 0.4507 - accuracy: 0.7826 Epoch 68/100 58/58 [==============================] - 0s 378us/step - loss: 0.4507 - accuracy: 0.7840 Epoch 69/100 58/58 [==============================] - 0s 368us/step - loss: 0.4503 - accuracy: 0.7833 Epoch 70/100 58/58 [==============================] - 0s 372us/step - loss: 0.4503 - accuracy: 0.7868 Epoch 71/100 58/58 [==============================] - 0s 384us/step - loss: 0.4498 - accuracy: 0.7840 Epoch 72/100 58/58 [==============================] - 0s 374us/step - loss: 0.4500 - accuracy: 0.7882 Epoch 73/100 58/58 [==============================] - 0s 364us/step - loss: 0.4502 - accuracy: 0.7896 Epoch 74/100 58/58 [==============================] - 0s 374us/step - loss: 0.4493 - accuracy: 0.7861 Epoch 75/100 58/58 [==============================] - 0s 383us/step - loss: 0.4498 - accuracy: 0.7847 Epoch 76/100 58/58 [==============================] - 0s 382us/step - loss: 0.4493 - accuracy: 0.7896 Epoch 77/100 58/58 [==============================] - 0s 388us/step - loss: 0.4490 - accuracy: 0.7854 Epoch 78/100 58/58 [==============================] - 0s 370us/step - loss: 0.4489 - accuracy: 0.7896 Epoch 79/100 58/58 [==============================] - 0s 382us/step - loss: 0.4491 - accuracy: 0.7889 Epoch 80/100 58/58 [==============================] - 0s 359us/step - loss: 0.4489 - accuracy: 0.7882 Epoch 81/100 58/58 [==============================] - 0s 377us/step - loss: 0.4488 - accuracy: 0.7910 Epoch 82/100 58/58 [==============================] - 0s 385us/step - loss: 0.4488 - accuracy: 0.7903 Epoch 83/100 58/58 [==============================] - 0s 396us/step - loss: 0.4483 - accuracy: 0.7896 Epoch 84/100 58/58 [==============================] - 0s 373us/step - loss: 0.4482 - accuracy: 0.7931 Epoch 85/100 58/58 [==============================] - 0s 356us/step - loss: 0.4481 - accuracy: 0.7958 Epoch 86/100 58/58 [==============================] - 0s 374us/step - loss: 0.4481 - accuracy: 0.7917 Epoch 87/100 58/58 [==============================] - 0s 383us/step - loss: 0.4479 - accuracy: 0.7917 Epoch 88/100 58/58 [==============================] - 0s 371us/step - loss: 0.4475 - accuracy: 0.7979 Epoch 89/100 58/58 [==============================] - 0s 370us/step - loss: 0.4473 - accuracy: 0.7889 Epoch 90/100 58/58 [==============================] - 0s 365us/step - loss: 0.4472 - accuracy: 0.7910 Epoch 91/100 58/58 [==============================] - 0s 377us/step - loss: 0.4470 - accuracy: 0.7917 Epoch 92/100 58/58 [==============================] - 0s 379us/step - loss: 0.4464 - accuracy: 0.7979 Epoch 93/100 58/58 [==============================] - 0s 373us/step - loss: 0.4469 - accuracy: 0.7917 Epoch 94/100 58/58 [==============================] - 0s 376us/step - loss: 0.4467 - accuracy: 0.7924 Epoch 95/100 58/58 [==============================] - 0s 390us/step - loss: 0.4466 - accuracy: 0.7972 Epoch 96/100 58/58 [==============================] - 0s 374us/step - loss: 0.4464 - accuracy: 0.7972 Epoch 97/100 58/58 [==============================] - 0s 337us/step - loss: 0.4458 - accuracy: 0.7965 Epoch 98/100 58/58 [==============================] - 0s 385us/step - loss: 0.4464 - accuracy: 0.7965 Epoch 99/100 58/58 [==============================] - 0s 375us/step - loss: 0.4460 - accuracy: 0.8000 Epoch 100/100 58/58 [==============================] - 0s 381us/step - loss: 0.4453 - accuracy: 0.7986 5/5 [==============================] - 0s 436us/step Epoch 1/100 58/58 [==============================] - 0s 486us/step - loss: 0.6869 - accuracy: 0.6438 Epoch 2/100 58/58 [==============================] - 0s 405us/step - loss: 0.6667 - accuracy: 0.6535 Epoch 3/100 58/58 [==============================] - 0s 364us/step - loss: 0.6340 - accuracy: 0.6535 Epoch 4/100 58/58 [==============================] - 0s 373us/step - loss: 0.5928 - accuracy: 0.6535 Epoch 5/100 58/58 [==============================] - 0s 353us/step - loss: 0.5543 - accuracy: 0.6604 Epoch 6/100 58/58 [==============================] - 0s 376us/step - loss: 0.5280 - accuracy: 0.7361 Epoch 7/100 58/58 [==============================] - 0s 370us/step - loss: 0.5123 - accuracy: 0.7674 Epoch 8/100 58/58 [==============================] - 0s 383us/step - loss: 0.5018 - accuracy: 0.7715 Epoch 9/100 58/58 [==============================] - 0s 370us/step - loss: 0.4942 - accuracy: 0.7632 Epoch 10/100 58/58 [==============================] - 0s 381us/step - loss: 0.4882 - accuracy: 0.7660 Epoch 11/100 58/58 [==============================] - 0s 357us/step - loss: 0.4840 - accuracy: 0.7618 Epoch 12/100 58/58 [==============================] - 0s 377us/step - loss: 0.4811 - accuracy: 0.7639 Epoch 13/100 58/58 [==============================] - 0s 369us/step - loss: 0.4790 - accuracy: 0.7653 Epoch 14/100 58/58 [==============================] - 0s 373us/step - loss: 0.4771 - accuracy: 0.7639 Epoch 15/100 58/58 [==============================] - 0s 368us/step - loss: 0.4758 - accuracy: 0.7674 Epoch 16/100 58/58 [==============================] - 0s 367us/step - loss: 0.4745 - accuracy: 0.7625 Epoch 17/100 58/58 [==============================] - 0s 377us/step - loss: 0.4734 - accuracy: 0.7674 Epoch 18/100 58/58 [==============================] - 0s 371us/step - loss: 0.4724 - accuracy: 0.7618 Epoch 19/100 58/58 [==============================] - 0s 383us/step - loss: 0.4717 - accuracy: 0.7639 Epoch 20/100 58/58 [==============================] - 0s 379us/step - loss: 0.4711 - accuracy: 0.7646 Epoch 21/100 58/58 [==============================] - 0s 380us/step - loss: 0.4700 - accuracy: 0.7715 Epoch 22/100 58/58 [==============================] - 0s 371us/step - loss: 0.4698 - accuracy: 0.7639 Epoch 23/100 58/58 [==============================] - 0s 361us/step - loss: 0.4692 - accuracy: 0.7674 Epoch 24/100 58/58 [==============================] - 0s 372us/step - loss: 0.4685 - accuracy: 0.7688 Epoch 25/100 58/58 [==============================] - 0s 368us/step - loss: 0.4679 - accuracy: 0.7681 Epoch 26/100 58/58 [==============================] - 0s 365us/step - loss: 0.4675 - accuracy: 0.7701 Epoch 27/100 58/58 [==============================] - 0s 374us/step - loss: 0.4668 - accuracy: 0.7694 Epoch 28/100 58/58 [==============================] - 0s 498us/step - loss: 0.4664 - accuracy: 0.7715 Epoch 29/100 58/58 [==============================] - 0s 366us/step - loss: 0.4661 - accuracy: 0.7743 Epoch 30/100 58/58 [==============================] - 0s 384us/step - loss: 0.4655 - accuracy: 0.7757 Epoch 31/100 58/58 [==============================] - 0s 365us/step - loss: 0.4651 - accuracy: 0.7715 Epoch 32/100 58/58 [==============================] - 0s 382us/step - loss: 0.4646 - accuracy: 0.7785 Epoch 33/100 58/58 [==============================] - 0s 377us/step - loss: 0.4640 - accuracy: 0.7771 Epoch 34/100 58/58 [==============================] - 0s 377us/step - loss: 0.4637 - accuracy: 0.7764 Epoch 35/100 58/58 [==============================] - 0s 366us/step - loss: 0.4631 - accuracy: 0.7799 Epoch 36/100 58/58 [==============================] - 0s 374us/step - loss: 0.4625 - accuracy: 0.7799 Epoch 37/100 58/58 [==============================] - 0s 376us/step - loss: 0.4623 - accuracy: 0.7757 Epoch 38/100 58/58 [==============================] - 0s 377us/step - loss: 0.4617 - accuracy: 0.7785 Epoch 39/100 58/58 [==============================] - 0s 356us/step - loss: 0.4613 - accuracy: 0.7826 Epoch 40/100 58/58 [==============================] - 0s 386us/step - loss: 0.4611 - accuracy: 0.7785 Epoch 41/100 58/58 [==============================] - 0s 370us/step - loss: 0.4605 - accuracy: 0.7819 Epoch 42/100 58/58 [==============================] - 0s 368us/step - loss: 0.4603 - accuracy: 0.7764 Epoch 43/100 58/58 [==============================] - 0s 375us/step - loss: 0.4596 - accuracy: 0.7785 Epoch 44/100 58/58 [==============================] - 0s 372us/step - loss: 0.4591 - accuracy: 0.7799 Epoch 45/100 58/58 [==============================] - 0s 375us/step - loss: 0.4584 - accuracy: 0.7806 Epoch 46/100 58/58 [==============================] - 0s 365us/step - loss: 0.4582 - accuracy: 0.7812 Epoch 47/100 58/58 [==============================] - 0s 355us/step - loss: 0.4578 - accuracy: 0.7819 Epoch 48/100 58/58 [==============================] - 0s 374us/step - loss: 0.4572 - accuracy: 0.7847 Epoch 49/100 58/58 [==============================] - 0s 439us/step - loss: 0.4568 - accuracy: 0.7847 Epoch 50/100 58/58 [==============================] - 0s 360us/step - loss: 0.4562 - accuracy: 0.7861 Epoch 51/100 58/58 [==============================] - 0s 376us/step - loss: 0.4555 - accuracy: 0.7875 Epoch 52/100 58/58 [==============================] - 0s 366us/step - loss: 0.4554 - accuracy: 0.7896 Epoch 53/100 58/58 [==============================] - 0s 368us/step - loss: 0.4547 - accuracy: 0.7868 Epoch 54/100 58/58 [==============================] - 0s 371us/step - loss: 0.4544 - accuracy: 0.7889 Epoch 55/100 58/58 [==============================] - 0s 375us/step - loss: 0.4539 - accuracy: 0.7854 Epoch 56/100 58/58 [==============================] - 0s 372us/step - loss: 0.4539 - accuracy: 0.7868 Epoch 57/100 58/58 [==============================] - 0s 382us/step - loss: 0.4528 - accuracy: 0.7882 Epoch 58/100 58/58 [==============================] - 0s 356us/step - loss: 0.4529 - accuracy: 0.7882 Epoch 59/100 58/58 [==============================] - 0s 366us/step - loss: 0.4524 - accuracy: 0.7910 Epoch 60/100 58/58 [==============================] - 0s 369us/step - loss: 0.4519 - accuracy: 0.7882 Epoch 61/100 58/58 [==============================] - 0s 375us/step - loss: 0.4516 - accuracy: 0.7875 Epoch 62/100 58/58 [==============================] - 0s 378us/step - loss: 0.4512 - accuracy: 0.7875 Epoch 63/100 58/58 [==============================] - 0s 376us/step - loss: 0.4510 - accuracy: 0.7882 Epoch 64/100 58/58 [==============================] - 0s 381us/step - loss: 0.4500 - accuracy: 0.7903 Epoch 65/100 58/58 [==============================] - 0s 385us/step - loss: 0.4502 - accuracy: 0.7910 Epoch 66/100 58/58 [==============================] - 0s 389us/step - loss: 0.4499 - accuracy: 0.7910 Epoch 67/100 58/58 [==============================] - 0s 367us/step - loss: 0.4492 - accuracy: 0.7903 Epoch 68/100 58/58 [==============================] - 0s 385us/step - loss: 0.4488 - accuracy: 0.7924 Epoch 69/100 58/58 [==============================] - 0s 372us/step - loss: 0.4490 - accuracy: 0.7910 Epoch 70/100 58/58 [==============================] - 0s 378us/step - loss: 0.4482 - accuracy: 0.7896 Epoch 71/100 58/58 [==============================] - 0s 357us/step - loss: 0.4481 - accuracy: 0.7924 Epoch 72/100 58/58 [==============================] - 0s 367us/step - loss: 0.4477 - accuracy: 0.7931 Epoch 73/100 58/58 [==============================] - 0s 379us/step - loss: 0.4471 - accuracy: 0.7924 Epoch 74/100 58/58 [==============================] - 0s 382us/step - loss: 0.4469 - accuracy: 0.7951 Epoch 75/100 58/58 [==============================] - 0s 384us/step - loss: 0.4461 - accuracy: 0.7910 Epoch 76/100 58/58 [==============================] - 0s 381us/step - loss: 0.4462 - accuracy: 0.7972 Epoch 77/100 58/58 [==============================] - 0s 386us/step - loss: 0.4459 - accuracy: 0.7937 Epoch 78/100 58/58 [==============================] - 0s 373us/step - loss: 0.4453 - accuracy: 0.7944 Epoch 79/100 58/58 [==============================] - 0s 371us/step - loss: 0.4452 - accuracy: 0.7958 Epoch 80/100 58/58 [==============================] - 0s 366us/step - loss: 0.4445 - accuracy: 0.7951 Epoch 81/100 58/58 [==============================] - 0s 375us/step - loss: 0.4441 - accuracy: 0.7937 Epoch 82/100 58/58 [==============================] - 0s 378us/step - loss: 0.4436 - accuracy: 0.7958 Epoch 83/100 58/58 [==============================] - 0s 372us/step - loss: 0.4434 - accuracy: 0.7986 Epoch 84/100 58/58 [==============================] - 0s 391us/step - loss: 0.4429 - accuracy: 0.7972 Epoch 85/100 58/58 [==============================] - 0s 372us/step - loss: 0.4426 - accuracy: 0.7951 Epoch 86/100 58/58 [==============================] - 0s 359us/step - loss: 0.4420 - accuracy: 0.7979 Epoch 87/100 58/58 [==============================] - 0s 379us/step - loss: 0.4418 - accuracy: 0.7965 Epoch 88/100 58/58 [==============================] - 0s 384us/step - loss: 0.4415 - accuracy: 0.8014 Epoch 89/100 58/58 [==============================] - 0s 375us/step - loss: 0.4410 - accuracy: 0.8000 Epoch 90/100 58/58 [==============================] - 0s 383us/step - loss: 0.4406 - accuracy: 0.7951 Epoch 91/100 58/58 [==============================] - 0s 367us/step - loss: 0.4403 - accuracy: 0.7993 Epoch 92/100 58/58 [==============================] - 0s 375us/step - loss: 0.4399 - accuracy: 0.8007 Epoch 93/100 58/58 [==============================] - 0s 380us/step - loss: 0.4393 - accuracy: 0.7979 Epoch 94/100 58/58 [==============================] - 0s 376us/step - loss: 0.4388 - accuracy: 0.7965 Epoch 95/100 58/58 [==============================] - 0s 361us/step - loss: 0.4387 - accuracy: 0.7986 Epoch 96/100 58/58 [==============================] - 0s 377us/step - loss: 0.4381 - accuracy: 0.8000 Epoch 97/100 58/58 [==============================] - 0s 372us/step - loss: 0.4378 - accuracy: 0.7965 Epoch 98/100 58/58 [==============================] - 0s 362us/step - loss: 0.4375 - accuracy: 0.7972 Epoch 99/100 58/58 [==============================] - 0s 363us/step - loss: 0.4370 - accuracy: 0.7924 Epoch 100/100 58/58 [==============================] - 0s 402us/step - loss: 0.4367 - accuracy: 0.7944 5/5 [==============================] - 0s 489us/step Epoch 1/100 58/58 [==============================] - 0s 501us/step - loss: 0.6853 - accuracy: 0.6604 Epoch 2/100 58/58 [==============================] - 0s 412us/step - loss: 0.6643 - accuracy: 0.6618 Epoch 3/100 58/58 [==============================] - 0s 366us/step - loss: 0.6305 - accuracy: 0.6618 Epoch 4/100 58/58 [==============================] - 0s 371us/step - loss: 0.5914 - accuracy: 0.6604 Epoch 5/100 58/58 [==============================] - 0s 381us/step - loss: 0.5530 - accuracy: 0.7028 Epoch 6/100 58/58 [==============================] - 0s 381us/step - loss: 0.5232 - accuracy: 0.7549 Epoch 7/100 58/58 [==============================] - 0s 525us/step - loss: 0.5036 - accuracy: 0.7632 Epoch 8/100 58/58 [==============================] - 0s 371us/step - loss: 0.4910 - accuracy: 0.7618 Epoch 9/100 58/58 [==============================] - 0s 390us/step - loss: 0.4829 - accuracy: 0.7667 Epoch 10/100 58/58 [==============================] - 0s 383us/step - loss: 0.4777 - accuracy: 0.7660 Epoch 11/100 58/58 [==============================] - 0s 379us/step - loss: 0.4744 - accuracy: 0.7667 Epoch 12/100 58/58 [==============================] - 0s 381us/step - loss: 0.4722 - accuracy: 0.7632 Epoch 13/100 58/58 [==============================] - 0s 374us/step - loss: 0.4705 - accuracy: 0.7653 Epoch 14/100 58/58 [==============================] - 0s 386us/step - loss: 0.4692 - accuracy: 0.7646 Epoch 15/100 58/58 [==============================] - 0s 378us/step - loss: 0.4680 - accuracy: 0.7646 Epoch 16/100 58/58 [==============================] - 0s 382us/step - loss: 0.4671 - accuracy: 0.7646 Epoch 17/100 58/58 [==============================] - 0s 357us/step - loss: 0.4659 - accuracy: 0.7611 Epoch 18/100 58/58 [==============================] - 0s 380us/step - loss: 0.4647 - accuracy: 0.7625 Epoch 19/100 58/58 [==============================] - 0s 381us/step - loss: 0.4635 - accuracy: 0.7653 Epoch 20/100 58/58 [==============================] - 0s 372us/step - loss: 0.4630 - accuracy: 0.7667 Epoch 21/100 58/58 [==============================] - 0s 370us/step - loss: 0.4622 - accuracy: 0.7653 Epoch 22/100 58/58 [==============================] - 0s 366us/step - loss: 0.4614 - accuracy: 0.7632 Epoch 23/100 58/58 [==============================] - 0s 396us/step - loss: 0.4605 - accuracy: 0.7653 Epoch 24/100 58/58 [==============================] - 0s 371us/step - loss: 0.4602 - accuracy: 0.7660 Epoch 25/100 58/58 [==============================] - 0s 363us/step - loss: 0.4593 - accuracy: 0.7646 Epoch 26/100 58/58 [==============================] - 0s 384us/step - loss: 0.4589 - accuracy: 0.7632 Epoch 27/100 58/58 [==============================] - 0s 375us/step - loss: 0.4585 - accuracy: 0.7639 Epoch 28/100 58/58 [==============================] - 0s 386us/step - loss: 0.4580 - accuracy: 0.7667 Epoch 29/100 58/58 [==============================] - 0s 374us/step - loss: 0.4577 - accuracy: 0.7646 Epoch 30/100 58/58 [==============================] - 0s 372us/step - loss: 0.4573 - accuracy: 0.7653 Epoch 31/100 58/58 [==============================] - 0s 380us/step - loss: 0.4569 - accuracy: 0.7667 Epoch 32/100 58/58 [==============================] - 0s 373us/step - loss: 0.4567 - accuracy: 0.7688 Epoch 33/100 58/58 [==============================] - 0s 370us/step - loss: 0.4562 - accuracy: 0.7639 Epoch 34/100 58/58 [==============================] - 0s 396us/step - loss: 0.4559 - accuracy: 0.7674 Epoch 35/100 58/58 [==============================] - 0s 363us/step - loss: 0.4554 - accuracy: 0.7660 Epoch 36/100 58/58 [==============================] - 0s 384us/step - loss: 0.4552 - accuracy: 0.7667 Epoch 37/100 58/58 [==============================] - 0s 376us/step - loss: 0.4548 - accuracy: 0.7653 Epoch 38/100 58/58 [==============================] - 0s 378us/step - loss: 0.4543 - accuracy: 0.7674 Epoch 39/100 58/58 [==============================] - 0s 368us/step - loss: 0.4541 - accuracy: 0.7674 Epoch 40/100 58/58 [==============================] - 0s 374us/step - loss: 0.4537 - accuracy: 0.7681 Epoch 41/100 58/58 [==============================] - 0s 366us/step - loss: 0.4534 - accuracy: 0.7667 Epoch 42/100 58/58 [==============================] - 0s 367us/step - loss: 0.4530 - accuracy: 0.7653 Epoch 43/100 58/58 [==============================] - 0s 373us/step - loss: 0.4528 - accuracy: 0.7694 Epoch 44/100 58/58 [==============================] - 0s 371us/step - loss: 0.4525 - accuracy: 0.7688 Epoch 45/100 58/58 [==============================] - 0s 374us/step - loss: 0.4523 - accuracy: 0.7694 Epoch 46/100 58/58 [==============================] - 0s 364us/step - loss: 0.4518 - accuracy: 0.7701 Epoch 47/100 58/58 [==============================] - 0s 376us/step - loss: 0.4516 - accuracy: 0.7694 Epoch 48/100 58/58 [==============================] - 0s 384us/step - loss: 0.4514 - accuracy: 0.7694 Epoch 49/100 58/58 [==============================] - 0s 371us/step - loss: 0.4511 - accuracy: 0.7688 Epoch 50/100 58/58 [==============================] - 0s 386us/step - loss: 0.4508 - accuracy: 0.7708 Epoch 51/100 58/58 [==============================] - 0s 372us/step - loss: 0.4505 - accuracy: 0.7701 Epoch 52/100 58/58 [==============================] - 0s 364us/step - loss: 0.4503 - accuracy: 0.7701 Epoch 53/100 58/58 [==============================] - 0s 384us/step - loss: 0.4496 - accuracy: 0.7681 Epoch 54/100 58/58 [==============================] - 0s 378us/step - loss: 0.4493 - accuracy: 0.7743 Epoch 55/100 58/58 [==============================] - 0s 387us/step - loss: 0.4490 - accuracy: 0.7688 Epoch 56/100 58/58 [==============================] - 0s 379us/step - loss: 0.4490 - accuracy: 0.7722 Epoch 57/100 58/58 [==============================] - 0s 358us/step - loss: 0.4484 - accuracy: 0.7681 Epoch 58/100 58/58 [==============================] - 0s 381us/step - loss: 0.4482 - accuracy: 0.7708 Epoch 59/100 58/58 [==============================] - 0s 385us/step - loss: 0.4480 - accuracy: 0.7688 Epoch 60/100 58/58 [==============================] - 0s 387us/step - loss: 0.4477 - accuracy: 0.7708 Epoch 61/100 58/58 [==============================] - 0s 362us/step - loss: 0.4475 - accuracy: 0.7715 Epoch 62/100 58/58 [==============================] - 0s 379us/step - loss: 0.4472 - accuracy: 0.7681 Epoch 63/100 58/58 [==============================] - 0s 369us/step - loss: 0.4471 - accuracy: 0.7701 Epoch 64/100 58/58 [==============================] - 0s 378us/step - loss: 0.4468 - accuracy: 0.7674 Epoch 65/100 58/58 [==============================] - 0s 386us/step - loss: 0.4464 - accuracy: 0.7688 Epoch 66/100 58/58 [==============================] - 0s 378us/step - loss: 0.4463 - accuracy: 0.7715 Epoch 67/100 58/58 [==============================] - 0s 362us/step - loss: 0.4458 - accuracy: 0.7715 Epoch 68/100 58/58 [==============================] - 0s 385us/step - loss: 0.4461 - accuracy: 0.7674 Epoch 69/100 58/58 [==============================] - 0s 375us/step - loss: 0.4456 - accuracy: 0.7722 Epoch 70/100 58/58 [==============================] - 0s 378us/step - loss: 0.4454 - accuracy: 0.7701 Epoch 71/100 58/58 [==============================] - 0s 383us/step - loss: 0.4453 - accuracy: 0.7729 Epoch 72/100 58/58 [==============================] - 0s 370us/step - loss: 0.4454 - accuracy: 0.7701 Epoch 73/100 58/58 [==============================] - 0s 411us/step - loss: 0.4450 - accuracy: 0.7715 Epoch 74/100 58/58 [==============================] - 0s 402us/step - loss: 0.4446 - accuracy: 0.7688 Epoch 75/100 58/58 [==============================] - 0s 426us/step - loss: 0.4441 - accuracy: 0.7701 Epoch 76/100 58/58 [==============================] - 0s 434us/step - loss: 0.4441 - accuracy: 0.7715 Epoch 77/100 58/58 [==============================] - 0s 413us/step - loss: 0.4440 - accuracy: 0.7674 Epoch 78/100 58/58 [==============================] - 0s 379us/step - loss: 0.4438 - accuracy: 0.7701 Epoch 79/100 58/58 [==============================] - 0s 411us/step - loss: 0.4435 - accuracy: 0.7736 Epoch 80/100 58/58 [==============================] - 0s 434us/step - loss: 0.4433 - accuracy: 0.7694 Epoch 81/100 58/58 [==============================] - 0s 412us/step - loss: 0.4430 - accuracy: 0.7688 Epoch 82/100 58/58 [==============================] - 0s 447us/step - loss: 0.4430 - accuracy: 0.7681 Epoch 83/100 58/58 [==============================] - 0s 408us/step - loss: 0.4430 - accuracy: 0.7701 Epoch 84/100 58/58 [==============================] - 0s 574us/step - loss: 0.4424 - accuracy: 0.7674 Epoch 85/100 58/58 [==============================] - 0s 383us/step - loss: 0.4422 - accuracy: 0.7722 Epoch 86/100 58/58 [==============================] - 0s 395us/step - loss: 0.4420 - accuracy: 0.7681 Epoch 87/100 58/58 [==============================] - 0s 397us/step - loss: 0.4417 - accuracy: 0.7757 Epoch 88/100 58/58 [==============================] - 0s 410us/step - loss: 0.4414 - accuracy: 0.7715 Epoch 89/100 58/58 [==============================] - 0s 400us/step - loss: 0.4410 - accuracy: 0.7722 Epoch 90/100 58/58 [==============================] - 0s 423us/step - loss: 0.4410 - accuracy: 0.7736 Epoch 91/100 58/58 [==============================] - 0s 398us/step - loss: 0.4411 - accuracy: 0.7736 Epoch 92/100 58/58 [==============================] - 0s 376us/step - loss: 0.4407 - accuracy: 0.7708 Epoch 93/100 58/58 [==============================] - 0s 383us/step - loss: 0.4402 - accuracy: 0.7715 Epoch 94/100 58/58 [==============================] - 0s 372us/step - loss: 0.4403 - accuracy: 0.7764 Epoch 95/100 58/58 [==============================] - 0s 360us/step - loss: 0.4403 - accuracy: 0.7736 Epoch 96/100 58/58 [==============================] - 0s 378us/step - loss: 0.4401 - accuracy: 0.7785 Epoch 97/100 58/58 [==============================] - 0s 378us/step - loss: 0.4397 - accuracy: 0.7806 Epoch 98/100 58/58 [==============================] - 0s 376us/step - loss: 0.4393 - accuracy: 0.7806 Epoch 99/100 58/58 [==============================] - 0s 384us/step - loss: 0.4394 - accuracy: 0.7778 Epoch 100/100 58/58 [==============================] - 0s 369us/step - loss: 0.4393 - accuracy: 0.7806 5/5 [==============================] - 0s 483us/step Epoch 1/100 58/58 [==============================] - 0s 486us/step - loss: 0.6863 - accuracy: 0.6472 Epoch 2/100 58/58 [==============================] - 0s 421us/step - loss: 0.6670 - accuracy: 0.6514 Epoch 3/100 58/58 [==============================] - 0s 400us/step - loss: 0.6367 - accuracy: 0.6618 Epoch 4/100 58/58 [==============================] - 0s 370us/step - loss: 0.5983 - accuracy: 0.7354 Epoch 5/100 58/58 [==============================] - 0s 369us/step - loss: 0.5569 - accuracy: 0.7625 Epoch 6/100 58/58 [==============================] - 0s 378us/step - loss: 0.5228 - accuracy: 0.7667 Epoch 7/100 58/58 [==============================] - 0s 363us/step - loss: 0.4998 - accuracy: 0.7625 Epoch 8/100 58/58 [==============================] - 0s 367us/step - loss: 0.4882 - accuracy: 0.7604 Epoch 9/100 58/58 [==============================] - 0s 367us/step - loss: 0.4823 - accuracy: 0.7549 Epoch 10/100 58/58 [==============================] - 0s 390us/step - loss: 0.4792 - accuracy: 0.7576 Epoch 11/100 58/58 [==============================] - 0s 373us/step - loss: 0.4773 - accuracy: 0.7563 Epoch 12/100 58/58 [==============================] - 0s 365us/step - loss: 0.4758 - accuracy: 0.7597 Epoch 13/100 58/58 [==============================] - 0s 367us/step - loss: 0.4747 - accuracy: 0.7604 Epoch 14/100 58/58 [==============================] - 0s 383us/step - loss: 0.4731 - accuracy: 0.7590 Epoch 15/100 58/58 [==============================] - 0s 380us/step - loss: 0.4720 - accuracy: 0.7611 Epoch 16/100 58/58 [==============================] - 0s 385us/step - loss: 0.4713 - accuracy: 0.7632 Epoch 17/100 58/58 [==============================] - 0s 375us/step - loss: 0.4702 - accuracy: 0.7639 Epoch 18/100 58/58 [==============================] - 0s 378us/step - loss: 0.4694 - accuracy: 0.7653 Epoch 19/100 58/58 [==============================] - 0s 386us/step - loss: 0.4685 - accuracy: 0.7694 Epoch 20/100 58/58 [==============================] - 0s 372us/step - loss: 0.4679 - accuracy: 0.7660 Epoch 21/100 58/58 [==============================] - 0s 381us/step - loss: 0.4674 - accuracy: 0.7681 Epoch 22/100 58/58 [==============================] - 0s 364us/step - loss: 0.4666 - accuracy: 0.7708 Epoch 23/100 58/58 [==============================] - 0s 375us/step - loss: 0.4659 - accuracy: 0.7694 Epoch 24/100 58/58 [==============================] - 0s 376us/step - loss: 0.4654 - accuracy: 0.7681 Epoch 25/100 58/58 [==============================] - 0s 385us/step - loss: 0.4649 - accuracy: 0.7708 Epoch 26/100 58/58 [==============================] - 0s 378us/step - loss: 0.4641 - accuracy: 0.7694 Epoch 27/100 58/58 [==============================] - 0s 369us/step - loss: 0.4633 - accuracy: 0.7729 Epoch 28/100 58/58 [==============================] - 0s 372us/step - loss: 0.4624 - accuracy: 0.7715 Epoch 29/100 58/58 [==============================] - 0s 378us/step - loss: 0.4618 - accuracy: 0.7743 Epoch 30/100 58/58 [==============================] - 0s 380us/step - loss: 0.4615 - accuracy: 0.7736 Epoch 31/100 58/58 [==============================] - 0s 379us/step - loss: 0.4607 - accuracy: 0.7750 Epoch 32/100 58/58 [==============================] - 0s 384us/step - loss: 0.4604 - accuracy: 0.7729 Epoch 33/100 58/58 [==============================] - 0s 386us/step - loss: 0.4597 - accuracy: 0.7750 Epoch 34/100 58/58 [==============================] - 0s 376us/step - loss: 0.4588 - accuracy: 0.7729 Epoch 35/100 58/58 [==============================] - 0s 360us/step - loss: 0.4586 - accuracy: 0.7743 Epoch 36/100 58/58 [==============================] - 0s 363us/step - loss: 0.4583 - accuracy: 0.7757 Epoch 37/100 58/58 [==============================] - 0s 380us/step - loss: 0.4575 - accuracy: 0.7750 Epoch 38/100 58/58 [==============================] - 0s 374us/step - loss: 0.4566 - accuracy: 0.7715 Epoch 39/100 58/58 [==============================] - 0s 373us/step - loss: 0.4558 - accuracy: 0.7771 Epoch 40/100 58/58 [==============================] - 0s 386us/step - loss: 0.4560 - accuracy: 0.7757 Epoch 41/100 58/58 [==============================] - 0s 369us/step - loss: 0.4552 - accuracy: 0.7736 Epoch 42/100 58/58 [==============================] - 0s 385us/step - loss: 0.4544 - accuracy: 0.7743 Epoch 43/100 58/58 [==============================] - 0s 383us/step - loss: 0.4540 - accuracy: 0.7792 Epoch 44/100 58/58 [==============================] - 0s 374us/step - loss: 0.4536 - accuracy: 0.7771 Epoch 45/100 58/58 [==============================] - 0s 379us/step - loss: 0.4530 - accuracy: 0.7799 Epoch 46/100 58/58 [==============================] - 0s 374us/step - loss: 0.4524 - accuracy: 0.7812 Epoch 47/100 58/58 [==============================] - 0s 377us/step - loss: 0.4518 - accuracy: 0.7778 Epoch 48/100 58/58 [==============================] - 0s 372us/step - loss: 0.4515 - accuracy: 0.7819 Epoch 49/100 58/58 [==============================] - 0s 381us/step - loss: 0.4508 - accuracy: 0.7764 Epoch 50/100 58/58 [==============================] - 0s 378us/step - loss: 0.4501 - accuracy: 0.7812 Epoch 51/100 58/58 [==============================] - 0s 363us/step - loss: 0.4496 - accuracy: 0.7833 Epoch 52/100 58/58 [==============================] - 0s 369us/step - loss: 0.4490 - accuracy: 0.7847 Epoch 53/100 58/58 [==============================] - 0s 386us/step - loss: 0.4477 - accuracy: 0.7840 Epoch 54/100 58/58 [==============================] - 0s 367us/step - loss: 0.4473 - accuracy: 0.7840 Epoch 55/100 58/58 [==============================] - 0s 399us/step - loss: 0.4463 - accuracy: 0.7833 Epoch 56/100 58/58 [==============================] - 0s 378us/step - loss: 0.4457 - accuracy: 0.7889 Epoch 57/100 58/58 [==============================] - 0s 375us/step - loss: 0.4451 - accuracy: 0.7854 Epoch 58/100 58/58 [==============================] - 0s 369us/step - loss: 0.4439 - accuracy: 0.7875 Epoch 59/100 58/58 [==============================] - 0s 364us/step - loss: 0.4430 - accuracy: 0.7875 Epoch 60/100 58/58 [==============================] - 0s 383us/step - loss: 0.4431 - accuracy: 0.7917 Epoch 61/100 58/58 [==============================] - 0s 364us/step - loss: 0.4421 - accuracy: 0.7903 Epoch 62/100 58/58 [==============================] - 0s 347us/step - loss: 0.4418 - accuracy: 0.7875 Epoch 63/100 58/58 [==============================] - 0s 381us/step - loss: 0.4410 - accuracy: 0.7931 Epoch 64/100 58/58 [==============================] - 0s 541us/step - loss: 0.4402 - accuracy: 0.7896 Epoch 65/100 58/58 [==============================] - 0s 376us/step - loss: 0.4399 - accuracy: 0.7917 Epoch 66/100 58/58 [==============================] - 0s 378us/step - loss: 0.4393 - accuracy: 0.7917 Epoch 67/100 58/58 [==============================] - 0s 389us/step - loss: 0.4386 - accuracy: 0.7965 Epoch 68/100 58/58 [==============================] - 0s 359us/step - loss: 0.4383 - accuracy: 0.7924 Epoch 69/100 58/58 [==============================] - 0s 378us/step - loss: 0.4377 - accuracy: 0.7924 Epoch 70/100 58/58 [==============================] - 0s 377us/step - loss: 0.4366 - accuracy: 0.7951 Epoch 71/100 58/58 [==============================] - 0s 395us/step - loss: 0.4371 - accuracy: 0.7958 Epoch 72/100 58/58 [==============================] - 0s 367us/step - loss: 0.4365 - accuracy: 0.8007 Epoch 73/100 58/58 [==============================] - 0s 364us/step - loss: 0.4358 - accuracy: 0.7986 Epoch 74/100 58/58 [==============================] - 0s 360us/step - loss: 0.4356 - accuracy: 0.7986 Epoch 75/100 58/58 [==============================] - 0s 376us/step - loss: 0.4351 - accuracy: 0.7993 Epoch 76/100 58/58 [==============================] - 0s 365us/step - loss: 0.4346 - accuracy: 0.7965 Epoch 77/100 58/58 [==============================] - 0s 369us/step - loss: 0.4343 - accuracy: 0.7993 Epoch 78/100 58/58 [==============================] - 0s 389us/step - loss: 0.4333 - accuracy: 0.8007 Epoch 79/100 58/58 [==============================] - 0s 375us/step - loss: 0.4330 - accuracy: 0.7986 Epoch 80/100 58/58 [==============================] - 0s 361us/step - loss: 0.4325 - accuracy: 0.7965 Epoch 81/100 58/58 [==============================] - 0s 375us/step - loss: 0.4319 - accuracy: 0.8000 Epoch 82/100 58/58 [==============================] - 0s 376us/step - loss: 0.4311 - accuracy: 0.7951 Epoch 83/100 58/58 [==============================] - 0s 400us/step - loss: 0.4310 - accuracy: 0.7965 Epoch 84/100 58/58 [==============================] - 0s 367us/step - loss: 0.4301 - accuracy: 0.8007 Epoch 85/100 58/58 [==============================] - 0s 358us/step - loss: 0.4302 - accuracy: 0.7951 Epoch 86/100 58/58 [==============================] - 0s 369us/step - loss: 0.4298 - accuracy: 0.8000 Epoch 87/100 58/58 [==============================] - 0s 379us/step - loss: 0.4286 - accuracy: 0.7965 Epoch 88/100 58/58 [==============================] - 0s 363us/step - loss: 0.4285 - accuracy: 0.7993 Epoch 89/100 58/58 [==============================] - 0s 375us/step - loss: 0.4284 - accuracy: 0.7931 Epoch 90/100 58/58 [==============================] - 0s 385us/step - loss: 0.4275 - accuracy: 0.7958 Epoch 91/100 58/58 [==============================] - 0s 369us/step - loss: 0.4273 - accuracy: 0.8007 Epoch 92/100 58/58 [==============================] - 0s 378us/step - loss: 0.4266 - accuracy: 0.7986 Epoch 93/100 58/58 [==============================] - 0s 385us/step - loss: 0.4268 - accuracy: 0.7979 Epoch 94/100 58/58 [==============================] - 0s 371us/step - loss: 0.4257 - accuracy: 0.7951 Epoch 95/100 58/58 [==============================] - 0s 370us/step - loss: 0.4254 - accuracy: 0.7965 Epoch 96/100 58/58 [==============================] - 0s 377us/step - loss: 0.4249 - accuracy: 0.7972 Epoch 97/100 58/58 [==============================] - 0s 384us/step - loss: 0.4246 - accuracy: 0.8000 Epoch 98/100 58/58 [==============================] - 0s 378us/step - loss: 0.4239 - accuracy: 0.7993 Epoch 99/100 58/58 [==============================] - 0s 359us/step - loss: 0.4237 - accuracy: 0.7993 Epoch 100/100 58/58 [==============================] - 0s 377us/step - loss: 0.4226 - accuracy: 0.8000 5/5 [==============================] - 0s 469us/step Epoch 1/100 58/58 [==============================] - 0s 488us/step - loss: 0.6855 - accuracy: 0.6479 Epoch 2/100 58/58 [==============================] - 0s 411us/step - loss: 0.6641 - accuracy: 0.6521 Epoch 3/100 58/58 [==============================] - 0s 366us/step - loss: 0.6306 - accuracy: 0.6521 Epoch 4/100 58/58 [==============================] - 0s 363us/step - loss: 0.5896 - accuracy: 0.6521 Epoch 5/100 58/58 [==============================] - 0s 359us/step - loss: 0.5522 - accuracy: 0.7104 Epoch 6/100 58/58 [==============================] - 0s 380us/step - loss: 0.5241 - accuracy: 0.7583 Epoch 7/100 58/58 [==============================] - 0s 361us/step - loss: 0.5060 - accuracy: 0.7563 Epoch 8/100 58/58 [==============================] - 0s 373us/step - loss: 0.4945 - accuracy: 0.7563 Epoch 9/100 58/58 [==============================] - 0s 361us/step - loss: 0.4883 - accuracy: 0.7479 Epoch 10/100 58/58 [==============================] - 0s 357us/step - loss: 0.4848 - accuracy: 0.7500 Epoch 11/100 58/58 [==============================] - 0s 360us/step - loss: 0.4828 - accuracy: 0.7486 Epoch 12/100 58/58 [==============================] - 0s 361us/step - loss: 0.4812 - accuracy: 0.7535 Epoch 13/100 58/58 [==============================] - 0s 378us/step - loss: 0.4797 - accuracy: 0.7556 Epoch 14/100 58/58 [==============================] - 0s 401us/step - loss: 0.4785 - accuracy: 0.7507 Epoch 15/100 58/58 [==============================] - 0s 359us/step - loss: 0.4773 - accuracy: 0.7563 Epoch 16/100 58/58 [==============================] - 0s 373us/step - loss: 0.4762 - accuracy: 0.7556 Epoch 17/100 58/58 [==============================] - 0s 355us/step - loss: 0.4747 - accuracy: 0.7569 Epoch 18/100 58/58 [==============================] - 0s 385us/step - loss: 0.4745 - accuracy: 0.7563 Epoch 19/100 58/58 [==============================] - 0s 386us/step - loss: 0.4731 - accuracy: 0.7576 Epoch 20/100 58/58 [==============================] - 0s 362us/step - loss: 0.4720 - accuracy: 0.7569 Epoch 21/100 58/58 [==============================] - 0s 365us/step - loss: 0.4716 - accuracy: 0.7604 Epoch 22/100 58/58 [==============================] - 0s 389us/step - loss: 0.4704 - accuracy: 0.7660 Epoch 23/100 58/58 [==============================] - 0s 379us/step - loss: 0.4697 - accuracy: 0.7660 Epoch 24/100 58/58 [==============================] - 0s 363us/step - loss: 0.4691 - accuracy: 0.7611 Epoch 25/100 58/58 [==============================] - 0s 386us/step - loss: 0.4683 - accuracy: 0.7632 Epoch 26/100 58/58 [==============================] - 0s 374us/step - loss: 0.4678 - accuracy: 0.7611 Epoch 27/100 58/58 [==============================] - 0s 375us/step - loss: 0.4673 - accuracy: 0.7639 Epoch 28/100 58/58 [==============================] - 0s 371us/step - loss: 0.4665 - accuracy: 0.7639 Epoch 29/100 58/58 [==============================] - 0s 375us/step - loss: 0.4660 - accuracy: 0.7667 Epoch 30/100 58/58 [==============================] - 0s 393us/step - loss: 0.4659 - accuracy: 0.7674 Epoch 31/100 58/58 [==============================] - 0s 378us/step - loss: 0.4654 - accuracy: 0.7618 Epoch 32/100 58/58 [==============================] - 0s 375us/step - loss: 0.4651 - accuracy: 0.7646 Epoch 33/100 58/58 [==============================] - 0s 389us/step - loss: 0.4645 - accuracy: 0.7688 Epoch 34/100 58/58 [==============================] - 0s 371us/step - loss: 0.4642 - accuracy: 0.7653 Epoch 35/100 58/58 [==============================] - 0s 395us/step - loss: 0.4635 - accuracy: 0.7611 Epoch 36/100 58/58 [==============================] - 0s 373us/step - loss: 0.4632 - accuracy: 0.7681 Epoch 37/100 58/58 [==============================] - 0s 373us/step - loss: 0.4626 - accuracy: 0.7667 Epoch 38/100 58/58 [==============================] - 0s 367us/step - loss: 0.4626 - accuracy: 0.7694 Epoch 39/100 58/58 [==============================] - 0s 381us/step - loss: 0.4620 - accuracy: 0.7674 Epoch 40/100 58/58 [==============================] - 0s 366us/step - loss: 0.4618 - accuracy: 0.7694 Epoch 41/100 58/58 [==============================] - 0s 372us/step - loss: 0.4611 - accuracy: 0.7715 Epoch 42/100 58/58 [==============================] - 0s 378us/step - loss: 0.4609 - accuracy: 0.7701 Epoch 43/100 58/58 [==============================] - 0s 361us/step - loss: 0.4604 - accuracy: 0.7688 Epoch 44/100 58/58 [==============================] - 0s 377us/step - loss: 0.4601 - accuracy: 0.7646 Epoch 45/100 58/58 [==============================] - 0s 381us/step - loss: 0.4597 - accuracy: 0.7708 Epoch 46/100 58/58 [==============================] - 0s 375us/step - loss: 0.4595 - accuracy: 0.7681 Epoch 47/100 58/58 [==============================] - 0s 371us/step - loss: 0.4590 - accuracy: 0.7729 Epoch 48/100 58/58 [==============================] - 0s 378us/step - loss: 0.4585 - accuracy: 0.7715 Epoch 49/100 58/58 [==============================] - 0s 371us/step - loss: 0.4586 - accuracy: 0.7701 Epoch 50/100 58/58 [==============================] - 0s 381us/step - loss: 0.4581 - accuracy: 0.7757 Epoch 51/100 58/58 [==============================] - 0s 534us/step - loss: 0.4579 - accuracy: 0.7743 Epoch 52/100 58/58 [==============================] - 0s 369us/step - loss: 0.4576 - accuracy: 0.7778 Epoch 53/100 58/58 [==============================] - 0s 374us/step - loss: 0.4575 - accuracy: 0.7764 Epoch 54/100 58/58 [==============================] - 0s 358us/step - loss: 0.4570 - accuracy: 0.7729 Epoch 55/100 58/58 [==============================] - 0s 389us/step - loss: 0.4567 - accuracy: 0.7743 Epoch 56/100 58/58 [==============================] - 0s 386us/step - loss: 0.4567 - accuracy: 0.7757 Epoch 57/100 58/58 [==============================] - 0s 382us/step - loss: 0.4564 - accuracy: 0.7771 Epoch 58/100 58/58 [==============================] - 0s 378us/step - loss: 0.4562 - accuracy: 0.7764 Epoch 59/100 58/58 [==============================] - 0s 345us/step - loss: 0.4559 - accuracy: 0.7764 Epoch 60/100 58/58 [==============================] - 0s 372us/step - loss: 0.4558 - accuracy: 0.7764 Epoch 61/100 58/58 [==============================] - 0s 372us/step - loss: 0.4554 - accuracy: 0.7764 Epoch 62/100 58/58 [==============================] - 0s 374us/step - loss: 0.4555 - accuracy: 0.7750 Epoch 63/100 58/58 [==============================] - 0s 372us/step - loss: 0.4556 - accuracy: 0.7743 Epoch 64/100 58/58 [==============================] - 0s 377us/step - loss: 0.4551 - accuracy: 0.7729 Epoch 65/100 58/58 [==============================] - 0s 360us/step - loss: 0.4549 - accuracy: 0.7757 Epoch 66/100 58/58 [==============================] - 0s 374us/step - loss: 0.4546 - accuracy: 0.7757 Epoch 67/100 58/58 [==============================] - 0s 368us/step - loss: 0.4546 - accuracy: 0.7771 Epoch 68/100 58/58 [==============================] - 0s 373us/step - loss: 0.4546 - accuracy: 0.7771 Epoch 69/100 58/58 [==============================] - 0s 372us/step - loss: 0.4543 - accuracy: 0.7771 Epoch 70/100 58/58 [==============================] - 0s 370us/step - loss: 0.4540 - accuracy: 0.7750 Epoch 71/100 58/58 [==============================] - 0s 372us/step - loss: 0.4539 - accuracy: 0.7764 Epoch 72/100 58/58 [==============================] - 0s 374us/step - loss: 0.4533 - accuracy: 0.7778 Epoch 73/100 58/58 [==============================] - 0s 381us/step - loss: 0.4534 - accuracy: 0.7785 Epoch 74/100 58/58 [==============================] - 0s 371us/step - loss: 0.4534 - accuracy: 0.7778 Epoch 75/100 58/58 [==============================] - 0s 367us/step - loss: 0.4529 - accuracy: 0.7771 Epoch 76/100 58/58 [==============================] - 0s 375us/step - loss: 0.4527 - accuracy: 0.7806 Epoch 77/100 58/58 [==============================] - 0s 378us/step - loss: 0.4524 - accuracy: 0.7792 Epoch 78/100 58/58 [==============================] - 0s 384us/step - loss: 0.4523 - accuracy: 0.7778 Epoch 79/100 58/58 [==============================] - 0s 372us/step - loss: 0.4519 - accuracy: 0.7812 Epoch 80/100 58/58 [==============================] - 0s 377us/step - loss: 0.4518 - accuracy: 0.7833 Epoch 81/100 58/58 [==============================] - 0s 375us/step - loss: 0.4511 - accuracy: 0.7875 Epoch 82/100 58/58 [==============================] - 0s 378us/step - loss: 0.4512 - accuracy: 0.7771 Epoch 83/100 58/58 [==============================] - 0s 360us/step - loss: 0.4510 - accuracy: 0.7792 Epoch 84/100 58/58 [==============================] - 0s 376us/step - loss: 0.4503 - accuracy: 0.7736 Epoch 85/100 58/58 [==============================] - 0s 376us/step - loss: 0.4499 - accuracy: 0.7812 Epoch 86/100 58/58 [==============================] - 0s 374us/step - loss: 0.4499 - accuracy: 0.7819 Epoch 87/100 58/58 [==============================] - 0s 360us/step - loss: 0.4496 - accuracy: 0.7861 Epoch 88/100 58/58 [==============================] - 0s 357us/step - loss: 0.4496 - accuracy: 0.7778 Epoch 89/100 58/58 [==============================] - 0s 382us/step - loss: 0.4490 - accuracy: 0.7854 Epoch 90/100 58/58 [==============================] - 0s 369us/step - loss: 0.4483 - accuracy: 0.7806 Epoch 91/100 58/58 [==============================] - 0s 385us/step - loss: 0.4479 - accuracy: 0.7875 Epoch 92/100 58/58 [==============================] - 0s 377us/step - loss: 0.4475 - accuracy: 0.7840 Epoch 93/100 58/58 [==============================] - 0s 386us/step - loss: 0.4471 - accuracy: 0.7896 Epoch 94/100 58/58 [==============================] - 0s 392us/step - loss: 0.4465 - accuracy: 0.7882 Epoch 95/100 58/58 [==============================] - 0s 368us/step - loss: 0.4465 - accuracy: 0.7812 Epoch 96/100 58/58 [==============================] - 0s 366us/step - loss: 0.4461 - accuracy: 0.7806 Epoch 97/100 58/58 [==============================] - 0s 384us/step - loss: 0.4460 - accuracy: 0.7854 Epoch 98/100 58/58 [==============================] - 0s 384us/step - loss: 0.4458 - accuracy: 0.7875 Epoch 99/100 58/58 [==============================] - 0s 363us/step - loss: 0.4454 - accuracy: 0.7896 Epoch 100/100 58/58 [==============================] - 0s 366us/step - loss: 0.4447 - accuracy: 0.7875 5/5 [==============================] - 0s 453us/step Epoch 1/100 58/58 [==============================] - 0s 498us/step - loss: 0.6868 - accuracy: 0.6549 Epoch 2/100 58/58 [==============================] - 0s 404us/step - loss: 0.6677 - accuracy: 0.6597 Epoch 3/100 58/58 [==============================] - 0s 375us/step - loss: 0.6367 - accuracy: 0.6597 Epoch 4/100 58/58 [==============================] - 0s 357us/step - loss: 0.5994 - accuracy: 0.6597 Epoch 5/100 58/58 [==============================] - 0s 373us/step - loss: 0.5636 - accuracy: 0.6597 Epoch 6/100 58/58 [==============================] - 0s 373us/step - loss: 0.5405 - accuracy: 0.6597 Epoch 7/100 58/58 [==============================] - 0s 367us/step - loss: 0.5263 - accuracy: 0.6597 Epoch 8/100 58/58 [==============================] - 0s 372us/step - loss: 0.5179 - accuracy: 0.6597 Epoch 9/100 58/58 [==============================] - 0s 380us/step - loss: 0.5120 - accuracy: 0.6597 Epoch 10/100 58/58 [==============================] - 0s 378us/step - loss: 0.5069 - accuracy: 0.6597 Epoch 11/100 58/58 [==============================] - 0s 371us/step - loss: 0.5031 - accuracy: 0.6792 Epoch 12/100 58/58 [==============================] - 0s 406us/step - loss: 0.5000 - accuracy: 0.7743 Epoch 13/100 58/58 [==============================] - 0s 370us/step - loss: 0.4970 - accuracy: 0.7771 Epoch 14/100 58/58 [==============================] - 0s 368us/step - loss: 0.4943 - accuracy: 0.7792 Epoch 15/100 58/58 [==============================] - 0s 377us/step - loss: 0.4918 - accuracy: 0.7812 Epoch 16/100 58/58 [==============================] - 0s 369us/step - loss: 0.4896 - accuracy: 0.7826 Epoch 17/100 58/58 [==============================] - 0s 386us/step - loss: 0.4877 - accuracy: 0.7833 Epoch 18/100 58/58 [==============================] - 0s 385us/step - loss: 0.4858 - accuracy: 0.7799 Epoch 19/100 58/58 [==============================] - 0s 366us/step - loss: 0.4840 - accuracy: 0.7799 Epoch 20/100 58/58 [==============================] - 0s 358us/step - loss: 0.4823 - accuracy: 0.7799 Epoch 21/100 58/58 [==============================] - 0s 371us/step - loss: 0.4808 - accuracy: 0.7812 Epoch 22/100 58/58 [==============================] - 0s 364us/step - loss: 0.4794 - accuracy: 0.7819 Epoch 23/100 58/58 [==============================] - 0s 363us/step - loss: 0.4779 - accuracy: 0.7847 Epoch 24/100 58/58 [==============================] - 0s 364us/step - loss: 0.4764 - accuracy: 0.7833 Epoch 25/100 58/58 [==============================] - 0s 363us/step - loss: 0.4754 - accuracy: 0.7840 Epoch 26/100 58/58 [==============================] - 0s 371us/step - loss: 0.4738 - accuracy: 0.7819 Epoch 27/100 58/58 [==============================] - 0s 372us/step - loss: 0.4728 - accuracy: 0.7826 Epoch 28/100 58/58 [==============================] - 0s 372us/step - loss: 0.4715 - accuracy: 0.7819 Epoch 29/100 58/58 [==============================] - 0s 382us/step - loss: 0.4705 - accuracy: 0.7812 Epoch 30/100 58/58 [==============================] - 0s 377us/step - loss: 0.4692 - accuracy: 0.7778 Epoch 31/100 58/58 [==============================] - 0s 370us/step - loss: 0.4683 - accuracy: 0.7799 Epoch 32/100 58/58 [==============================] - 0s 388us/step - loss: 0.4675 - accuracy: 0.7778 Epoch 33/100 58/58 [==============================] - 0s 527us/step - loss: 0.4665 - accuracy: 0.7785 Epoch 34/100 58/58 [==============================] - 0s 384us/step - loss: 0.4655 - accuracy: 0.7799 Epoch 35/100 58/58 [==============================] - 0s 368us/step - loss: 0.4646 - accuracy: 0.7799 Epoch 36/100 58/58 [==============================] - 0s 374us/step - loss: 0.4642 - accuracy: 0.7792 Epoch 37/100 58/58 [==============================] - 0s 367us/step - loss: 0.4631 - accuracy: 0.7792 Epoch 38/100 58/58 [==============================] - 0s 361us/step - loss: 0.4625 - accuracy: 0.7792 Epoch 39/100 58/58 [==============================] - 0s 443us/step - loss: 0.4616 - accuracy: 0.7819 Epoch 40/100 58/58 [==============================] - 0s 366us/step - loss: 0.4610 - accuracy: 0.7806 Epoch 41/100 58/58 [==============================] - 0s 379us/step - loss: 0.4603 - accuracy: 0.7847 Epoch 42/100 58/58 [==============================] - 0s 374us/step - loss: 0.4599 - accuracy: 0.7785 Epoch 43/100 58/58 [==============================] - 0s 371us/step - loss: 0.4592 - accuracy: 0.7785 Epoch 44/100 58/58 [==============================] - 0s 372us/step - loss: 0.4586 - accuracy: 0.7812 Epoch 45/100 58/58 [==============================] - 0s 380us/step - loss: 0.4581 - accuracy: 0.7826 Epoch 46/100 58/58 [==============================] - 0s 366us/step - loss: 0.4574 - accuracy: 0.7826 Epoch 47/100 58/58 [==============================] - 0s 382us/step - loss: 0.4568 - accuracy: 0.7833 Epoch 48/100 58/58 [==============================] - 0s 379us/step - loss: 0.4560 - accuracy: 0.7819 Epoch 49/100 58/58 [==============================] - 0s 364us/step - loss: 0.4554 - accuracy: 0.7840 Epoch 50/100 58/58 [==============================] - 0s 434us/step - loss: 0.4547 - accuracy: 0.7847 Epoch 51/100 58/58 [==============================] - 0s 373us/step - loss: 0.4544 - accuracy: 0.7847 Epoch 52/100 58/58 [==============================] - 0s 374us/step - loss: 0.4538 - accuracy: 0.7833 Epoch 53/100 58/58 [==============================] - 0s 381us/step - loss: 0.4532 - accuracy: 0.7840 Epoch 54/100 58/58 [==============================] - 0s 360us/step - loss: 0.4525 - accuracy: 0.7812 Epoch 55/100 58/58 [==============================] - 0s 373us/step - loss: 0.4520 - accuracy: 0.7806 Epoch 56/100 58/58 [==============================] - 0s 373us/step - loss: 0.4516 - accuracy: 0.7819 Epoch 57/100 58/58 [==============================] - 0s 376us/step - loss: 0.4509 - accuracy: 0.7840 Epoch 58/100 58/58 [==============================] - 0s 361us/step - loss: 0.4502 - accuracy: 0.7785 Epoch 59/100 58/58 [==============================] - 0s 367us/step - loss: 0.4498 - accuracy: 0.7826 Epoch 60/100 58/58 [==============================] - 0s 363us/step - loss: 0.4495 - accuracy: 0.7785 Epoch 61/100 58/58 [==============================] - 0s 367us/step - loss: 0.4488 - accuracy: 0.7771 Epoch 62/100 58/58 [==============================] - 0s 387us/step - loss: 0.4483 - accuracy: 0.7792 Epoch 63/100 58/58 [==============================] - 0s 372us/step - loss: 0.4481 - accuracy: 0.7764 Epoch 64/100 58/58 [==============================] - 0s 366us/step - loss: 0.4478 - accuracy: 0.7757 Epoch 65/100 58/58 [==============================] - 0s 376us/step - loss: 0.4476 - accuracy: 0.7778 Epoch 66/100 58/58 [==============================] - 0s 383us/step - loss: 0.4471 - accuracy: 0.7750 Epoch 67/100 58/58 [==============================] - 0s 366us/step - loss: 0.4469 - accuracy: 0.7750 Epoch 68/100 58/58 [==============================] - 0s 376us/step - loss: 0.4464 - accuracy: 0.7785 Epoch 69/100 58/58 [==============================] - 0s 378us/step - loss: 0.4463 - accuracy: 0.7771 Epoch 70/100 58/58 [==============================] - 0s 375us/step - loss: 0.4459 - accuracy: 0.7764 Epoch 71/100 58/58 [==============================] - 0s 372us/step - loss: 0.4456 - accuracy: 0.7764 Epoch 72/100 58/58 [==============================] - 0s 384us/step - loss: 0.4454 - accuracy: 0.7750 Epoch 73/100 58/58 [==============================] - 0s 362us/step - loss: 0.4449 - accuracy: 0.7736 Epoch 74/100 58/58 [==============================] - 0s 371us/step - loss: 0.4448 - accuracy: 0.7743 Epoch 75/100 58/58 [==============================] - 0s 385us/step - loss: 0.4447 - accuracy: 0.7729 Epoch 76/100 58/58 [==============================] - 0s 369us/step - loss: 0.4443 - accuracy: 0.7743 Epoch 77/100 58/58 [==============================] - 0s 381us/step - loss: 0.4441 - accuracy: 0.7750 Epoch 78/100 58/58 [==============================] - 0s 393us/step - loss: 0.4441 - accuracy: 0.7729 Epoch 79/100 58/58 [==============================] - 0s 737us/step - loss: 0.4437 - accuracy: 0.7771 Epoch 80/100 58/58 [==============================] - 0s 389us/step - loss: 0.4434 - accuracy: 0.7743 Epoch 81/100 58/58 [==============================] - 0s 378us/step - loss: 0.4431 - accuracy: 0.7750 Epoch 82/100 58/58 [==============================] - 0s 381us/step - loss: 0.4431 - accuracy: 0.7736 Epoch 83/100 58/58 [==============================] - 0s 372us/step - loss: 0.4428 - accuracy: 0.7743 Epoch 84/100 58/58 [==============================] - 0s 375us/step - loss: 0.4426 - accuracy: 0.7764 Epoch 85/100 58/58 [==============================] - 0s 377us/step - loss: 0.4425 - accuracy: 0.7778 Epoch 86/100 58/58 [==============================] - 0s 367us/step - loss: 0.4422 - accuracy: 0.7722 Epoch 87/100 58/58 [==============================] - 0s 389us/step - loss: 0.4421 - accuracy: 0.7743 Epoch 88/100 58/58 [==============================] - 0s 382us/step - loss: 0.4418 - accuracy: 0.7806 Epoch 89/100 58/58 [==============================] - 0s 368us/step - loss: 0.4416 - accuracy: 0.7736 Epoch 90/100 58/58 [==============================] - 0s 365us/step - loss: 0.4413 - accuracy: 0.7736 Epoch 91/100 58/58 [==============================] - 0s 373us/step - loss: 0.4411 - accuracy: 0.7778 Epoch 92/100 58/58 [==============================] - 0s 380us/step - loss: 0.4406 - accuracy: 0.7792 Epoch 93/100 58/58 [==============================] - 0s 365us/step - loss: 0.4407 - accuracy: 0.7771 Epoch 94/100 58/58 [==============================] - 0s 382us/step - loss: 0.4406 - accuracy: 0.7785 Epoch 95/100 58/58 [==============================] - 0s 377us/step - loss: 0.4403 - accuracy: 0.7806 Epoch 96/100 58/58 [==============================] - 0s 377us/step - loss: 0.4401 - accuracy: 0.7757 Epoch 97/100 58/58 [==============================] - 0s 363us/step - loss: 0.4393 - accuracy: 0.7812 Epoch 98/100 58/58 [==============================] - 0s 375us/step - loss: 0.4394 - accuracy: 0.7785 Epoch 99/100 58/58 [==============================] - 0s 360us/step - loss: 0.4391 - accuracy: 0.7840 Epoch 100/100 58/58 [==============================] - 0s 377us/step - loss: 0.4389 - accuracy: 0.7840 5/5 [==============================] - 0s 478us/step Epoch 1/500 58/58 [==============================] - 0s 473us/step - loss: 0.6869 - accuracy: 0.6590 Epoch 2/500 58/58 [==============================] - 0s 393us/step - loss: 0.6551 - accuracy: 0.6590 Epoch 3/500 58/58 [==============================] - 0s 374us/step - loss: 0.5818 - accuracy: 0.6597 Epoch 4/500 58/58 [==============================] - 0s 350us/step - loss: 0.5232 - accuracy: 0.7458 Epoch 5/500 58/58 [==============================] - 0s 359us/step - loss: 0.4967 - accuracy: 0.7757 Epoch 6/500 58/58 [==============================] - 0s 374us/step - loss: 0.4835 - accuracy: 0.7750 Epoch 7/500 58/58 [==============================] - 0s 345us/step - loss: 0.4769 - accuracy: 0.7681 Epoch 8/500 58/58 [==============================] - 0s 372us/step - loss: 0.4732 - accuracy: 0.7688 Epoch 9/500 58/58 [==============================] - 0s 366us/step - loss: 0.4706 - accuracy: 0.7722 Epoch 10/500 58/58 [==============================] - 0s 370us/step - loss: 0.4685 - accuracy: 0.7743 Epoch 11/500 58/58 [==============================] - 0s 363us/step - loss: 0.4677 - accuracy: 0.7757 Epoch 12/500 58/58 [==============================] - 0s 351us/step - loss: 0.4664 - accuracy: 0.7729 Epoch 13/500 58/58 [==============================] - 0s 368us/step - loss: 0.4656 - accuracy: 0.7715 Epoch 14/500 58/58 [==============================] - 0s 528us/step - loss: 0.4651 - accuracy: 0.7764 Epoch 15/500 58/58 [==============================] - 0s 373us/step - loss: 0.4643 - accuracy: 0.7757 Epoch 16/500 58/58 [==============================] - 0s 372us/step - loss: 0.4643 - accuracy: 0.7743 Epoch 17/500 58/58 [==============================] - 0s 367us/step - loss: 0.4631 - accuracy: 0.7778 Epoch 18/500 58/58 [==============================] - 0s 354us/step - loss: 0.4625 - accuracy: 0.7771 Epoch 19/500 58/58 [==============================] - 0s 378us/step - loss: 0.4619 - accuracy: 0.7806 Epoch 20/500 58/58 [==============================] - 0s 362us/step - loss: 0.4620 - accuracy: 0.7785 Epoch 21/500 58/58 [==============================] - 0s 359us/step - loss: 0.4611 - accuracy: 0.7826 Epoch 22/500 58/58 [==============================] - 0s 374us/step - loss: 0.4608 - accuracy: 0.7826 Epoch 23/500 58/58 [==============================] - 0s 355us/step - loss: 0.4602 - accuracy: 0.7833 Epoch 24/500 58/58 [==============================] - 0s 352us/step - loss: 0.4604 - accuracy: 0.7826 Epoch 25/500 58/58 [==============================] - 0s 369us/step - loss: 0.4592 - accuracy: 0.7799 Epoch 26/500 58/58 [==============================] - 0s 366us/step - loss: 0.4585 - accuracy: 0.7819 Epoch 27/500 58/58 [==============================] - 0s 371us/step - loss: 0.4582 - accuracy: 0.7833 Epoch 28/500 58/58 [==============================] - 0s 363us/step - loss: 0.4568 - accuracy: 0.7840 Epoch 29/500 58/58 [==============================] - 0s 378us/step - loss: 0.4564 - accuracy: 0.7819 Epoch 30/500 58/58 [==============================] - 0s 371us/step - loss: 0.4554 - accuracy: 0.7875 Epoch 31/500 58/58 [==============================] - 0s 349us/step - loss: 0.4550 - accuracy: 0.7882 Epoch 32/500 58/58 [==============================] - 0s 365us/step - loss: 0.4540 - accuracy: 0.7882 Epoch 33/500 58/58 [==============================] - 0s 369us/step - loss: 0.4532 - accuracy: 0.7889 Epoch 34/500 58/58 [==============================] - 0s 370us/step - loss: 0.4532 - accuracy: 0.7875 Epoch 35/500 58/58 [==============================] - 0s 357us/step - loss: 0.4524 - accuracy: 0.7924 Epoch 36/500 58/58 [==============================] - 0s 359us/step - loss: 0.4519 - accuracy: 0.7910 Epoch 37/500 58/58 [==============================] - 0s 379us/step - loss: 0.4508 - accuracy: 0.7903 Epoch 38/500 58/58 [==============================] - 0s 372us/step - loss: 0.4504 - accuracy: 0.7903 Epoch 39/500 58/58 [==============================] - 0s 368us/step - loss: 0.4495 - accuracy: 0.7910 Epoch 40/500 58/58 [==============================] - 0s 379us/step - loss: 0.4493 - accuracy: 0.7910 Epoch 41/500 58/58 [==============================] - 0s 366us/step - loss: 0.4484 - accuracy: 0.7882 Epoch 42/500 58/58 [==============================] - 0s 358us/step - loss: 0.4477 - accuracy: 0.7896 Epoch 43/500 58/58 [==============================] - 0s 429us/step - loss: 0.4475 - accuracy: 0.7889 Epoch 44/500 58/58 [==============================] - 0s 373us/step - loss: 0.4475 - accuracy: 0.7868 Epoch 45/500 58/58 [==============================] - 0s 377us/step - loss: 0.4465 - accuracy: 0.7889 Epoch 46/500 58/58 [==============================] - 0s 354us/step - loss: 0.4459 - accuracy: 0.7917 Epoch 47/500 58/58 [==============================] - 0s 360us/step - loss: 0.4458 - accuracy: 0.7951 Epoch 48/500 58/58 [==============================] - 0s 368us/step - loss: 0.4466 - accuracy: 0.7931 Epoch 49/500 58/58 [==============================] - 0s 370us/step - loss: 0.4444 - accuracy: 0.7937 Epoch 50/500 58/58 [==============================] - 0s 357us/step - loss: 0.4442 - accuracy: 0.7951 Epoch 51/500 58/58 [==============================] - 0s 360us/step - loss: 0.4437 - accuracy: 0.7944 Epoch 52/500 58/58 [==============================] - 0s 368us/step - loss: 0.4436 - accuracy: 0.7965 Epoch 53/500 58/58 [==============================] - 0s 396us/step - loss: 0.4428 - accuracy: 0.7965 Epoch 54/500 58/58 [==============================] - 0s 382us/step - loss: 0.4422 - accuracy: 0.7944 Epoch 55/500 58/58 [==============================] - 0s 360us/step - loss: 0.4431 - accuracy: 0.7986 Epoch 56/500 58/58 [==============================] - 0s 363us/step - loss: 0.4416 - accuracy: 0.7986 Epoch 57/500 58/58 [==============================] - 0s 368us/step - loss: 0.4413 - accuracy: 0.7986 Epoch 58/500 58/58 [==============================] - 0s 371us/step - loss: 0.4406 - accuracy: 0.7958 Epoch 59/500 58/58 [==============================] - 0s 370us/step - loss: 0.4413 - accuracy: 0.7958 Epoch 60/500 58/58 [==============================] - 0s 383us/step - loss: 0.4415 - accuracy: 0.7979 Epoch 61/500 58/58 [==============================] - 0s 361us/step - loss: 0.4402 - accuracy: 0.7979 Epoch 62/500 58/58 [==============================] - 0s 384us/step - loss: 0.4404 - accuracy: 0.7986 Epoch 63/500 58/58 [==============================] - 0s 366us/step - loss: 0.4397 - accuracy: 0.7972 Epoch 64/500 58/58 [==============================] - 0s 370us/step - loss: 0.4389 - accuracy: 0.7972 Epoch 65/500 58/58 [==============================] - 0s 368us/step - loss: 0.4399 - accuracy: 0.7979 Epoch 66/500 58/58 [==============================] - 0s 352us/step - loss: 0.4385 - accuracy: 0.7979 Epoch 67/500 58/58 [==============================] - 0s 376us/step - loss: 0.4383 - accuracy: 0.7965 Epoch 68/500 58/58 [==============================] - 0s 373us/step - loss: 0.4379 - accuracy: 0.8007 Epoch 69/500 58/58 [==============================] - 0s 363us/step - loss: 0.4376 - accuracy: 0.8014 Epoch 70/500 58/58 [==============================] - 0s 378us/step - loss: 0.4376 - accuracy: 0.8007 Epoch 71/500 58/58 [==============================] - 0s 379us/step - loss: 0.4373 - accuracy: 0.7958 Epoch 72/500 58/58 [==============================] - 0s 374us/step - loss: 0.4369 - accuracy: 0.8014 Epoch 73/500 58/58 [==============================] - 0s 353us/step - loss: 0.4365 - accuracy: 0.8028 Epoch 74/500 58/58 [==============================] - 0s 366us/step - loss: 0.4371 - accuracy: 0.8042 Epoch 75/500 58/58 [==============================] - 0s 360us/step - loss: 0.4368 - accuracy: 0.7951 Epoch 76/500 58/58 [==============================] - 0s 378us/step - loss: 0.4371 - accuracy: 0.8014 Epoch 77/500 58/58 [==============================] - 0s 374us/step - loss: 0.4362 - accuracy: 0.7993 Epoch 78/500 58/58 [==============================] - 0s 373us/step - loss: 0.4360 - accuracy: 0.8028 Epoch 79/500 58/58 [==============================] - 0s 363us/step - loss: 0.4363 - accuracy: 0.8028 Epoch 80/500 58/58 [==============================] - 0s 358us/step - loss: 0.4358 - accuracy: 0.8000 Epoch 81/500 58/58 [==============================] - 0s 374us/step - loss: 0.4351 - accuracy: 0.8035 Epoch 82/500 58/58 [==============================] - 0s 360us/step - loss: 0.4351 - accuracy: 0.7993 Epoch 83/500 58/58 [==============================] - 0s 369us/step - loss: 0.4350 - accuracy: 0.8035 Epoch 84/500 58/58 [==============================] - 0s 368us/step - loss: 0.4344 - accuracy: 0.8000 Epoch 85/500 58/58 [==============================] - 0s 360us/step - loss: 0.4348 - accuracy: 0.8076 Epoch 86/500 58/58 [==============================] - 0s 382us/step - loss: 0.4344 - accuracy: 0.7993 Epoch 87/500 58/58 [==============================] - 0s 369us/step - loss: 0.4342 - accuracy: 0.8049 Epoch 88/500 58/58 [==============================] - 0s 363us/step - loss: 0.4336 - accuracy: 0.8028 Epoch 89/500 58/58 [==============================] - 0s 373us/step - loss: 0.4344 - accuracy: 0.8028 Epoch 90/500 58/58 [==============================] - 0s 372us/step - loss: 0.4330 - accuracy: 0.8042 Epoch 91/500 58/58 [==============================] - 0s 519us/step - loss: 0.4333 - accuracy: 0.8062 Epoch 92/500 58/58 [==============================] - 0s 371us/step - loss: 0.4329 - accuracy: 0.8028 Epoch 93/500 58/58 [==============================] - 0s 366us/step - loss: 0.4331 - accuracy: 0.8042 Epoch 94/500 58/58 [==============================] - 0s 358us/step - loss: 0.4324 - accuracy: 0.8035 Epoch 95/500 58/58 [==============================] - 0s 384us/step - loss: 0.4328 - accuracy: 0.8083 Epoch 96/500 58/58 [==============================] - 0s 359us/step - loss: 0.4326 - accuracy: 0.8083 Epoch 97/500 58/58 [==============================] - 0s 362us/step - loss: 0.4319 - accuracy: 0.8042 Epoch 98/500 58/58 [==============================] - 0s 360us/step - loss: 0.4314 - accuracy: 0.8076 Epoch 99/500 58/58 [==============================] - 0s 381us/step - loss: 0.4312 - accuracy: 0.8042 Epoch 100/500 58/58 [==============================] - 0s 364us/step - loss: 0.4312 - accuracy: 0.8049 Epoch 101/500 58/58 [==============================] - 0s 349us/step - loss: 0.4314 - accuracy: 0.8076 Epoch 102/500 58/58 [==============================] - 0s 350us/step - loss: 0.4315 - accuracy: 0.8076 Epoch 103/500 58/58 [==============================] - 0s 376us/step - loss: 0.4302 - accuracy: 0.8069 Epoch 104/500 58/58 [==============================] - 0s 366us/step - loss: 0.4305 - accuracy: 0.8062 Epoch 105/500 58/58 [==============================] - 0s 368us/step - loss: 0.4293 - accuracy: 0.8042 Epoch 106/500 58/58 [==============================] - 0s 359us/step - loss: 0.4290 - accuracy: 0.8069 Epoch 107/500 58/58 [==============================] - 0s 354us/step - loss: 0.4290 - accuracy: 0.8076 Epoch 108/500 58/58 [==============================] - 0s 352us/step - loss: 0.4287 - accuracy: 0.8090 Epoch 109/500 58/58 [==============================] - 0s 369us/step - loss: 0.4287 - accuracy: 0.8035 Epoch 110/500 58/58 [==============================] - 0s 360us/step - loss: 0.4280 - accuracy: 0.8042 Epoch 111/500 58/58 [==============================] - 0s 376us/step - loss: 0.4278 - accuracy: 0.8069 Epoch 112/500 58/58 [==============================] - 0s 359us/step - loss: 0.4269 - accuracy: 0.8076 Epoch 113/500 58/58 [==============================] - 0s 358us/step - loss: 0.4271 - accuracy: 0.8042 Epoch 114/500 58/58 [==============================] - 0s 358us/step - loss: 0.4271 - accuracy: 0.8035 Epoch 115/500 58/58 [==============================] - 0s 375us/step - loss: 0.4262 - accuracy: 0.8042 Epoch 116/500 58/58 [==============================] - 0s 364us/step - loss: 0.4261 - accuracy: 0.8090 Epoch 117/500 58/58 [==============================] - 0s 375us/step - loss: 0.4249 - accuracy: 0.8062 Epoch 118/500 58/58 [==============================] - 0s 349us/step - loss: 0.4247 - accuracy: 0.8035 Epoch 119/500 58/58 [==============================] - 0s 364us/step - loss: 0.4251 - accuracy: 0.8049 Epoch 120/500 58/58 [==============================] - 0s 369us/step - loss: 0.4237 - accuracy: 0.8049 Epoch 121/500 58/58 [==============================] - 0s 363us/step - loss: 0.4233 - accuracy: 0.8056 Epoch 122/500 58/58 [==============================] - 0s 369us/step - loss: 0.4227 - accuracy: 0.8104 Epoch 123/500 58/58 [==============================] - 0s 368us/step - loss: 0.4225 - accuracy: 0.8028 Epoch 124/500 58/58 [==============================] - 0s 371us/step - loss: 0.4220 - accuracy: 0.8125 Epoch 125/500 58/58 [==============================] - 0s 369us/step - loss: 0.4222 - accuracy: 0.8049 Epoch 126/500 58/58 [==============================] - 0s 380us/step - loss: 0.4214 - accuracy: 0.8118 Epoch 127/500 58/58 [==============================] - 0s 366us/step - loss: 0.4211 - accuracy: 0.8062 Epoch 128/500 58/58 [==============================] - 0s 373us/step - loss: 0.4221 - accuracy: 0.8069 Epoch 129/500 58/58 [==============================] - 0s 374us/step - loss: 0.4208 - accuracy: 0.8111 Epoch 130/500 58/58 [==============================] - 0s 373us/step - loss: 0.4197 - accuracy: 0.8076 Epoch 131/500 58/58 [==============================] - 0s 358us/step - loss: 0.4196 - accuracy: 0.8083 Epoch 132/500 58/58 [==============================] - 0s 365us/step - loss: 0.4195 - accuracy: 0.8104 Epoch 133/500 58/58 [==============================] - 0s 372us/step - loss: 0.4190 - accuracy: 0.8111 Epoch 134/500 58/58 [==============================] - 0s 386us/step - loss: 0.4190 - accuracy: 0.8125 Epoch 135/500 58/58 [==============================] - 0s 1ms/step - loss: 0.4183 - accuracy: 0.8090 Epoch 136/500 58/58 [==============================] - 0s 377us/step - loss: 0.4183 - accuracy: 0.8104 Epoch 137/500 58/58 [==============================] - 0s 370us/step - loss: 0.4181 - accuracy: 0.8090 Epoch 138/500 58/58 [==============================] - 0s 383us/step - loss: 0.4172 - accuracy: 0.8153 Epoch 139/500 58/58 [==============================] - 0s 379us/step - loss: 0.4170 - accuracy: 0.8132 Epoch 140/500 58/58 [==============================] - 0s 350us/step - loss: 0.4165 - accuracy: 0.8139 Epoch 141/500 58/58 [==============================] - 0s 354us/step - loss: 0.4169 - accuracy: 0.8160 Epoch 142/500 58/58 [==============================] - 0s 363us/step - loss: 0.4154 - accuracy: 0.8160 Epoch 143/500 58/58 [==============================] - 0s 354us/step - loss: 0.4158 - accuracy: 0.8160 Epoch 144/500 58/58 [==============================] - 0s 376us/step - loss: 0.4154 - accuracy: 0.8181 Epoch 145/500 58/58 [==============================] - 0s 366us/step - loss: 0.4151 - accuracy: 0.8181 Epoch 146/500 58/58 [==============================] - 0s 354us/step - loss: 0.4147 - accuracy: 0.8181 Epoch 147/500 58/58 [==============================] - 0s 375us/step - loss: 0.4141 - accuracy: 0.8153 Epoch 148/500 58/58 [==============================] - 0s 355us/step - loss: 0.4135 - accuracy: 0.8167 Epoch 149/500 58/58 [==============================] - 0s 350us/step - loss: 0.4142 - accuracy: 0.8188 Epoch 150/500 58/58 [==============================] - 0s 365us/step - loss: 0.4133 - accuracy: 0.8181 Epoch 151/500 58/58 [==============================] - 0s 357us/step - loss: 0.4127 - accuracy: 0.8243 Epoch 152/500 58/58 [==============================] - 0s 384us/step - loss: 0.4130 - accuracy: 0.8236 Epoch 153/500 58/58 [==============================] - 0s 359us/step - loss: 0.4128 - accuracy: 0.8188 Epoch 154/500 58/58 [==============================] - 0s 373us/step - loss: 0.4126 - accuracy: 0.8222 Epoch 155/500 58/58 [==============================] - 0s 375us/step - loss: 0.4121 - accuracy: 0.8236 Epoch 156/500 58/58 [==============================] - 0s 374us/step - loss: 0.4112 - accuracy: 0.8208 Epoch 157/500 58/58 [==============================] - 0s 380us/step - loss: 0.4116 - accuracy: 0.8243 Epoch 158/500 58/58 [==============================] - 0s 371us/step - loss: 0.4104 - accuracy: 0.8243 Epoch 159/500 58/58 [==============================] - 0s 361us/step - loss: 0.4106 - accuracy: 0.8222 Epoch 160/500 58/58 [==============================] - 0s 374us/step - loss: 0.4105 - accuracy: 0.8236 Epoch 161/500 58/58 [==============================] - 0s 371us/step - loss: 0.4097 - accuracy: 0.8250 Epoch 162/500 58/58 [==============================] - 0s 370us/step - loss: 0.4098 - accuracy: 0.8271 Epoch 163/500 58/58 [==============================] - 0s 363us/step - loss: 0.4091 - accuracy: 0.8278 Epoch 164/500 58/58 [==============================] - 0s 373us/step - loss: 0.4086 - accuracy: 0.8278 Epoch 165/500 58/58 [==============================] - 0s 358us/step - loss: 0.4096 - accuracy: 0.8257 Epoch 166/500 58/58 [==============================] - 0s 370us/step - loss: 0.4086 - accuracy: 0.8236 Epoch 167/500 58/58 [==============================] - 0s 363us/step - loss: 0.4094 - accuracy: 0.8167 Epoch 168/500 58/58 [==============================] - 0s 512us/step - loss: 0.4087 - accuracy: 0.8243 Epoch 169/500 58/58 [==============================] - 0s 365us/step - loss: 0.4073 - accuracy: 0.8236 Epoch 170/500 58/58 [==============================] - 0s 355us/step - loss: 0.4075 - accuracy: 0.8306 Epoch 171/500 58/58 [==============================] - 0s 363us/step - loss: 0.4069 - accuracy: 0.8278 Epoch 172/500 58/58 [==============================] - 0s 361us/step - loss: 0.4071 - accuracy: 0.8285 Epoch 173/500 58/58 [==============================] - 0s 366us/step - loss: 0.4059 - accuracy: 0.8313 Epoch 174/500 58/58 [==============================] - 0s 358us/step - loss: 0.4052 - accuracy: 0.8285 Epoch 175/500 58/58 [==============================] - 0s 357us/step - loss: 0.4052 - accuracy: 0.8264 Epoch 176/500 58/58 [==============================] - 0s 367us/step - loss: 0.4050 - accuracy: 0.8292 Epoch 177/500 58/58 [==============================] - 0s 375us/step - loss: 0.4058 - accuracy: 0.8257 Epoch 178/500 58/58 [==============================] - 0s 371us/step - loss: 0.4054 - accuracy: 0.8236 Epoch 179/500 58/58 [==============================] - 0s 361us/step - loss: 0.4036 - accuracy: 0.8306 Epoch 180/500 58/58 [==============================] - 0s 357us/step - loss: 0.4031 - accuracy: 0.8333 Epoch 181/500 58/58 [==============================] - 0s 354us/step - loss: 0.4039 - accuracy: 0.8285 Epoch 182/500 58/58 [==============================] - 0s 369us/step - loss: 0.4027 - accuracy: 0.8285 Epoch 183/500 58/58 [==============================] - 0s 361us/step - loss: 0.4024 - accuracy: 0.8306 Epoch 184/500 58/58 [==============================] - 0s 366us/step - loss: 0.4020 - accuracy: 0.8340 Epoch 185/500 58/58 [==============================] - 0s 353us/step - loss: 0.4022 - accuracy: 0.8326 Epoch 186/500 58/58 [==============================] - 0s 364us/step - loss: 0.4027 - accuracy: 0.8264 Epoch 187/500 58/58 [==============================] - 0s 367us/step - loss: 0.4011 - accuracy: 0.8306 Epoch 188/500 58/58 [==============================] - 0s 363us/step - loss: 0.4009 - accuracy: 0.8299 Epoch 189/500 58/58 [==============================] - 0s 365us/step - loss: 0.4004 - accuracy: 0.8306 Epoch 190/500 58/58 [==============================] - 0s 373us/step - loss: 0.4003 - accuracy: 0.8292 Epoch 191/500 58/58 [==============================] - 0s 339us/step - loss: 0.4004 - accuracy: 0.8313 Epoch 192/500 58/58 [==============================] - 0s 382us/step - loss: 0.4003 - accuracy: 0.8292 Epoch 193/500 58/58 [==============================] - 0s 359us/step - loss: 0.3987 - accuracy: 0.8333 Epoch 194/500 58/58 [==============================] - 0s 378us/step - loss: 0.3997 - accuracy: 0.8347 Epoch 195/500 58/58 [==============================] - 0s 372us/step - loss: 0.3990 - accuracy: 0.8299 Epoch 196/500 58/58 [==============================] - 0s 364us/step - loss: 0.3980 - accuracy: 0.8347 Epoch 197/500 58/58 [==============================] - 0s 365us/step - loss: 0.3986 - accuracy: 0.8319 Epoch 198/500 58/58 [==============================] - 0s 371us/step - loss: 0.3978 - accuracy: 0.8292 Epoch 199/500 58/58 [==============================] - 0s 374us/step - loss: 0.3985 - accuracy: 0.8313 Epoch 200/500 58/58 [==============================] - 0s 352us/step - loss: 0.3966 - accuracy: 0.8326 Epoch 201/500 58/58 [==============================] - 0s 364us/step - loss: 0.3967 - accuracy: 0.8354 Epoch 202/500 58/58 [==============================] - 0s 354us/step - loss: 0.3969 - accuracy: 0.8354 Epoch 203/500 58/58 [==============================] - 0s 375us/step - loss: 0.3966 - accuracy: 0.8340 Epoch 204/500 58/58 [==============================] - 0s 366us/step - loss: 0.3972 - accuracy: 0.8299 Epoch 205/500 58/58 [==============================] - 0s 367us/step - loss: 0.3961 - accuracy: 0.8361 Epoch 206/500 58/58 [==============================] - 0s 376us/step - loss: 0.3956 - accuracy: 0.8292 Epoch 207/500 58/58 [==============================] - 0s 368us/step - loss: 0.3944 - accuracy: 0.8326 Epoch 208/500 58/58 [==============================] - 0s 365us/step - loss: 0.3975 - accuracy: 0.8347 Epoch 209/500 58/58 [==============================] - 0s 360us/step - loss: 0.3951 - accuracy: 0.8319 Epoch 210/500 58/58 [==============================] - 0s 372us/step - loss: 0.3941 - accuracy: 0.8278 Epoch 211/500 58/58 [==============================] - 0s 350us/step - loss: 0.3934 - accuracy: 0.8354 Epoch 212/500 58/58 [==============================] - 0s 375us/step - loss: 0.3949 - accuracy: 0.8347 Epoch 213/500 58/58 [==============================] - 0s 376us/step - loss: 0.3946 - accuracy: 0.8354 Epoch 214/500 58/58 [==============================] - 0s 366us/step - loss: 0.3942 - accuracy: 0.8347 Epoch 215/500 58/58 [==============================] - 0s 365us/step - loss: 0.3942 - accuracy: 0.8326 Epoch 216/500 58/58 [==============================] - 0s 366us/step - loss: 0.3945 - accuracy: 0.8285 Epoch 217/500 58/58 [==============================] - 0s 365us/step - loss: 0.3921 - accuracy: 0.8368 Epoch 218/500 58/58 [==============================] - 0s 363us/step - loss: 0.3932 - accuracy: 0.8361 Epoch 219/500 58/58 [==============================] - 0s 372us/step - loss: 0.3947 - accuracy: 0.8313 Epoch 220/500 58/58 [==============================] - 0s 364us/step - loss: 0.3925 - accuracy: 0.8326 Epoch 221/500 58/58 [==============================] - 0s 359us/step - loss: 0.3920 - accuracy: 0.8410 Epoch 222/500 58/58 [==============================] - 0s 375us/step - loss: 0.3919 - accuracy: 0.8299 Epoch 223/500 58/58 [==============================] - 0s 376us/step - loss: 0.3921 - accuracy: 0.8347 Epoch 224/500 58/58 [==============================] - 0s 368us/step - loss: 0.3931 - accuracy: 0.8264 Epoch 225/500 58/58 [==============================] - 0s 378us/step - loss: 0.3925 - accuracy: 0.8319 Epoch 226/500 58/58 [==============================] - 0s 358us/step - loss: 0.3908 - accuracy: 0.8389 Epoch 227/500 58/58 [==============================] - 0s 371us/step - loss: 0.3906 - accuracy: 0.8368 Epoch 228/500 58/58 [==============================] - 0s 373us/step - loss: 0.3903 - accuracy: 0.8361 Epoch 229/500 58/58 [==============================] - 0s 369us/step - loss: 0.3906 - accuracy: 0.8396 Epoch 230/500 58/58 [==============================] - 0s 375us/step - loss: 0.3902 - accuracy: 0.8361 Epoch 231/500 58/58 [==============================] - 0s 365us/step - loss: 0.3895 - accuracy: 0.8361 Epoch 232/500 58/58 [==============================] - 0s 367us/step - loss: 0.3900 - accuracy: 0.8396 Epoch 233/500 58/58 [==============================] - 0s 364us/step - loss: 0.3891 - accuracy: 0.8361 Epoch 234/500 58/58 [==============================] - 0s 367us/step - loss: 0.3891 - accuracy: 0.8361 Epoch 235/500 58/58 [==============================] - 0s 368us/step - loss: 0.3901 - accuracy: 0.8368 Epoch 236/500 58/58 [==============================] - 0s 380us/step - loss: 0.3891 - accuracy: 0.8410 Epoch 237/500 58/58 [==============================] - 0s 377us/step - loss: 0.3889 - accuracy: 0.8347 Epoch 238/500 58/58 [==============================] - 0s 366us/step - loss: 0.3879 - accuracy: 0.8354 Epoch 239/500 58/58 [==============================] - 0s 378us/step - loss: 0.3894 - accuracy: 0.8361 Epoch 240/500 58/58 [==============================] - 0s 370us/step - loss: 0.3881 - accuracy: 0.8361 Epoch 241/500 58/58 [==============================] - 0s 364us/step - loss: 0.3908 - accuracy: 0.8333 Epoch 242/500 58/58 [==============================] - 0s 364us/step - loss: 0.3886 - accuracy: 0.8306 Epoch 243/500 58/58 [==============================] - 0s 354us/step - loss: 0.3883 - accuracy: 0.8354 Epoch 244/500 58/58 [==============================] - 0s 535us/step - loss: 0.3886 - accuracy: 0.8396 Epoch 245/500 58/58 [==============================] - 0s 369us/step - loss: 0.3873 - accuracy: 0.8375 Epoch 246/500 58/58 [==============================] - 0s 368us/step - loss: 0.3878 - accuracy: 0.8410 Epoch 247/500 58/58 [==============================] - 0s 352us/step - loss: 0.3882 - accuracy: 0.8326 Epoch 248/500 58/58 [==============================] - 0s 373us/step - loss: 0.3872 - accuracy: 0.8396 Epoch 249/500 58/58 [==============================] - 0s 348us/step - loss: 0.3906 - accuracy: 0.8306 Epoch 250/500 58/58 [==============================] - 0s 352us/step - loss: 0.3871 - accuracy: 0.8410 Epoch 251/500 58/58 [==============================] - 0s 372us/step - loss: 0.3869 - accuracy: 0.8382 Epoch 252/500 58/58 [==============================] - 0s 341us/step - loss: 0.3869 - accuracy: 0.8396 Epoch 253/500 58/58 [==============================] - 0s 369us/step - loss: 0.3862 - accuracy: 0.8403 Epoch 254/500 58/58 [==============================] - 0s 367us/step - loss: 0.3868 - accuracy: 0.8396 Epoch 255/500 58/58 [==============================] - 0s 356us/step - loss: 0.3872 - accuracy: 0.8424 Epoch 256/500 58/58 [==============================] - 0s 369us/step - loss: 0.3855 - accuracy: 0.8417 Epoch 257/500 58/58 [==============================] - 0s 356us/step - loss: 0.3856 - accuracy: 0.8368 Epoch 258/500 58/58 [==============================] - 0s 367us/step - loss: 0.3861 - accuracy: 0.8396 Epoch 259/500 58/58 [==============================] - 0s 355us/step - loss: 0.3854 - accuracy: 0.8438 Epoch 260/500 58/58 [==============================] - 0s 361us/step - loss: 0.3845 - accuracy: 0.8458 Epoch 261/500 58/58 [==============================] - 0s 364us/step - loss: 0.3868 - accuracy: 0.8410 Epoch 262/500 58/58 [==============================] - 0s 373us/step - loss: 0.3870 - accuracy: 0.8451 Epoch 263/500 58/58 [==============================] - 0s 356us/step - loss: 0.3836 - accuracy: 0.8458 Epoch 264/500 58/58 [==============================] - 0s 359us/step - loss: 0.3837 - accuracy: 0.8472 Epoch 265/500 58/58 [==============================] - 0s 368us/step - loss: 0.3840 - accuracy: 0.8444 Epoch 266/500 58/58 [==============================] - 0s 367us/step - loss: 0.3842 - accuracy: 0.8465 Epoch 267/500 58/58 [==============================] - 0s 374us/step - loss: 0.3843 - accuracy: 0.8486 Epoch 268/500 58/58 [==============================] - 0s 369us/step - loss: 0.3829 - accuracy: 0.8444 Epoch 269/500 58/58 [==============================] - 0s 373us/step - loss: 0.3844 - accuracy: 0.8458 Epoch 270/500 58/58 [==============================] - 0s 359us/step - loss: 0.3847 - accuracy: 0.8451 Epoch 271/500 58/58 [==============================] - 0s 344us/step - loss: 0.3849 - accuracy: 0.8493 Epoch 272/500 58/58 [==============================] - 0s 369us/step - loss: 0.3838 - accuracy: 0.8465 Epoch 273/500 58/58 [==============================] - 0s 392us/step - loss: 0.3822 - accuracy: 0.8479 Epoch 274/500 58/58 [==============================] - 0s 374us/step - loss: 0.3845 - accuracy: 0.8438 Epoch 275/500 58/58 [==============================] - 0s 375us/step - loss: 0.3826 - accuracy: 0.8458 Epoch 276/500 58/58 [==============================] - 0s 375us/step - loss: 0.3819 - accuracy: 0.8493 Epoch 277/500 58/58 [==============================] - 0s 370us/step - loss: 0.3819 - accuracy: 0.8479 Epoch 278/500 58/58 [==============================] - 0s 367us/step - loss: 0.3829 - accuracy: 0.8465 Epoch 279/500 58/58 [==============================] - 0s 374us/step - loss: 0.3822 - accuracy: 0.8472 Epoch 280/500 58/58 [==============================] - 0s 373us/step - loss: 0.3828 - accuracy: 0.8500 Epoch 281/500 58/58 [==============================] - 0s 374us/step - loss: 0.3817 - accuracy: 0.8438 Epoch 282/500 58/58 [==============================] - 0s 358us/step - loss: 0.3819 - accuracy: 0.8451 Epoch 283/500 58/58 [==============================] - 0s 362us/step - loss: 0.3825 - accuracy: 0.8444 Epoch 284/500 58/58 [==============================] - 0s 381us/step - loss: 0.3812 - accuracy: 0.8486 Epoch 285/500 58/58 [==============================] - 0s 353us/step - loss: 0.3820 - accuracy: 0.8493 Epoch 286/500 58/58 [==============================] - 0s 365us/step - loss: 0.3809 - accuracy: 0.8479 Epoch 287/500 58/58 [==============================] - 0s 372us/step - loss: 0.3819 - accuracy: 0.8431 Epoch 288/500 58/58 [==============================] - 0s 368us/step - loss: 0.3812 - accuracy: 0.8431 Epoch 289/500 58/58 [==============================] - 0s 365us/step - loss: 0.3814 - accuracy: 0.8486 Epoch 290/500 58/58 [==============================] - 0s 376us/step - loss: 0.3814 - accuracy: 0.8465 Epoch 291/500 58/58 [==============================] - 0s 356us/step - loss: 0.3809 - accuracy: 0.8493 Epoch 292/500 58/58 [==============================] - 0s 359us/step - loss: 0.3802 - accuracy: 0.8479 Epoch 293/500 58/58 [==============================] - 0s 381us/step - loss: 0.3817 - accuracy: 0.8465 Epoch 294/500 58/58 [==============================] - 0s 371us/step - loss: 0.3799 - accuracy: 0.8417 Epoch 295/500 58/58 [==============================] - 0s 365us/step - loss: 0.3794 - accuracy: 0.8500 Epoch 296/500 58/58 [==============================] - 0s 369us/step - loss: 0.3802 - accuracy: 0.8486 Epoch 297/500 58/58 [==============================] - 0s 356us/step - loss: 0.3801 - accuracy: 0.8472 Epoch 298/500 58/58 [==============================] - 0s 348us/step - loss: 0.3808 - accuracy: 0.8465 Epoch 299/500 58/58 [==============================] - 0s 361us/step - loss: 0.3828 - accuracy: 0.8472 Epoch 300/500 58/58 [==============================] - 0s 364us/step - loss: 0.3811 - accuracy: 0.8444 Epoch 301/500 58/58 [==============================] - 0s 367us/step - loss: 0.3807 - accuracy: 0.8458 Epoch 302/500 58/58 [==============================] - 0s 382us/step - loss: 0.3804 - accuracy: 0.8472 Epoch 303/500 58/58 [==============================] - 0s 344us/step - loss: 0.3811 - accuracy: 0.8438 Epoch 304/500 58/58 [==============================] - 0s 337us/step - loss: 0.3803 - accuracy: 0.8417 Epoch 305/500 58/58 [==============================] - 0s 385us/step - loss: 0.3805 - accuracy: 0.8493 Epoch 306/500 58/58 [==============================] - 0s 375us/step - loss: 0.3802 - accuracy: 0.8451 Epoch 307/500 58/58 [==============================] - 0s 370us/step - loss: 0.3792 - accuracy: 0.8444 Epoch 308/500 58/58 [==============================] - 0s 369us/step - loss: 0.3796 - accuracy: 0.8479 Epoch 309/500 58/58 [==============================] - 0s 381us/step - loss: 0.3793 - accuracy: 0.8431 Epoch 310/500 58/58 [==============================] - 0s 368us/step - loss: 0.3779 - accuracy: 0.8465 Epoch 311/500 58/58 [==============================] - 0s 363us/step - loss: 0.3798 - accuracy: 0.8486 Epoch 312/500 58/58 [==============================] - 0s 365us/step - loss: 0.3781 - accuracy: 0.8465 Epoch 313/500 58/58 [==============================] - 0s 371us/step - loss: 0.3777 - accuracy: 0.8451 Epoch 314/500 58/58 [==============================] - 0s 361us/step - loss: 0.3780 - accuracy: 0.8486 Epoch 315/500 58/58 [==============================] - 0s 364us/step - loss: 0.3784 - accuracy: 0.8472 Epoch 316/500 58/58 [==============================] - 0s 370us/step - loss: 0.3786 - accuracy: 0.8424 Epoch 317/500 58/58 [==============================] - 0s 366us/step - loss: 0.3776 - accuracy: 0.8458 Epoch 318/500 58/58 [==============================] - 0s 373us/step - loss: 0.3781 - accuracy: 0.8458 Epoch 319/500 58/58 [==============================] - 0s 358us/step - loss: 0.3764 - accuracy: 0.8486 Epoch 320/500 58/58 [==============================] - 0s 365us/step - loss: 0.3785 - accuracy: 0.8444 Epoch 321/500 58/58 [==============================] - 0s 366us/step - loss: 0.3766 - accuracy: 0.8451 Epoch 322/500 58/58 [==============================] - 0s 531us/step - loss: 0.3769 - accuracy: 0.8444 Epoch 323/500 58/58 [==============================] - 0s 366us/step - loss: 0.3778 - accuracy: 0.8465 Epoch 324/500 58/58 [==============================] - 0s 340us/step - loss: 0.3780 - accuracy: 0.8465 Epoch 325/500 58/58 [==============================] - 0s 368us/step - loss: 0.3787 - accuracy: 0.8444 Epoch 326/500 58/58 [==============================] - 0s 398us/step - loss: 0.3764 - accuracy: 0.8479 Epoch 327/500 58/58 [==============================] - 0s 408us/step - loss: 0.3769 - accuracy: 0.8458 Epoch 328/500 58/58 [==============================] - 0s 398us/step - loss: 0.3775 - accuracy: 0.8493 Epoch 329/500 58/58 [==============================] - 0s 389us/step - loss: 0.3782 - accuracy: 0.8438 Epoch 330/500 58/58 [==============================] - 0s 397us/step - loss: 0.3751 - accuracy: 0.8438 Epoch 331/500 58/58 [==============================] - 0s 416us/step - loss: 0.3757 - accuracy: 0.8438 Epoch 332/500 58/58 [==============================] - 0s 413us/step - loss: 0.3764 - accuracy: 0.8444 Epoch 333/500 58/58 [==============================] - 0s 407us/step - loss: 0.3759 - accuracy: 0.8465 Epoch 334/500 58/58 [==============================] - 0s 347us/step - loss: 0.3749 - accuracy: 0.8465 Epoch 335/500 58/58 [==============================] - 0s 395us/step - loss: 0.3766 - accuracy: 0.8465 Epoch 336/500 58/58 [==============================] - 0s 405us/step - loss: 0.3768 - accuracy: 0.8451 Epoch 337/500 58/58 [==============================] - 0s 379us/step - loss: 0.3742 - accuracy: 0.8444 Epoch 338/500 58/58 [==============================] - 0s 396us/step - loss: 0.3755 - accuracy: 0.8438 Epoch 339/500 58/58 [==============================] - 0s 411us/step - loss: 0.3764 - accuracy: 0.8444 Epoch 340/500 58/58 [==============================] - 0s 416us/step - loss: 0.3764 - accuracy: 0.8410 Epoch 341/500 58/58 [==============================] - 0s 408us/step - loss: 0.3761 - accuracy: 0.8500 Epoch 342/500 58/58 [==============================] - 0s 361us/step - loss: 0.3751 - accuracy: 0.8465 Epoch 343/500 58/58 [==============================] - 0s 369us/step - loss: 0.3746 - accuracy: 0.8410 Epoch 344/500 58/58 [==============================] - 0s 374us/step - loss: 0.3768 - accuracy: 0.8479 Epoch 345/500 58/58 [==============================] - 0s 366us/step - loss: 0.3771 - accuracy: 0.8424 Epoch 346/500 58/58 [==============================] - 0s 374us/step - loss: 0.3745 - accuracy: 0.8465 Epoch 347/500 58/58 [==============================] - 0s 361us/step - loss: 0.3747 - accuracy: 0.8465 Epoch 348/500 58/58 [==============================] - 0s 366us/step - loss: 0.3736 - accuracy: 0.8458 Epoch 349/500 58/58 [==============================] - 0s 364us/step - loss: 0.3741 - accuracy: 0.8431 Epoch 350/500 58/58 [==============================] - 0s 365us/step - loss: 0.3743 - accuracy: 0.8451 Epoch 351/500 58/58 [==============================] - 0s 383us/step - loss: 0.3748 - accuracy: 0.8438 Epoch 352/500 58/58 [==============================] - 0s 366us/step - loss: 0.3740 - accuracy: 0.8472 Epoch 353/500 58/58 [==============================] - 0s 360us/step - loss: 0.3722 - accuracy: 0.8438 Epoch 354/500 58/58 [==============================] - 0s 347us/step - loss: 0.3749 - accuracy: 0.8472 Epoch 355/500 58/58 [==============================] - 0s 380us/step - loss: 0.3759 - accuracy: 0.8458 Epoch 356/500 58/58 [==============================] - 0s 362us/step - loss: 0.3757 - accuracy: 0.8465 Epoch 357/500 58/58 [==============================] - 0s 362us/step - loss: 0.3734 - accuracy: 0.8438 Epoch 358/500 58/58 [==============================] - 0s 376us/step - loss: 0.3729 - accuracy: 0.8451 Epoch 359/500 58/58 [==============================] - 0s 370us/step - loss: 0.3737 - accuracy: 0.8431 Epoch 360/500 58/58 [==============================] - 0s 353us/step - loss: 0.3742 - accuracy: 0.8486 Epoch 361/500 58/58 [==============================] - 0s 365us/step - loss: 0.3730 - accuracy: 0.8458 Epoch 362/500 58/58 [==============================] - 0s 366us/step - loss: 0.3741 - accuracy: 0.8507 Epoch 363/500 58/58 [==============================] - 0s 387us/step - loss: 0.3715 - accuracy: 0.8417 Epoch 364/500 58/58 [==============================] - 0s 371us/step - loss: 0.3714 - accuracy: 0.8507 Epoch 365/500 58/58 [==============================] - 0s 379us/step - loss: 0.3720 - accuracy: 0.8528 Epoch 366/500 58/58 [==============================] - 0s 366us/step - loss: 0.3720 - accuracy: 0.8514 Epoch 367/500 58/58 [==============================] - 0s 346us/step - loss: 0.3718 - accuracy: 0.8486 Epoch 368/500 58/58 [==============================] - 0s 362us/step - loss: 0.3723 - accuracy: 0.8493 Epoch 369/500 58/58 [==============================] - 0s 360us/step - loss: 0.3716 - accuracy: 0.8514 Epoch 370/500 58/58 [==============================] - 0s 378us/step - loss: 0.3731 - accuracy: 0.8507 Epoch 371/500 58/58 [==============================] - 0s 374us/step - loss: 0.3739 - accuracy: 0.8507 Epoch 372/500 58/58 [==============================] - 0s 375us/step - loss: 0.3713 - accuracy: 0.8472 Epoch 373/500 58/58 [==============================] - 0s 367us/step - loss: 0.3699 - accuracy: 0.8521 Epoch 374/500 58/58 [==============================] - 0s 368us/step - loss: 0.3720 - accuracy: 0.8514 Epoch 375/500 58/58 [==============================] - 0s 366us/step - loss: 0.3716 - accuracy: 0.8479 Epoch 376/500 58/58 [==============================] - 0s 364us/step - loss: 0.3725 - accuracy: 0.8528 Epoch 377/500 58/58 [==============================] - 0s 369us/step - loss: 0.3702 - accuracy: 0.8514 Epoch 378/500 58/58 [==============================] - 0s 369us/step - loss: 0.3730 - accuracy: 0.8514 Epoch 379/500 58/58 [==============================] - 0s 364us/step - loss: 0.3718 - accuracy: 0.8500 Epoch 380/500 58/58 [==============================] - 0s 381us/step - loss: 0.3704 - accuracy: 0.8535 Epoch 381/500 58/58 [==============================] - 0s 358us/step - loss: 0.3694 - accuracy: 0.8507 Epoch 382/500 58/58 [==============================] - 0s 387us/step - loss: 0.3702 - accuracy: 0.8507 Epoch 383/500 58/58 [==============================] - 0s 374us/step - loss: 0.3717 - accuracy: 0.8507 Epoch 384/500 58/58 [==============================] - 0s 368us/step - loss: 0.3695 - accuracy: 0.8451 Epoch 385/500 58/58 [==============================] - 0s 368us/step - loss: 0.3701 - accuracy: 0.8493 Epoch 386/500 58/58 [==============================] - 0s 372us/step - loss: 0.3711 - accuracy: 0.8514 Epoch 387/500 58/58 [==============================] - 0s 359us/step - loss: 0.3695 - accuracy: 0.8465 Epoch 388/500 58/58 [==============================] - 0s 375us/step - loss: 0.3714 - accuracy: 0.8479 Epoch 389/500 58/58 [==============================] - 0s 371us/step - loss: 0.3714 - accuracy: 0.8479 Epoch 390/500 58/58 [==============================] - 0s 367us/step - loss: 0.3697 - accuracy: 0.8535 Epoch 391/500 58/58 [==============================] - 0s 363us/step - loss: 0.3694 - accuracy: 0.8479 Epoch 392/500 58/58 [==============================] - 0s 357us/step - loss: 0.3716 - accuracy: 0.8479 Epoch 393/500 58/58 [==============================] - 0s 359us/step - loss: 0.3703 - accuracy: 0.8521 Epoch 394/500 58/58 [==============================] - 0s 367us/step - loss: 0.3708 - accuracy: 0.8542 Epoch 395/500 58/58 [==============================] - 0s 380us/step - loss: 0.3702 - accuracy: 0.8486 Epoch 396/500 58/58 [==============================] - 0s 367us/step - loss: 0.3701 - accuracy: 0.8507 Epoch 397/500 58/58 [==============================] - 0s 365us/step - loss: 0.3698 - accuracy: 0.8493 Epoch 398/500 58/58 [==============================] - 0s 366us/step - loss: 0.3724 - accuracy: 0.8465 Epoch 399/500 58/58 [==============================] - 0s 368us/step - loss: 0.3711 - accuracy: 0.8507 Epoch 400/500 58/58 [==============================] - 0s 527us/step - loss: 0.3705 - accuracy: 0.8493 Epoch 401/500 58/58 [==============================] - 0s 386us/step - loss: 0.3711 - accuracy: 0.8458 Epoch 402/500 58/58 [==============================] - 0s 361us/step - loss: 0.3704 - accuracy: 0.8486 Epoch 403/500 58/58 [==============================] - 0s 379us/step - loss: 0.3702 - accuracy: 0.8521 Epoch 404/500 58/58 [==============================] - 0s 366us/step - loss: 0.3721 - accuracy: 0.8396 Epoch 405/500 58/58 [==============================] - 0s 356us/step - loss: 0.3720 - accuracy: 0.8507 Epoch 406/500 58/58 [==============================] - 0s 375us/step - loss: 0.3708 - accuracy: 0.8486 Epoch 407/500 58/58 [==============================] - 0s 370us/step - loss: 0.3711 - accuracy: 0.8458 Epoch 408/500 58/58 [==============================] - 0s 360us/step - loss: 0.3700 - accuracy: 0.8486 Epoch 409/500 58/58 [==============================] - 0s 376us/step - loss: 0.3708 - accuracy: 0.8486 Epoch 410/500 58/58 [==============================] - 0s 363us/step - loss: 0.3689 - accuracy: 0.8479 Epoch 411/500 58/58 [==============================] - 0s 349us/step - loss: 0.3708 - accuracy: 0.8507 Epoch 412/500 58/58 [==============================] - 0s 378us/step - loss: 0.3704 - accuracy: 0.8500 Epoch 413/500 58/58 [==============================] - 0s 364us/step - loss: 0.3691 - accuracy: 0.8528 Epoch 414/500 58/58 [==============================] - 0s 349us/step - loss: 0.3703 - accuracy: 0.8528 Epoch 415/500 58/58 [==============================] - 0s 361us/step - loss: 0.3683 - accuracy: 0.8507 Epoch 416/500 58/58 [==============================] - 0s 378us/step - loss: 0.3710 - accuracy: 0.8465 Epoch 417/500 58/58 [==============================] - 0s 369us/step - loss: 0.3712 - accuracy: 0.8465 Epoch 418/500 58/58 [==============================] - 0s 363us/step - loss: 0.3724 - accuracy: 0.8410 Epoch 419/500 58/58 [==============================] - 0s 372us/step - loss: 0.3714 - accuracy: 0.8514 Epoch 420/500 58/58 [==============================] - 0s 370us/step - loss: 0.3695 - accuracy: 0.8500 Epoch 421/500 58/58 [==============================] - 0s 362us/step - loss: 0.3721 - accuracy: 0.8438 Epoch 422/500 58/58 [==============================] - 0s 367us/step - loss: 0.3692 - accuracy: 0.8528 Epoch 423/500 58/58 [==============================] - 0s 365us/step - loss: 0.3715 - accuracy: 0.8486 Epoch 424/500 58/58 [==============================] - 0s 351us/step - loss: 0.3692 - accuracy: 0.8521 Epoch 425/500 58/58 [==============================] - 0s 357us/step - loss: 0.3684 - accuracy: 0.8521 Epoch 426/500 58/58 [==============================] - 0s 362us/step - loss: 0.3699 - accuracy: 0.8493 Epoch 427/500 58/58 [==============================] - 0s 372us/step - loss: 0.3688 - accuracy: 0.8549 Epoch 428/500 58/58 [==============================] - 0s 366us/step - loss: 0.3699 - accuracy: 0.8486 Epoch 429/500 58/58 [==============================] - 0s 353us/step - loss: 0.3689 - accuracy: 0.8479 Epoch 430/500 58/58 [==============================] - 0s 374us/step - loss: 0.3693 - accuracy: 0.8542 Epoch 431/500 58/58 [==============================] - 0s 378us/step - loss: 0.3711 - accuracy: 0.8500 Epoch 432/500 58/58 [==============================] - 0s 359us/step - loss: 0.3707 - accuracy: 0.8444 Epoch 433/500 58/58 [==============================] - 0s 371us/step - loss: 0.3703 - accuracy: 0.8458 Epoch 434/500 58/58 [==============================] - 0s 379us/step - loss: 0.3689 - accuracy: 0.8535 Epoch 435/500 58/58 [==============================] - 0s 381us/step - loss: 0.3696 - accuracy: 0.8479 Epoch 436/500 58/58 [==============================] - 0s 351us/step - loss: 0.3690 - accuracy: 0.8549 Epoch 437/500 58/58 [==============================] - 0s 375us/step - loss: 0.3692 - accuracy: 0.8521 Epoch 438/500 58/58 [==============================] - 0s 360us/step - loss: 0.3701 - accuracy: 0.8500 Epoch 439/500 58/58 [==============================] - 0s 366us/step - loss: 0.3707 - accuracy: 0.8542 Epoch 440/500 58/58 [==============================] - 0s 377us/step - loss: 0.3683 - accuracy: 0.8479 Epoch 441/500 58/58 [==============================] - 0s 363us/step - loss: 0.3698 - accuracy: 0.8521 Epoch 442/500 58/58 [==============================] - 0s 379us/step - loss: 0.3697 - accuracy: 0.8479 Epoch 443/500 58/58 [==============================] - 0s 358us/step - loss: 0.3697 - accuracy: 0.8521 Epoch 444/500 58/58 [==============================] - 0s 378us/step - loss: 0.3698 - accuracy: 0.8472 Epoch 445/500 58/58 [==============================] - 0s 352us/step - loss: 0.3687 - accuracy: 0.8507 Epoch 446/500 58/58 [==============================] - 0s 366us/step - loss: 0.3690 - accuracy: 0.8521 Epoch 447/500 58/58 [==============================] - 0s 357us/step - loss: 0.3702 - accuracy: 0.8507 Epoch 448/500 58/58 [==============================] - 0s 374us/step - loss: 0.3710 - accuracy: 0.8479 Epoch 449/500 58/58 [==============================] - 0s 370us/step - loss: 0.3692 - accuracy: 0.8458 Epoch 450/500 58/58 [==============================] - 0s 368us/step - loss: 0.3688 - accuracy: 0.8514 Epoch 451/500 58/58 [==============================] - 0s 369us/step - loss: 0.3690 - accuracy: 0.8500 Epoch 452/500 58/58 [==============================] - 0s 372us/step - loss: 0.3696 - accuracy: 0.8451 Epoch 453/500 58/58 [==============================] - 0s 352us/step - loss: 0.3701 - accuracy: 0.8528 Epoch 454/500 58/58 [==============================] - 0s 364us/step - loss: 0.3689 - accuracy: 0.8493 Epoch 455/500 58/58 [==============================] - 0s 364us/step - loss: 0.3704 - accuracy: 0.8479 Epoch 456/500 58/58 [==============================] - 0s 383us/step - loss: 0.3693 - accuracy: 0.8451 Epoch 457/500 58/58 [==============================] - 0s 366us/step - loss: 0.3701 - accuracy: 0.8493 Epoch 458/500 58/58 [==============================] - 0s 358us/step - loss: 0.3701 - accuracy: 0.8472 Epoch 459/500 58/58 [==============================] - 0s 375us/step - loss: 0.3701 - accuracy: 0.8493 Epoch 460/500 58/58 [==============================] - 0s 357us/step - loss: 0.3693 - accuracy: 0.8493 Epoch 461/500 58/58 [==============================] - 0s 369us/step - loss: 0.3706 - accuracy: 0.8521 Epoch 462/500 58/58 [==============================] - 0s 376us/step - loss: 0.3707 - accuracy: 0.8521 Epoch 463/500 58/58 [==============================] - 0s 356us/step - loss: 0.3699 - accuracy: 0.8500 Epoch 464/500 58/58 [==============================] - 0s 367us/step - loss: 0.3695 - accuracy: 0.8451 Epoch 465/500 58/58 [==============================] - 0s 379us/step - loss: 0.3681 - accuracy: 0.8472 Epoch 466/500 58/58 [==============================] - 0s 355us/step - loss: 0.3692 - accuracy: 0.8493 Epoch 467/500 58/58 [==============================] - 0s 368us/step - loss: 0.3691 - accuracy: 0.8451 Epoch 468/500 58/58 [==============================] - 0s 378us/step - loss: 0.3695 - accuracy: 0.8500 Epoch 469/500 58/58 [==============================] - 0s 362us/step - loss: 0.3691 - accuracy: 0.8465 Epoch 470/500 58/58 [==============================] - 0s 358us/step - loss: 0.3696 - accuracy: 0.8507 Epoch 471/500 58/58 [==============================] - 0s 377us/step - loss: 0.3705 - accuracy: 0.8486 Epoch 472/500 58/58 [==============================] - 0s 371us/step - loss: 0.3720 - accuracy: 0.8472 Epoch 473/500 58/58 [==============================] - 0s 361us/step - loss: 0.3684 - accuracy: 0.8507 Epoch 474/500 58/58 [==============================] - 0s 365us/step - loss: 0.3717 - accuracy: 0.8514 Epoch 475/500 58/58 [==============================] - 0s 375us/step - loss: 0.3699 - accuracy: 0.8479 Epoch 476/500 58/58 [==============================] - 0s 365us/step - loss: 0.3693 - accuracy: 0.8569 Epoch 477/500 58/58 [==============================] - 0s 365us/step - loss: 0.3716 - accuracy: 0.8500 Epoch 478/500 58/58 [==============================] - 0s 367us/step - loss: 0.3704 - accuracy: 0.8521 Epoch 479/500 58/58 [==============================] - 0s 344us/step - loss: 0.3705 - accuracy: 0.8458 Epoch 480/500 58/58 [==============================] - 0s 366us/step - loss: 0.3681 - accuracy: 0.8500 Epoch 481/500 58/58 [==============================] - 0s 359us/step - loss: 0.3699 - accuracy: 0.8479 Epoch 482/500 58/58 [==============================] - 0s 352us/step - loss: 0.3683 - accuracy: 0.8493 Epoch 483/500 58/58 [==============================] - 0s 366us/step - loss: 0.3694 - accuracy: 0.8486 Epoch 484/500 58/58 [==============================] - 0s 359us/step - loss: 0.3689 - accuracy: 0.8500 Epoch 485/500 58/58 [==============================] - 0s 535us/step - loss: 0.3705 - accuracy: 0.8431 Epoch 486/500 58/58 [==============================] - 0s 364us/step - loss: 0.3687 - accuracy: 0.8521 Epoch 487/500 58/58 [==============================] - 0s 367us/step - loss: 0.3702 - accuracy: 0.8500 Epoch 488/500 58/58 [==============================] - 0s 368us/step - loss: 0.3683 - accuracy: 0.8514 Epoch 489/500 58/58 [==============================] - 0s 389us/step - loss: 0.3708 - accuracy: 0.8486 Epoch 490/500 58/58 [==============================] - 0s 367us/step - loss: 0.3686 - accuracy: 0.8542 Epoch 491/500 58/58 [==============================] - 0s 358us/step - loss: 0.3702 - accuracy: 0.8458 Epoch 492/500 58/58 [==============================] - 0s 372us/step - loss: 0.3701 - accuracy: 0.8528 Epoch 493/500 58/58 [==============================] - 0s 379us/step - loss: 0.3683 - accuracy: 0.8507 Epoch 494/500 58/58 [==============================] - 0s 356us/step - loss: 0.3682 - accuracy: 0.8556 Epoch 495/500 58/58 [==============================] - 0s 363us/step - loss: 0.3696 - accuracy: 0.8493 Epoch 496/500 58/58 [==============================] - 0s 369us/step - loss: 0.3687 - accuracy: 0.8500 Epoch 497/500 58/58 [==============================] - 0s 367us/step - loss: 0.3703 - accuracy: 0.8486 Epoch 498/500 58/58 [==============================] - 0s 354us/step - loss: 0.3692 - accuracy: 0.8521 Epoch 499/500 58/58 [==============================] - 0s 366us/step - loss: 0.3701 - accuracy: 0.8514 Epoch 500/500 58/58 [==============================] - 0s 348us/step - loss: 0.3685 - accuracy: 0.8486 5/5 [==============================] - 0s 505us/step Epoch 1/500 58/58 [==============================] - 0s 477us/step - loss: 0.6888 - accuracy: 0.6514 Epoch 2/500 58/58 [==============================] - 0s 411us/step - loss: 0.6716 - accuracy: 0.6611 Epoch 3/500 58/58 [==============================] - 0s 372us/step - loss: 0.6218 - accuracy: 0.7458 Epoch 4/500 58/58 [==============================] - 0s 368us/step - loss: 0.5457 - accuracy: 0.7743 Epoch 5/500 58/58 [==============================] - 0s 379us/step - loss: 0.4943 - accuracy: 0.7708 Epoch 6/500 58/58 [==============================] - 0s 350us/step - loss: 0.4753 - accuracy: 0.7639 Epoch 7/500 58/58 [==============================] - 0s 358us/step - loss: 0.4670 - accuracy: 0.7715 Epoch 8/500 58/58 [==============================] - 0s 350us/step - loss: 0.4626 - accuracy: 0.7743 Epoch 9/500 58/58 [==============================] - 0s 363us/step - loss: 0.4600 - accuracy: 0.7750 Epoch 10/500 58/58 [==============================] - 0s 378us/step - loss: 0.4580 - accuracy: 0.7757 Epoch 11/500 58/58 [==============================] - 0s 347us/step - loss: 0.4558 - accuracy: 0.7778 Epoch 12/500 58/58 [==============================] - 0s 368us/step - loss: 0.4548 - accuracy: 0.7806 Epoch 13/500 58/58 [==============================] - 0s 380us/step - loss: 0.4530 - accuracy: 0.7806 Epoch 14/500 58/58 [==============================] - 0s 376us/step - loss: 0.4522 - accuracy: 0.7840 Epoch 15/500 58/58 [==============================] - 0s 369us/step - loss: 0.4509 - accuracy: 0.7799 Epoch 16/500 58/58 [==============================] - 0s 365us/step - loss: 0.4502 - accuracy: 0.7771 Epoch 17/500 58/58 [==============================] - 0s 371us/step - loss: 0.4496 - accuracy: 0.7819 Epoch 18/500 58/58 [==============================] - 0s 362us/step - loss: 0.4482 - accuracy: 0.7806 Epoch 19/500 58/58 [==============================] - 0s 374us/step - loss: 0.4481 - accuracy: 0.7812 Epoch 20/500 58/58 [==============================] - 0s 389us/step - loss: 0.4468 - accuracy: 0.7819 Epoch 21/500 58/58 [==============================] - 0s 379us/step - loss: 0.4464 - accuracy: 0.7757 Epoch 22/500 58/58 [==============================] - 0s 376us/step - loss: 0.4450 - accuracy: 0.7806 Epoch 23/500 58/58 [==============================] - 0s 361us/step - loss: 0.4446 - accuracy: 0.7826 Epoch 24/500 58/58 [==============================] - 0s 370us/step - loss: 0.4434 - accuracy: 0.7785 Epoch 25/500 58/58 [==============================] - 0s 350us/step - loss: 0.4426 - accuracy: 0.7833 Epoch 26/500 58/58 [==============================] - 0s 364us/step - loss: 0.4425 - accuracy: 0.7840 Epoch 27/500 58/58 [==============================] - 0s 371us/step - loss: 0.4413 - accuracy: 0.7868 Epoch 28/500 58/58 [==============================] - 0s 362us/step - loss: 0.4409 - accuracy: 0.7889 Epoch 29/500 58/58 [==============================] - 0s 379us/step - loss: 0.4400 - accuracy: 0.7833 Epoch 30/500 58/58 [==============================] - 0s 347us/step - loss: 0.4394 - accuracy: 0.7882 Epoch 31/500 58/58 [==============================] - 0s 385us/step - loss: 0.4385 - accuracy: 0.7861 Epoch 32/500 58/58 [==============================] - 0s 327us/step - loss: 0.4384 - accuracy: 0.7931 Epoch 33/500 58/58 [==============================] - 0s 367us/step - loss: 0.4370 - accuracy: 0.7910 Epoch 34/500 58/58 [==============================] - 0s 370us/step - loss: 0.4362 - accuracy: 0.7944 Epoch 35/500 58/58 [==============================] - 0s 373us/step - loss: 0.4361 - accuracy: 0.7854 Epoch 36/500 58/58 [==============================] - 0s 365us/step - loss: 0.4355 - accuracy: 0.7944 Epoch 37/500 58/58 [==============================] - 0s 354us/step - loss: 0.4358 - accuracy: 0.7840 Epoch 38/500 58/58 [==============================] - 0s 379us/step - loss: 0.4347 - accuracy: 0.7937 Epoch 39/500 58/58 [==============================] - 0s 373us/step - loss: 0.4346 - accuracy: 0.7882 Epoch 40/500 58/58 [==============================] - 0s 344us/step - loss: 0.4333 - accuracy: 0.7937 Epoch 41/500 58/58 [==============================] - 0s 382us/step - loss: 0.4331 - accuracy: 0.7958 Epoch 42/500 58/58 [==============================] - 0s 368us/step - loss: 0.4330 - accuracy: 0.7965 Epoch 43/500 58/58 [==============================] - 0s 363us/step - loss: 0.4323 - accuracy: 0.7875 Epoch 44/500 58/58 [==============================] - 0s 375us/step - loss: 0.4315 - accuracy: 0.7958 Epoch 45/500 58/58 [==============================] - 0s 375us/step - loss: 0.4312 - accuracy: 0.7965 Epoch 46/500 58/58 [==============================] - 0s 353us/step - loss: 0.4307 - accuracy: 0.7972 Epoch 47/500 58/58 [==============================] - 0s 370us/step - loss: 0.4310 - accuracy: 0.7965 Epoch 48/500 58/58 [==============================] - 0s 364us/step - loss: 0.4298 - accuracy: 0.7944 Epoch 49/500 58/58 [==============================] - 0s 344us/step - loss: 0.4288 - accuracy: 0.7993 Epoch 50/500 58/58 [==============================] - 0s 361us/step - loss: 0.4287 - accuracy: 0.8042 Epoch 51/500 58/58 [==============================] - 0s 384us/step - loss: 0.4291 - accuracy: 0.8007 Epoch 52/500 58/58 [==============================] - 0s 370us/step - loss: 0.4279 - accuracy: 0.8000 Epoch 53/500 58/58 [==============================] - 0s 363us/step - loss: 0.4277 - accuracy: 0.8035 Epoch 54/500 58/58 [==============================] - 0s 355us/step - loss: 0.4280 - accuracy: 0.8000 Epoch 55/500 58/58 [==============================] - 0s 369us/step - loss: 0.4276 - accuracy: 0.8014 Epoch 56/500 58/58 [==============================] - 0s 377us/step - loss: 0.4275 - accuracy: 0.8028 Epoch 57/500 58/58 [==============================] - 0s 363us/step - loss: 0.4266 - accuracy: 0.8056 Epoch 58/500 58/58 [==============================] - 0s 372us/step - loss: 0.4266 - accuracy: 0.8042 Epoch 59/500 58/58 [==============================] - 0s 352us/step - loss: 0.4261 - accuracy: 0.8056 Epoch 60/500 58/58 [==============================] - 0s 376us/step - loss: 0.4265 - accuracy: 0.8035 Epoch 61/500 58/58 [==============================] - 0s 365us/step - loss: 0.4256 - accuracy: 0.8069 Epoch 62/500 58/58 [==============================] - 0s 362us/step - loss: 0.4250 - accuracy: 0.8042 Epoch 63/500 58/58 [==============================] - 0s 528us/step - loss: 0.4254 - accuracy: 0.8097 Epoch 64/500 58/58 [==============================] - 0s 351us/step - loss: 0.4250 - accuracy: 0.8042 Epoch 65/500 58/58 [==============================] - 0s 379us/step - loss: 0.4243 - accuracy: 0.8042 Epoch 66/500 58/58 [==============================] - 0s 366us/step - loss: 0.4241 - accuracy: 0.8035 Epoch 67/500 58/58 [==============================] - 0s 374us/step - loss: 0.4245 - accuracy: 0.8056 Epoch 68/500 58/58 [==============================] - 0s 368us/step - loss: 0.4234 - accuracy: 0.8042 Epoch 69/500 58/58 [==============================] - 0s 362us/step - loss: 0.4234 - accuracy: 0.8056 Epoch 70/500 58/58 [==============================] - 0s 372us/step - loss: 0.4235 - accuracy: 0.8056 Epoch 71/500 58/58 [==============================] - 0s 353us/step - loss: 0.4229 - accuracy: 0.8021 Epoch 72/500 58/58 [==============================] - 0s 366us/step - loss: 0.4235 - accuracy: 0.8097 Epoch 73/500 58/58 [==============================] - 0s 365us/step - loss: 0.4225 - accuracy: 0.8014 Epoch 74/500 58/58 [==============================] - 0s 368us/step - loss: 0.4228 - accuracy: 0.8021 Epoch 75/500 58/58 [==============================] - 0s 369us/step - loss: 0.4223 - accuracy: 0.8042 Epoch 76/500 58/58 [==============================] - 0s 364us/step - loss: 0.4221 - accuracy: 0.8028 Epoch 77/500 58/58 [==============================] - 0s 364us/step - loss: 0.4219 - accuracy: 0.8035 Epoch 78/500 58/58 [==============================] - 0s 366us/step - loss: 0.4216 - accuracy: 0.8042 Epoch 79/500 58/58 [==============================] - 0s 359us/step - loss: 0.4218 - accuracy: 0.8028 Epoch 80/500 58/58 [==============================] - 0s 392us/step - loss: 0.4212 - accuracy: 0.8021 Epoch 81/500 58/58 [==============================] - 0s 367us/step - loss: 0.4206 - accuracy: 0.8014 Epoch 82/500 58/58 [==============================] - 0s 344us/step - loss: 0.4207 - accuracy: 0.8049 Epoch 83/500 58/58 [==============================] - 0s 370us/step - loss: 0.4201 - accuracy: 0.8035 Epoch 84/500 58/58 [==============================] - 0s 375us/step - loss: 0.4197 - accuracy: 0.8021 Epoch 85/500 58/58 [==============================] - 0s 362us/step - loss: 0.4190 - accuracy: 0.8035 Epoch 86/500 58/58 [==============================] - 0s 362us/step - loss: 0.4198 - accuracy: 0.8028 Epoch 87/500 58/58 [==============================] - 0s 369us/step - loss: 0.4187 - accuracy: 0.8069 Epoch 88/500 58/58 [==============================] - 0s 365us/step - loss: 0.4195 - accuracy: 0.8007 Epoch 89/500 58/58 [==============================] - 0s 378us/step - loss: 0.4182 - accuracy: 0.8028 Epoch 90/500 58/58 [==============================] - 0s 355us/step - loss: 0.4185 - accuracy: 0.8028 Epoch 91/500 58/58 [==============================] - 0s 368us/step - loss: 0.4187 - accuracy: 0.7993 Epoch 92/500 58/58 [==============================] - 0s 373us/step - loss: 0.4190 - accuracy: 0.8007 Epoch 93/500 58/58 [==============================] - 0s 379us/step - loss: 0.4172 - accuracy: 0.7993 Epoch 94/500 58/58 [==============================] - 0s 378us/step - loss: 0.4179 - accuracy: 0.8007 Epoch 95/500 58/58 [==============================] - 0s 364us/step - loss: 0.4173 - accuracy: 0.8014 Epoch 96/500 58/58 [==============================] - 0s 356us/step - loss: 0.4162 - accuracy: 0.8028 Epoch 97/500 58/58 [==============================] - 0s 356us/step - loss: 0.4162 - accuracy: 0.8042 Epoch 98/500 58/58 [==============================] - 0s 372us/step - loss: 0.4154 - accuracy: 0.8035 Epoch 99/500 58/58 [==============================] - 0s 370us/step - loss: 0.4154 - accuracy: 0.8062 Epoch 100/500 58/58 [==============================] - 0s 362us/step - loss: 0.4150 - accuracy: 0.8007 Epoch 101/500 58/58 [==============================] - 0s 368us/step - loss: 0.4150 - accuracy: 0.8021 Epoch 102/500 58/58 [==============================] - 0s 362us/step - loss: 0.4139 - accuracy: 0.8028 Epoch 103/500 58/58 [==============================] - 0s 361us/step - loss: 0.4144 - accuracy: 0.8014 Epoch 104/500 58/58 [==============================] - 0s 370us/step - loss: 0.4140 - accuracy: 0.8083 Epoch 105/500 58/58 [==============================] - 0s 375us/step - loss: 0.4129 - accuracy: 0.8069 Epoch 106/500 58/58 [==============================] - 0s 371us/step - loss: 0.4122 - accuracy: 0.8076 Epoch 107/500 58/58 [==============================] - 0s 365us/step - loss: 0.4131 - accuracy: 0.8062 Epoch 108/500 58/58 [==============================] - 0s 370us/step - loss: 0.4120 - accuracy: 0.8083 Epoch 109/500 58/58 [==============================] - 0s 367us/step - loss: 0.4121 - accuracy: 0.8111 Epoch 110/500 58/58 [==============================] - 0s 375us/step - loss: 0.4115 - accuracy: 0.8076 Epoch 111/500 58/58 [==============================] - 0s 389us/step - loss: 0.4118 - accuracy: 0.8083 Epoch 112/500 58/58 [==============================] - 0s 362us/step - loss: 0.4112 - accuracy: 0.8132 Epoch 113/500 58/58 [==============================] - 0s 365us/step - loss: 0.4107 - accuracy: 0.8111 Epoch 114/500 58/58 [==============================] - 0s 368us/step - loss: 0.4102 - accuracy: 0.8118 Epoch 115/500 58/58 [==============================] - 0s 371us/step - loss: 0.4109 - accuracy: 0.8118 Epoch 116/500 58/58 [==============================] - 0s 353us/step - loss: 0.4105 - accuracy: 0.8139 Epoch 117/500 58/58 [==============================] - 0s 373us/step - loss: 0.4096 - accuracy: 0.8097 Epoch 118/500 58/58 [==============================] - 0s 354us/step - loss: 0.4094 - accuracy: 0.8139 Epoch 119/500 58/58 [==============================] - 0s 370us/step - loss: 0.4084 - accuracy: 0.8111 Epoch 120/500 58/58 [==============================] - 0s 379us/step - loss: 0.4079 - accuracy: 0.8097 Epoch 121/500 58/58 [==============================] - 0s 364us/step - loss: 0.4074 - accuracy: 0.8111 Epoch 122/500 58/58 [==============================] - 0s 375us/step - loss: 0.4083 - accuracy: 0.8139 Epoch 123/500 58/58 [==============================] - 0s 385us/step - loss: 0.4075 - accuracy: 0.8111 Epoch 124/500 58/58 [==============================] - 0s 378us/step - loss: 0.4069 - accuracy: 0.8160 Epoch 125/500 58/58 [==============================] - 0s 364us/step - loss: 0.4064 - accuracy: 0.8132 Epoch 126/500 58/58 [==============================] - 0s 363us/step - loss: 0.4067 - accuracy: 0.8125 Epoch 127/500 58/58 [==============================] - 0s 368us/step - loss: 0.4062 - accuracy: 0.8125 Epoch 128/500 58/58 [==============================] - 0s 376us/step - loss: 0.4060 - accuracy: 0.8118 Epoch 129/500 58/58 [==============================] - 0s 369us/step - loss: 0.4062 - accuracy: 0.8132 Epoch 130/500 58/58 [==============================] - 0s 367us/step - loss: 0.4051 - accuracy: 0.8160 Epoch 131/500 58/58 [==============================] - 0s 373us/step - loss: 0.4051 - accuracy: 0.8167 Epoch 132/500 58/58 [==============================] - 0s 378us/step - loss: 0.4044 - accuracy: 0.8132 Epoch 133/500 58/58 [==============================] - 0s 362us/step - loss: 0.4060 - accuracy: 0.8132 Epoch 134/500 58/58 [==============================] - 0s 367us/step - loss: 0.4051 - accuracy: 0.8181 Epoch 135/500 58/58 [==============================] - 0s 351us/step - loss: 0.4041 - accuracy: 0.8146 Epoch 136/500 58/58 [==============================] - 0s 358us/step - loss: 0.4041 - accuracy: 0.8174 Epoch 137/500 58/58 [==============================] - 0s 366us/step - loss: 0.4037 - accuracy: 0.8194 Epoch 138/500 58/58 [==============================] - 0s 348us/step - loss: 0.4034 - accuracy: 0.8146 Epoch 139/500 58/58 [==============================] - 0s 371us/step - loss: 0.4035 - accuracy: 0.8194 Epoch 140/500 58/58 [==============================] - 0s 362us/step - loss: 0.4029 - accuracy: 0.8153 Epoch 141/500 58/58 [==============================] - 0s 356us/step - loss: 0.4024 - accuracy: 0.8174 Epoch 142/500 58/58 [==============================] - 0s 360us/step - loss: 0.4031 - accuracy: 0.8188 Epoch 143/500 58/58 [==============================] - 0s 506us/step - loss: 0.4020 - accuracy: 0.8201 Epoch 144/500 58/58 [==============================] - 0s 360us/step - loss: 0.4021 - accuracy: 0.8181 Epoch 145/500 58/58 [==============================] - 0s 378us/step - loss: 0.4017 - accuracy: 0.8229 Epoch 146/500 58/58 [==============================] - 0s 364us/step - loss: 0.4023 - accuracy: 0.8167 Epoch 147/500 58/58 [==============================] - 0s 361us/step - loss: 0.4014 - accuracy: 0.8194 Epoch 148/500 58/58 [==============================] - 0s 365us/step - loss: 0.4018 - accuracy: 0.8229 Epoch 149/500 58/58 [==============================] - 0s 339us/step - loss: 0.4004 - accuracy: 0.8208 Epoch 150/500 58/58 [==============================] - 0s 366us/step - loss: 0.4003 - accuracy: 0.8167 Epoch 151/500 58/58 [==============================] - 0s 364us/step - loss: 0.4001 - accuracy: 0.8229 Epoch 152/500 58/58 [==============================] - 0s 360us/step - loss: 0.4006 - accuracy: 0.8201 Epoch 153/500 58/58 [==============================] - 0s 376us/step - loss: 0.3997 - accuracy: 0.8194 Epoch 154/500 58/58 [==============================] - 0s 361us/step - loss: 0.3998 - accuracy: 0.8250 Epoch 155/500 58/58 [==============================] - 0s 373us/step - loss: 0.3991 - accuracy: 0.8194 Epoch 156/500 58/58 [==============================] - 0s 360us/step - loss: 0.3984 - accuracy: 0.8243 Epoch 157/500 58/58 [==============================] - 0s 362us/step - loss: 0.3982 - accuracy: 0.8181 Epoch 158/500 58/58 [==============================] - 0s 367us/step - loss: 0.3977 - accuracy: 0.8181 Epoch 159/500 58/58 [==============================] - 0s 363us/step - loss: 0.3976 - accuracy: 0.8229 Epoch 160/500 58/58 [==============================] - 0s 366us/step - loss: 0.3966 - accuracy: 0.8194 Epoch 161/500 58/58 [==============================] - 0s 372us/step - loss: 0.3955 - accuracy: 0.8194 Epoch 162/500 58/58 [==============================] - 0s 409us/step - loss: 0.3966 - accuracy: 0.8174 Epoch 163/500 58/58 [==============================] - 0s 356us/step - loss: 0.3969 - accuracy: 0.8201 Epoch 164/500 58/58 [==============================] - 0s 374us/step - loss: 0.3949 - accuracy: 0.8229 Epoch 165/500 58/58 [==============================] - 0s 369us/step - loss: 0.3949 - accuracy: 0.8201 Epoch 166/500 58/58 [==============================] - 0s 365us/step - loss: 0.3945 - accuracy: 0.8194 Epoch 167/500 58/58 [==============================] - 0s 367us/step - loss: 0.3940 - accuracy: 0.8264 Epoch 168/500 58/58 [==============================] - 0s 349us/step - loss: 0.3938 - accuracy: 0.8201 Epoch 169/500 58/58 [==============================] - 0s 360us/step - loss: 0.3931 - accuracy: 0.8181 Epoch 170/500 58/58 [==============================] - 0s 375us/step - loss: 0.3928 - accuracy: 0.8194 Epoch 171/500 58/58 [==============================] - 0s 362us/step - loss: 0.3926 - accuracy: 0.8215 Epoch 172/500 58/58 [==============================] - 0s 354us/step - loss: 0.3926 - accuracy: 0.8215 Epoch 173/500 58/58 [==============================] - 0s 380us/step - loss: 0.3916 - accuracy: 0.8215 Epoch 174/500 58/58 [==============================] - 0s 377us/step - loss: 0.3915 - accuracy: 0.8208 Epoch 175/500 58/58 [==============================] - 0s 371us/step - loss: 0.3913 - accuracy: 0.8243 Epoch 176/500 58/58 [==============================] - 0s 370us/step - loss: 0.3902 - accuracy: 0.8167 Epoch 177/500 58/58 [==============================] - 0s 369us/step - loss: 0.3903 - accuracy: 0.8160 Epoch 178/500 58/58 [==============================] - 0s 366us/step - loss: 0.3907 - accuracy: 0.8167 Epoch 179/500 58/58 [==============================] - 0s 364us/step - loss: 0.3891 - accuracy: 0.8201 Epoch 180/500 58/58 [==============================] - 0s 378us/step - loss: 0.3881 - accuracy: 0.8188 Epoch 181/500 58/58 [==============================] - 0s 372us/step - loss: 0.3877 - accuracy: 0.8201 Epoch 182/500 58/58 [==============================] - 0s 364us/step - loss: 0.3875 - accuracy: 0.8181 Epoch 183/500 58/58 [==============================] - 0s 368us/step - loss: 0.3868 - accuracy: 0.8181 Epoch 184/500 58/58 [==============================] - 0s 353us/step - loss: 0.3861 - accuracy: 0.8208 Epoch 185/500 58/58 [==============================] - 0s 378us/step - loss: 0.3858 - accuracy: 0.8208 Epoch 186/500 58/58 [==============================] - 0s 370us/step - loss: 0.3857 - accuracy: 0.8250 Epoch 187/500 58/58 [==============================] - 0s 353us/step - loss: 0.3849 - accuracy: 0.8201 Epoch 188/500 58/58 [==============================] - 0s 367us/step - loss: 0.3851 - accuracy: 0.8181 Epoch 189/500 58/58 [==============================] - 0s 382us/step - loss: 0.3842 - accuracy: 0.8208 Epoch 190/500 58/58 [==============================] - 0s 353us/step - loss: 0.3831 - accuracy: 0.8229 Epoch 191/500 58/58 [==============================] - 0s 375us/step - loss: 0.3853 - accuracy: 0.8278 Epoch 192/500 58/58 [==============================] - 0s 376us/step - loss: 0.3830 - accuracy: 0.8243 Epoch 193/500 58/58 [==============================] - 0s 362us/step - loss: 0.3824 - accuracy: 0.8201 Epoch 194/500 58/58 [==============================] - 0s 378us/step - loss: 0.3824 - accuracy: 0.8181 Epoch 195/500 58/58 [==============================] - 0s 368us/step - loss: 0.3821 - accuracy: 0.8208 Epoch 196/500 58/58 [==============================] - 0s 360us/step - loss: 0.3821 - accuracy: 0.8208 Epoch 197/500 58/58 [==============================] - 0s 377us/step - loss: 0.3800 - accuracy: 0.8271 Epoch 198/500 58/58 [==============================] - 0s 356us/step - loss: 0.3815 - accuracy: 0.8257 Epoch 199/500 58/58 [==============================] - 0s 374us/step - loss: 0.3804 - accuracy: 0.8222 Epoch 200/500 58/58 [==============================] - 0s 373us/step - loss: 0.3802 - accuracy: 0.8243 Epoch 201/500 58/58 [==============================] - 0s 363us/step - loss: 0.3794 - accuracy: 0.8271 Epoch 202/500 58/58 [==============================] - 0s 374us/step - loss: 0.3803 - accuracy: 0.8229 Epoch 203/500 58/58 [==============================] - 0s 364us/step - loss: 0.3796 - accuracy: 0.8292 Epoch 204/500 58/58 [==============================] - 0s 370us/step - loss: 0.3792 - accuracy: 0.8278 Epoch 205/500 58/58 [==============================] - 0s 375us/step - loss: 0.3796 - accuracy: 0.8222 Epoch 206/500 58/58 [==============================] - 0s 348us/step - loss: 0.3791 - accuracy: 0.8271 Epoch 207/500 58/58 [==============================] - 0s 367us/step - loss: 0.3789 - accuracy: 0.8243 Epoch 208/500 58/58 [==============================] - 0s 372us/step - loss: 0.3779 - accuracy: 0.8271 Epoch 209/500 58/58 [==============================] - 0s 352us/step - loss: 0.3780 - accuracy: 0.8222 Epoch 210/500 58/58 [==============================] - 0s 355us/step - loss: 0.3788 - accuracy: 0.8257 Epoch 211/500 58/58 [==============================] - 0s 367us/step - loss: 0.3781 - accuracy: 0.8278 Epoch 212/500 58/58 [==============================] - 0s 358us/step - loss: 0.3780 - accuracy: 0.8243 Epoch 213/500 58/58 [==============================] - 0s 380us/step - loss: 0.3771 - accuracy: 0.8299 Epoch 214/500 58/58 [==============================] - 0s 377us/step - loss: 0.3765 - accuracy: 0.8243 Epoch 215/500 58/58 [==============================] - 0s 350us/step - loss: 0.3761 - accuracy: 0.8292 Epoch 216/500 58/58 [==============================] - 0s 367us/step - loss: 0.3759 - accuracy: 0.8271 Epoch 217/500 58/58 [==============================] - 0s 365us/step - loss: 0.3751 - accuracy: 0.8257 Epoch 218/500 58/58 [==============================] - 0s 356us/step - loss: 0.3766 - accuracy: 0.8278 Epoch 219/500 58/58 [==============================] - 0s 371us/step - loss: 0.3755 - accuracy: 0.8292 Epoch 220/500 58/58 [==============================] - 0s 358us/step - loss: 0.3754 - accuracy: 0.8271 Epoch 221/500 58/58 [==============================] - 0s 369us/step - loss: 0.3750 - accuracy: 0.8271 Epoch 222/500 58/58 [==============================] - 0s 360us/step - loss: 0.3748 - accuracy: 0.8299 Epoch 223/500 58/58 [==============================] - 0s 367us/step - loss: 0.3745 - accuracy: 0.8257 Epoch 224/500 58/58 [==============================] - 0s 370us/step - loss: 0.3739 - accuracy: 0.8299 Epoch 225/500 58/58 [==============================] - 0s 369us/step - loss: 0.3749 - accuracy: 0.8264 Epoch 226/500 58/58 [==============================] - 0s 534us/step - loss: 0.3738 - accuracy: 0.8313 Epoch 227/500 58/58 [==============================] - 0s 378us/step - loss: 0.3745 - accuracy: 0.8278 Epoch 228/500 58/58 [==============================] - 0s 363us/step - loss: 0.3733 - accuracy: 0.8313 Epoch 229/500 58/58 [==============================] - 0s 373us/step - loss: 0.3722 - accuracy: 0.8278 Epoch 230/500 58/58 [==============================] - 0s 364us/step - loss: 0.3733 - accuracy: 0.8306 Epoch 231/500 58/58 [==============================] - 0s 366us/step - loss: 0.3742 - accuracy: 0.8354 Epoch 232/500 58/58 [==============================] - 0s 364us/step - loss: 0.3724 - accuracy: 0.8278 Epoch 233/500 58/58 [==============================] - 0s 366us/step - loss: 0.3729 - accuracy: 0.8306 Epoch 234/500 58/58 [==============================] - 0s 367us/step - loss: 0.3722 - accuracy: 0.8354 Epoch 235/500 58/58 [==============================] - 0s 355us/step - loss: 0.3715 - accuracy: 0.8306 Epoch 236/500 58/58 [==============================] - 0s 376us/step - loss: 0.3720 - accuracy: 0.8368 Epoch 237/500 58/58 [==============================] - 0s 369us/step - loss: 0.3719 - accuracy: 0.8292 Epoch 238/500 58/58 [==============================] - 0s 378us/step - loss: 0.3705 - accuracy: 0.8340 Epoch 239/500 58/58 [==============================] - 0s 360us/step - loss: 0.3711 - accuracy: 0.8285 Epoch 240/500 58/58 [==============================] - 0s 363us/step - loss: 0.3710 - accuracy: 0.8319 Epoch 241/500 58/58 [==============================] - 0s 380us/step - loss: 0.3712 - accuracy: 0.8306 Epoch 242/500 58/58 [==============================] - 0s 341us/step - loss: 0.3706 - accuracy: 0.8306 Epoch 243/500 58/58 [==============================] - 0s 363us/step - loss: 0.3708 - accuracy: 0.8389 Epoch 244/500 58/58 [==============================] - 0s 332us/step - loss: 0.3694 - accuracy: 0.8313 Epoch 245/500 58/58 [==============================] - 0s 370us/step - loss: 0.3700 - accuracy: 0.8333 Epoch 246/500 58/58 [==============================] - 0s 374us/step - loss: 0.3694 - accuracy: 0.8285 Epoch 247/500 58/58 [==============================] - 0s 351us/step - loss: 0.3692 - accuracy: 0.8389 Epoch 248/500 58/58 [==============================] - 0s 374us/step - loss: 0.3697 - accuracy: 0.8299 Epoch 249/500 58/58 [==============================] - 0s 368us/step - loss: 0.3681 - accuracy: 0.8354 Epoch 250/500 58/58 [==============================] - 0s 365us/step - loss: 0.3681 - accuracy: 0.8347 Epoch 251/500 58/58 [==============================] - 0s 356us/step - loss: 0.3698 - accuracy: 0.8375 Epoch 252/500 58/58 [==============================] - 0s 354us/step - loss: 0.3691 - accuracy: 0.8340 Epoch 253/500 58/58 [==============================] - 0s 374us/step - loss: 0.3677 - accuracy: 0.8375 Epoch 254/500 58/58 [==============================] - 0s 367us/step - loss: 0.3682 - accuracy: 0.8313 Epoch 255/500 58/58 [==============================] - 0s 366us/step - loss: 0.3672 - accuracy: 0.8340 Epoch 256/500 58/58 [==============================] - 0s 365us/step - loss: 0.3664 - accuracy: 0.8319 Epoch 257/500 58/58 [==============================] - 0s 364us/step - loss: 0.3677 - accuracy: 0.8368 Epoch 258/500 58/58 [==============================] - 0s 362us/step - loss: 0.3681 - accuracy: 0.8326 Epoch 259/500 58/58 [==============================] - 0s 365us/step - loss: 0.3667 - accuracy: 0.8382 Epoch 260/500 58/58 [==============================] - 0s 376us/step - loss: 0.3670 - accuracy: 0.8319 Epoch 261/500 58/58 [==============================] - 0s 380us/step - loss: 0.3663 - accuracy: 0.8340 Epoch 262/500 58/58 [==============================] - 0s 351us/step - loss: 0.3664 - accuracy: 0.8368 Epoch 263/500 58/58 [==============================] - 0s 358us/step - loss: 0.3653 - accuracy: 0.8319 Epoch 264/500 58/58 [==============================] - 0s 369us/step - loss: 0.3676 - accuracy: 0.8347 Epoch 265/500 58/58 [==============================] - 0s 376us/step - loss: 0.3665 - accuracy: 0.8403 Epoch 266/500 58/58 [==============================] - 0s 359us/step - loss: 0.3645 - accuracy: 0.8368 Epoch 267/500 58/58 [==============================] - 0s 375us/step - loss: 0.3669 - accuracy: 0.8368 Epoch 268/500 58/58 [==============================] - 0s 368us/step - loss: 0.3662 - accuracy: 0.8313 Epoch 269/500 58/58 [==============================] - 0s 380us/step - loss: 0.3647 - accuracy: 0.8389 Epoch 270/500 58/58 [==============================] - 0s 371us/step - loss: 0.3660 - accuracy: 0.8382 Epoch 271/500 58/58 [==============================] - 0s 365us/step - loss: 0.3657 - accuracy: 0.8361 Epoch 272/500 58/58 [==============================] - 0s 364us/step - loss: 0.3654 - accuracy: 0.8347 Epoch 273/500 58/58 [==============================] - 0s 367us/step - loss: 0.3635 - accuracy: 0.8375 Epoch 274/500 58/58 [==============================] - 0s 378us/step - loss: 0.3650 - accuracy: 0.8347 Epoch 275/500 58/58 [==============================] - 0s 374us/step - loss: 0.3640 - accuracy: 0.8375 Epoch 276/500 58/58 [==============================] - 0s 372us/step - loss: 0.3649 - accuracy: 0.8333 Epoch 277/500 58/58 [==============================] - 0s 365us/step - loss: 0.3653 - accuracy: 0.8389 Epoch 278/500 58/58 [==============================] - 0s 366us/step - loss: 0.3641 - accuracy: 0.8368 Epoch 279/500 58/58 [==============================] - 0s 361us/step - loss: 0.3635 - accuracy: 0.8354 Epoch 280/500 58/58 [==============================] - 0s 369us/step - loss: 0.3633 - accuracy: 0.8403 Epoch 281/500 58/58 [==============================] - 0s 356us/step - loss: 0.3642 - accuracy: 0.8340 Epoch 282/500 58/58 [==============================] - 0s 368us/step - loss: 0.3644 - accuracy: 0.8382 Epoch 283/500 58/58 [==============================] - 0s 355us/step - loss: 0.3644 - accuracy: 0.8354 Epoch 284/500 58/58 [==============================] - 0s 371us/step - loss: 0.3640 - accuracy: 0.8382 Epoch 285/500 58/58 [==============================] - 0s 372us/step - loss: 0.3627 - accuracy: 0.8417 Epoch 286/500 58/58 [==============================] - 0s 364us/step - loss: 0.3626 - accuracy: 0.8403 Epoch 287/500 58/58 [==============================] - 0s 373us/step - loss: 0.3626 - accuracy: 0.8410 Epoch 288/500 58/58 [==============================] - 0s 366us/step - loss: 0.3615 - accuracy: 0.8403 Epoch 289/500 58/58 [==============================] - 0s 375us/step - loss: 0.3615 - accuracy: 0.8375 Epoch 290/500 58/58 [==============================] - 0s 367us/step - loss: 0.3636 - accuracy: 0.8382 Epoch 291/500 58/58 [==============================] - 0s 381us/step - loss: 0.3626 - accuracy: 0.8403 Epoch 292/500 58/58 [==============================] - 0s 368us/step - loss: 0.3622 - accuracy: 0.8410 Epoch 293/500 58/58 [==============================] - 0s 361us/step - loss: 0.3612 - accuracy: 0.8403 Epoch 294/500 58/58 [==============================] - 0s 364us/step - loss: 0.3631 - accuracy: 0.8347 Epoch 295/500 58/58 [==============================] - 0s 359us/step - loss: 0.3621 - accuracy: 0.8382 Epoch 296/500 58/58 [==============================] - 0s 360us/step - loss: 0.3613 - accuracy: 0.8410 Epoch 297/500 58/58 [==============================] - 0s 363us/step - loss: 0.3620 - accuracy: 0.8396 Epoch 298/500 58/58 [==============================] - 0s 367us/step - loss: 0.3609 - accuracy: 0.8403 Epoch 299/500 58/58 [==============================] - 0s 365us/step - loss: 0.3619 - accuracy: 0.8403 Epoch 300/500 58/58 [==============================] - 0s 366us/step - loss: 0.3606 - accuracy: 0.8438 Epoch 301/500 58/58 [==============================] - 0s 356us/step - loss: 0.3610 - accuracy: 0.8424 Epoch 302/500 58/58 [==============================] - 0s 364us/step - loss: 0.3614 - accuracy: 0.8382 Epoch 303/500 58/58 [==============================] - 0s 531us/step - loss: 0.3602 - accuracy: 0.8472 Epoch 304/500 58/58 [==============================] - 0s 366us/step - loss: 0.3612 - accuracy: 0.8396 Epoch 305/500 58/58 [==============================] - 0s 363us/step - loss: 0.3602 - accuracy: 0.8389 Epoch 306/500 58/58 [==============================] - 0s 360us/step - loss: 0.3592 - accuracy: 0.8438 Epoch 307/500 58/58 [==============================] - 0s 374us/step - loss: 0.3608 - accuracy: 0.8361 Epoch 308/500 58/58 [==============================] - 0s 734us/step - loss: 0.3590 - accuracy: 0.8424 Epoch 309/500 58/58 [==============================] - 0s 381us/step - loss: 0.3598 - accuracy: 0.8431 Epoch 310/500 58/58 [==============================] - 0s 367us/step - loss: 0.3596 - accuracy: 0.8417 Epoch 311/500 58/58 [==============================] - 0s 364us/step - loss: 0.3601 - accuracy: 0.8417 Epoch 312/500 58/58 [==============================] - 0s 370us/step - loss: 0.3595 - accuracy: 0.8417 Epoch 313/500 58/58 [==============================] - 0s 355us/step - loss: 0.3597 - accuracy: 0.8417 Epoch 314/500 58/58 [==============================] - 0s 364us/step - loss: 0.3596 - accuracy: 0.8458 Epoch 315/500 58/58 [==============================] - 0s 371us/step - loss: 0.3589 - accuracy: 0.8465 Epoch 316/500 58/58 [==============================] - 0s 367us/step - loss: 0.3588 - accuracy: 0.8438 Epoch 317/500 58/58 [==============================] - 0s 374us/step - loss: 0.3592 - accuracy: 0.8451 Epoch 318/500 58/58 [==============================] - 0s 382us/step - loss: 0.3588 - accuracy: 0.8472 Epoch 319/500 58/58 [==============================] - 0s 361us/step - loss: 0.3589 - accuracy: 0.8451 Epoch 320/500 58/58 [==============================] - 0s 366us/step - loss: 0.3588 - accuracy: 0.8417 Epoch 321/500 58/58 [==============================] - 0s 366us/step - loss: 0.3598 - accuracy: 0.8444 Epoch 322/500 58/58 [==============================] - 0s 350us/step - loss: 0.3582 - accuracy: 0.8444 Epoch 323/500 58/58 [==============================] - 0s 358us/step - loss: 0.3599 - accuracy: 0.8438 Epoch 324/500 58/58 [==============================] - 0s 372us/step - loss: 0.3590 - accuracy: 0.8451 Epoch 325/500 58/58 [==============================] - 0s 447us/step - loss: 0.3577 - accuracy: 0.8465 Epoch 326/500 58/58 [==============================] - 0s 390us/step - loss: 0.3579 - accuracy: 0.8465 Epoch 327/500 58/58 [==============================] - 0s 464us/step - loss: 0.3586 - accuracy: 0.8410 Epoch 328/500 58/58 [==============================] - 0s 371us/step - loss: 0.3579 - accuracy: 0.8438 Epoch 329/500 58/58 [==============================] - 0s 360us/step - loss: 0.3573 - accuracy: 0.8451 Epoch 330/500 58/58 [==============================] - 0s 365us/step - loss: 0.3567 - accuracy: 0.8493 Epoch 331/500 58/58 [==============================] - 0s 416us/step - loss: 0.3584 - accuracy: 0.8444 Epoch 332/500 58/58 [==============================] - 0s 366us/step - loss: 0.3576 - accuracy: 0.8444 Epoch 333/500 58/58 [==============================] - 0s 373us/step - loss: 0.3607 - accuracy: 0.8354 Epoch 334/500 58/58 [==============================] - 0s 391us/step - loss: 0.3569 - accuracy: 0.8465 Epoch 335/500 58/58 [==============================] - 0s 357us/step - loss: 0.3570 - accuracy: 0.8486 Epoch 336/500 58/58 [==============================] - 0s 379us/step - loss: 0.3567 - accuracy: 0.8424 Epoch 337/500 58/58 [==============================] - 0s 375us/step - loss: 0.3566 - accuracy: 0.8458 Epoch 338/500 58/58 [==============================] - 0s 368us/step - loss: 0.3576 - accuracy: 0.8410 Epoch 339/500 58/58 [==============================] - 0s 372us/step - loss: 0.3575 - accuracy: 0.8486 Epoch 340/500 58/58 [==============================] - 0s 361us/step - loss: 0.3566 - accuracy: 0.8438 Epoch 341/500 58/58 [==============================] - 0s 373us/step - loss: 0.3575 - accuracy: 0.8438 Epoch 342/500 58/58 [==============================] - 0s 385us/step - loss: 0.3569 - accuracy: 0.8465 Epoch 343/500 58/58 [==============================] - 0s 374us/step - loss: 0.3565 - accuracy: 0.8465 Epoch 344/500 58/58 [==============================] - 0s 370us/step - loss: 0.3558 - accuracy: 0.8479 Epoch 345/500 58/58 [==============================] - 0s 371us/step - loss: 0.3571 - accuracy: 0.8479 Epoch 346/500 58/58 [==============================] - 0s 397us/step - loss: 0.3560 - accuracy: 0.8486 Epoch 347/500 58/58 [==============================] - 0s 370us/step - loss: 0.3558 - accuracy: 0.8493 Epoch 348/500 58/58 [==============================] - 0s 377us/step - loss: 0.3567 - accuracy: 0.8451 Epoch 349/500 58/58 [==============================] - 0s 378us/step - loss: 0.3567 - accuracy: 0.8410 Epoch 350/500 58/58 [==============================] - 0s 371us/step - loss: 0.3574 - accuracy: 0.8451 Epoch 351/500 58/58 [==============================] - 0s 387us/step - loss: 0.3577 - accuracy: 0.8431 Epoch 352/500 58/58 [==============================] - 0s 382us/step - loss: 0.3563 - accuracy: 0.8403 Epoch 353/500 58/58 [==============================] - 0s 362us/step - loss: 0.3560 - accuracy: 0.8486 Epoch 354/500 58/58 [==============================] - 0s 359us/step - loss: 0.3579 - accuracy: 0.8403 Epoch 355/500 58/58 [==============================] - 0s 359us/step - loss: 0.3578 - accuracy: 0.8417 Epoch 356/500 58/58 [==============================] - 0s 364us/step - loss: 0.3568 - accuracy: 0.8424 Epoch 357/500 58/58 [==============================] - 0s 373us/step - loss: 0.3581 - accuracy: 0.8417 Epoch 358/500 58/58 [==============================] - 0s 366us/step - loss: 0.3570 - accuracy: 0.8438 Epoch 359/500 58/58 [==============================] - 0s 367us/step - loss: 0.3550 - accuracy: 0.8438 Epoch 360/500 58/58 [==============================] - 0s 365us/step - loss: 0.3572 - accuracy: 0.8431 Epoch 361/500 58/58 [==============================] - 0s 372us/step - loss: 0.3542 - accuracy: 0.8458 Epoch 362/500 58/58 [==============================] - 0s 361us/step - loss: 0.3558 - accuracy: 0.8424 Epoch 363/500 58/58 [==============================] - 0s 373us/step - loss: 0.3551 - accuracy: 0.8451 Epoch 364/500 58/58 [==============================] - 0s 362us/step - loss: 0.3556 - accuracy: 0.8458 Epoch 365/500 58/58 [==============================] - 0s 374us/step - loss: 0.3555 - accuracy: 0.8479 Epoch 366/500 58/58 [==============================] - 0s 375us/step - loss: 0.3555 - accuracy: 0.8479 Epoch 367/500 58/58 [==============================] - 0s 353us/step - loss: 0.3547 - accuracy: 0.8458 Epoch 368/500 58/58 [==============================] - 0s 367us/step - loss: 0.3559 - accuracy: 0.8458 Epoch 369/500 58/58 [==============================] - 0s 351us/step - loss: 0.3539 - accuracy: 0.8444 Epoch 370/500 58/58 [==============================] - 0s 386us/step - loss: 0.3539 - accuracy: 0.8424 Epoch 371/500 58/58 [==============================] - 0s 361us/step - loss: 0.3548 - accuracy: 0.8451 Epoch 372/500 58/58 [==============================] - 0s 353us/step - loss: 0.3541 - accuracy: 0.8465 Epoch 373/500 58/58 [==============================] - 0s 364us/step - loss: 0.3558 - accuracy: 0.8431 Epoch 374/500 58/58 [==============================] - 0s 365us/step - loss: 0.3565 - accuracy: 0.8417 Epoch 375/500 58/58 [==============================] - 0s 363us/step - loss: 0.3546 - accuracy: 0.8431 Epoch 376/500 58/58 [==============================] - 0s 363us/step - loss: 0.3553 - accuracy: 0.8410 Epoch 377/500 58/58 [==============================] - 0s 372us/step - loss: 0.3539 - accuracy: 0.8410 Epoch 378/500 58/58 [==============================] - 0s 355us/step - loss: 0.3553 - accuracy: 0.8403 Epoch 379/500 58/58 [==============================] - 0s 362us/step - loss: 0.3555 - accuracy: 0.8458 Epoch 380/500 58/58 [==============================] - 0s 376us/step - loss: 0.3551 - accuracy: 0.8472 Epoch 381/500 58/58 [==============================] - 0s 362us/step - loss: 0.3548 - accuracy: 0.8410 Epoch 382/500 58/58 [==============================] - 0s 363us/step - loss: 0.3548 - accuracy: 0.8424 Epoch 383/500 58/58 [==============================] - 0s 378us/step - loss: 0.3540 - accuracy: 0.8458 Epoch 384/500 58/58 [==============================] - 0s 368us/step - loss: 0.3539 - accuracy: 0.8438 Epoch 385/500 58/58 [==============================] - 0s 369us/step - loss: 0.3556 - accuracy: 0.8410 Epoch 386/500 58/58 [==============================] - 0s 377us/step - loss: 0.3548 - accuracy: 0.8410 Epoch 387/500 58/58 [==============================] - 0s 369us/step - loss: 0.3537 - accuracy: 0.8458 Epoch 388/500 58/58 [==============================] - 0s 379us/step - loss: 0.3557 - accuracy: 0.8424 Epoch 389/500 58/58 [==============================] - 0s 511us/step - loss: 0.3546 - accuracy: 0.8431 Epoch 390/500 58/58 [==============================] - 0s 359us/step - loss: 0.3543 - accuracy: 0.8396 Epoch 391/500 58/58 [==============================] - 0s 390us/step - loss: 0.3547 - accuracy: 0.8431 Epoch 392/500 58/58 [==============================] - 0s 355us/step - loss: 0.3549 - accuracy: 0.8465 Epoch 393/500 58/58 [==============================] - 0s 380us/step - loss: 0.3556 - accuracy: 0.8368 Epoch 394/500 58/58 [==============================] - 0s 361us/step - loss: 0.3537 - accuracy: 0.8410 Epoch 395/500 58/58 [==============================] - 0s 373us/step - loss: 0.3545 - accuracy: 0.8444 Epoch 396/500 58/58 [==============================] - 0s 361us/step - loss: 0.3536 - accuracy: 0.8431 Epoch 397/500 58/58 [==============================] - 0s 372us/step - loss: 0.3542 - accuracy: 0.8431 Epoch 398/500 58/58 [==============================] - 0s 363us/step - loss: 0.3542 - accuracy: 0.8451 Epoch 399/500 58/58 [==============================] - 0s 357us/step - loss: 0.3536 - accuracy: 0.8431 Epoch 400/500 58/58 [==============================] - 0s 351us/step - loss: 0.3554 - accuracy: 0.8424 Epoch 401/500 58/58 [==============================] - 0s 360us/step - loss: 0.3564 - accuracy: 0.8410 Epoch 402/500 58/58 [==============================] - 0s 362us/step - loss: 0.3550 - accuracy: 0.8431 Epoch 403/500 58/58 [==============================] - 0s 369us/step - loss: 0.3533 - accuracy: 0.8431 Epoch 404/500 58/58 [==============================] - 0s 362us/step - loss: 0.3542 - accuracy: 0.8403 Epoch 405/500 58/58 [==============================] - 0s 372us/step - loss: 0.3569 - accuracy: 0.8410 Epoch 406/500 58/58 [==============================] - 0s 364us/step - loss: 0.3540 - accuracy: 0.8444 Epoch 407/500 58/58 [==============================] - 0s 367us/step - loss: 0.3543 - accuracy: 0.8465 Epoch 408/500 58/58 [==============================] - 0s 358us/step - loss: 0.3539 - accuracy: 0.8424 Epoch 409/500 58/58 [==============================] - 0s 376us/step - loss: 0.3538 - accuracy: 0.8417 Epoch 410/500 58/58 [==============================] - 0s 385us/step - loss: 0.3546 - accuracy: 0.8382 Epoch 411/500 58/58 [==============================] - 0s 365us/step - loss: 0.3562 - accuracy: 0.8375 Epoch 412/500 58/58 [==============================] - 0s 349us/step - loss: 0.3549 - accuracy: 0.8403 Epoch 413/500 58/58 [==============================] - 0s 373us/step - loss: 0.3536 - accuracy: 0.8451 Epoch 414/500 58/58 [==============================] - 0s 374us/step - loss: 0.3531 - accuracy: 0.8451 Epoch 415/500 58/58 [==============================] - 0s 383us/step - loss: 0.3530 - accuracy: 0.8458 Epoch 416/500 58/58 [==============================] - 0s 375us/step - loss: 0.3533 - accuracy: 0.8424 Epoch 417/500 58/58 [==============================] - 0s 360us/step - loss: 0.3525 - accuracy: 0.8486 Epoch 418/500 58/58 [==============================] - 0s 369us/step - loss: 0.3542 - accuracy: 0.8410 Epoch 419/500 58/58 [==============================] - 0s 366us/step - loss: 0.3544 - accuracy: 0.8451 Epoch 420/500 58/58 [==============================] - 0s 362us/step - loss: 0.3541 - accuracy: 0.8431 Epoch 421/500 58/58 [==============================] - 0s 370us/step - loss: 0.3529 - accuracy: 0.8424 Epoch 422/500 58/58 [==============================] - 0s 345us/step - loss: 0.3570 - accuracy: 0.8431 Epoch 423/500 58/58 [==============================] - 0s 374us/step - loss: 0.3544 - accuracy: 0.8403 Epoch 424/500 58/58 [==============================] - 0s 363us/step - loss: 0.3536 - accuracy: 0.8431 Epoch 425/500 58/58 [==============================] - 0s 362us/step - loss: 0.3551 - accuracy: 0.8375 Epoch 426/500 58/58 [==============================] - 0s 367us/step - loss: 0.3531 - accuracy: 0.8458 Epoch 427/500 58/58 [==============================] - 0s 370us/step - loss: 0.3520 - accuracy: 0.8438 Epoch 428/500 58/58 [==============================] - 0s 354us/step - loss: 0.3531 - accuracy: 0.8417 Epoch 429/500 58/58 [==============================] - 0s 362us/step - loss: 0.3532 - accuracy: 0.8417 Epoch 430/500 58/58 [==============================] - 0s 370us/step - loss: 0.3555 - accuracy: 0.8424 Epoch 431/500 58/58 [==============================] - 0s 365us/step - loss: 0.3535 - accuracy: 0.8424 Epoch 432/500 58/58 [==============================] - 0s 360us/step - loss: 0.3547 - accuracy: 0.8431 Epoch 433/500 58/58 [==============================] - 0s 364us/step - loss: 0.3535 - accuracy: 0.8472 Epoch 434/500 58/58 [==============================] - 0s 384us/step - loss: 0.3539 - accuracy: 0.8396 Epoch 435/500 58/58 [==============================] - 0s 361us/step - loss: 0.3523 - accuracy: 0.8451 Epoch 436/500 58/58 [==============================] - 0s 366us/step - loss: 0.3533 - accuracy: 0.8410 Epoch 437/500 58/58 [==============================] - 0s 374us/step - loss: 0.3542 - accuracy: 0.8368 Epoch 438/500 58/58 [==============================] - 0s 370us/step - loss: 0.3535 - accuracy: 0.8465 Epoch 439/500 58/58 [==============================] - 0s 362us/step - loss: 0.3525 - accuracy: 0.8500 Epoch 440/500 58/58 [==============================] - 0s 359us/step - loss: 0.3549 - accuracy: 0.8389 Epoch 441/500 58/58 [==============================] - 0s 369us/step - loss: 0.3541 - accuracy: 0.8403 Epoch 442/500 58/58 [==============================] - 0s 374us/step - loss: 0.3542 - accuracy: 0.8438 Epoch 443/500 58/58 [==============================] - 0s 356us/step - loss: 0.3545 - accuracy: 0.8451 Epoch 444/500 58/58 [==============================] - 0s 369us/step - loss: 0.3545 - accuracy: 0.8472 Epoch 445/500 58/58 [==============================] - 0s 377us/step - loss: 0.3529 - accuracy: 0.8417 Epoch 446/500 58/58 [==============================] - 0s 351us/step - loss: 0.3526 - accuracy: 0.8458 Epoch 447/500 58/58 [==============================] - 0s 369us/step - loss: 0.3551 - accuracy: 0.8458 Epoch 448/500 58/58 [==============================] - 0s 358us/step - loss: 0.3534 - accuracy: 0.8396 Epoch 449/500 58/58 [==============================] - 0s 363us/step - loss: 0.3541 - accuracy: 0.8431 Epoch 450/500 58/58 [==============================] - 0s 371us/step - loss: 0.3530 - accuracy: 0.8458 Epoch 451/500 58/58 [==============================] - 0s 377us/step - loss: 0.3527 - accuracy: 0.8403 Epoch 452/500 58/58 [==============================] - 0s 359us/step - loss: 0.3525 - accuracy: 0.8472 Epoch 453/500 58/58 [==============================] - 0s 374us/step - loss: 0.3525 - accuracy: 0.8438 Epoch 454/500 58/58 [==============================] - 0s 370us/step - loss: 0.3532 - accuracy: 0.8375 Epoch 455/500 58/58 [==============================] - 0s 357us/step - loss: 0.3534 - accuracy: 0.8444 Epoch 456/500 58/58 [==============================] - 0s 368us/step - loss: 0.3532 - accuracy: 0.8396 Epoch 457/500 58/58 [==============================] - 0s 362us/step - loss: 0.3540 - accuracy: 0.8403 Epoch 458/500 58/58 [==============================] - 0s 371us/step - loss: 0.3526 - accuracy: 0.8444 Epoch 459/500 58/58 [==============================] - 0s 368us/step - loss: 0.3523 - accuracy: 0.8403 Epoch 460/500 58/58 [==============================] - 0s 366us/step - loss: 0.3543 - accuracy: 0.8424 Epoch 461/500 58/58 [==============================] - 0s 372us/step - loss: 0.3537 - accuracy: 0.8382 Epoch 462/500 58/58 [==============================] - 0s 357us/step - loss: 0.3519 - accuracy: 0.8438 Epoch 463/500 58/58 [==============================] - 0s 362us/step - loss: 0.3527 - accuracy: 0.8458 Epoch 464/500 58/58 [==============================] - 0s 364us/step - loss: 0.3521 - accuracy: 0.8417 Epoch 465/500 58/58 [==============================] - 0s 375us/step - loss: 0.3519 - accuracy: 0.8410 Epoch 466/500 58/58 [==============================] - 0s 363us/step - loss: 0.3514 - accuracy: 0.8451 Epoch 467/500 58/58 [==============================] - 0s 363us/step - loss: 0.3548 - accuracy: 0.8417 Epoch 468/500 58/58 [==============================] - 0s 526us/step - loss: 0.3539 - accuracy: 0.8486 Epoch 469/500 58/58 [==============================] - 0s 361us/step - loss: 0.3535 - accuracy: 0.8410 Epoch 470/500 58/58 [==============================] - 0s 377us/step - loss: 0.3522 - accuracy: 0.8451 Epoch 471/500 58/58 [==============================] - 0s 357us/step - loss: 0.3525 - accuracy: 0.8424 Epoch 472/500 58/58 [==============================] - 0s 352us/step - loss: 0.3516 - accuracy: 0.8438 Epoch 473/500 58/58 [==============================] - 0s 359us/step - loss: 0.3524 - accuracy: 0.8417 Epoch 474/500 58/58 [==============================] - 0s 347us/step - loss: 0.3522 - accuracy: 0.8438 Epoch 475/500 58/58 [==============================] - 0s 375us/step - loss: 0.3534 - accuracy: 0.8438 Epoch 476/500 58/58 [==============================] - 0s 350us/step - loss: 0.3522 - accuracy: 0.8431 Epoch 477/500 58/58 [==============================] - 0s 379us/step - loss: 0.3536 - accuracy: 0.8458 Epoch 478/500 58/58 [==============================] - 0s 352us/step - loss: 0.3515 - accuracy: 0.8431 Epoch 479/500 58/58 [==============================] - 0s 353us/step - loss: 0.3521 - accuracy: 0.8396 Epoch 480/500 58/58 [==============================] - 0s 365us/step - loss: 0.3513 - accuracy: 0.8451 Epoch 481/500 58/58 [==============================] - 0s 354us/step - loss: 0.3530 - accuracy: 0.8424 Epoch 482/500 58/58 [==============================] - 0s 364us/step - loss: 0.3519 - accuracy: 0.8417 Epoch 483/500 58/58 [==============================] - 0s 372us/step - loss: 0.3523 - accuracy: 0.8424 Epoch 484/500 58/58 [==============================] - 0s 363us/step - loss: 0.3524 - accuracy: 0.8431 Epoch 485/500 58/58 [==============================] - 0s 358us/step - loss: 0.3538 - accuracy: 0.8403 Epoch 486/500 58/58 [==============================] - 0s 363us/step - loss: 0.3520 - accuracy: 0.8444 Epoch 487/500 58/58 [==============================] - 0s 374us/step - loss: 0.3524 - accuracy: 0.8424 Epoch 488/500 58/58 [==============================] - 0s 366us/step - loss: 0.3530 - accuracy: 0.8444 Epoch 489/500 58/58 [==============================] - 0s 380us/step - loss: 0.3522 - accuracy: 0.8431 Epoch 490/500 58/58 [==============================] - 0s 350us/step - loss: 0.3526 - accuracy: 0.8410 Epoch 491/500 58/58 [==============================] - 0s 368us/step - loss: 0.3516 - accuracy: 0.8465 Epoch 492/500 58/58 [==============================] - 0s 383us/step - loss: 0.3516 - accuracy: 0.8438 Epoch 493/500 58/58 [==============================] - 0s 358us/step - loss: 0.3528 - accuracy: 0.8417 Epoch 494/500 58/58 [==============================] - 0s 377us/step - loss: 0.3527 - accuracy: 0.8417 Epoch 495/500 58/58 [==============================] - 0s 378us/step - loss: 0.3512 - accuracy: 0.8451 Epoch 496/500 58/58 [==============================] - 0s 368us/step - loss: 0.3519 - accuracy: 0.8438 Epoch 497/500 58/58 [==============================] - 0s 382us/step - loss: 0.3514 - accuracy: 0.8472 Epoch 498/500 58/58 [==============================] - 0s 376us/step - loss: 0.3507 - accuracy: 0.8424 Epoch 499/500 58/58 [==============================] - 0s 381us/step - loss: 0.3520 - accuracy: 0.8451 Epoch 500/500 58/58 [==============================] - 0s 360us/step - loss: 0.3514 - accuracy: 0.8458 5/5 [==============================] - 0s 484us/step Epoch 1/500 58/58 [==============================] - 0s 466us/step - loss: 0.6888 - accuracy: 0.6493 Epoch 2/500 58/58 [==============================] - 0s 405us/step - loss: 0.6678 - accuracy: 0.6528 Epoch 3/500 58/58 [==============================] - 0s 371us/step - loss: 0.6053 - accuracy: 0.7271 Epoch 4/500 58/58 [==============================] - 0s 364us/step - loss: 0.5286 - accuracy: 0.7618 Epoch 5/500 58/58 [==============================] - 0s 369us/step - loss: 0.4913 - accuracy: 0.7618 Epoch 6/500 58/58 [==============================] - 0s 395us/step - loss: 0.4772 - accuracy: 0.7667 Epoch 7/500 58/58 [==============================] - 0s 388us/step - loss: 0.4727 - accuracy: 0.7660 Epoch 8/500 58/58 [==============================] - 0s 384us/step - loss: 0.4700 - accuracy: 0.7597 Epoch 9/500 58/58 [==============================] - 0s 359us/step - loss: 0.4676 - accuracy: 0.7611 Epoch 10/500 58/58 [==============================] - 0s 368us/step - loss: 0.4660 - accuracy: 0.7681 Epoch 11/500 58/58 [==============================] - 0s 378us/step - loss: 0.4646 - accuracy: 0.7681 Epoch 12/500 58/58 [==============================] - 0s 406us/step - loss: 0.4637 - accuracy: 0.7764 Epoch 13/500 58/58 [==============================] - 0s 367us/step - loss: 0.4627 - accuracy: 0.7722 Epoch 14/500 58/58 [==============================] - 0s 376us/step - loss: 0.4618 - accuracy: 0.7764 Epoch 15/500 58/58 [==============================] - 0s 416us/step - loss: 0.4614 - accuracy: 0.7736 Epoch 16/500 58/58 [==============================] - 0s 410us/step - loss: 0.4605 - accuracy: 0.7757 Epoch 17/500 58/58 [==============================] - 0s 437us/step - loss: 0.4599 - accuracy: 0.7722 Epoch 18/500 58/58 [==============================] - 0s 415us/step - loss: 0.4594 - accuracy: 0.7722 Epoch 19/500 58/58 [==============================] - 0s 388us/step - loss: 0.4588 - accuracy: 0.7771 Epoch 20/500 58/58 [==============================] - 0s 398us/step - loss: 0.4581 - accuracy: 0.7750 Epoch 21/500 58/58 [==============================] - 0s 389us/step - loss: 0.4576 - accuracy: 0.7785 Epoch 22/500 58/58 [==============================] - 0s 428us/step - loss: 0.4569 - accuracy: 0.7771 Epoch 23/500 58/58 [==============================] - 0s 427us/step - loss: 0.4561 - accuracy: 0.7743 Epoch 24/500 58/58 [==============================] - 0s 409us/step - loss: 0.4552 - accuracy: 0.7778 Epoch 25/500 58/58 [==============================] - 0s 414us/step - loss: 0.4549 - accuracy: 0.7778 Epoch 26/500 58/58 [==============================] - 0s 399us/step - loss: 0.4541 - accuracy: 0.7750 Epoch 27/500 58/58 [==============================] - 0s 363us/step - loss: 0.4536 - accuracy: 0.7785 Epoch 28/500 58/58 [==============================] - 0s 400us/step - loss: 0.4531 - accuracy: 0.7792 Epoch 29/500 58/58 [==============================] - 0s 399us/step - loss: 0.4526 - accuracy: 0.7819 Epoch 30/500 58/58 [==============================] - 0s 443us/step - loss: 0.4514 - accuracy: 0.7806 Epoch 31/500 58/58 [==============================] - 0s 371us/step - loss: 0.4511 - accuracy: 0.7812 Epoch 32/500 58/58 [==============================] - 0s 398us/step - loss: 0.4502 - accuracy: 0.7854 Epoch 33/500 58/58 [==============================] - 0s 370us/step - loss: 0.4494 - accuracy: 0.7812 Epoch 34/500 58/58 [==============================] - 0s 362us/step - loss: 0.4486 - accuracy: 0.7854 Epoch 35/500 58/58 [==============================] - 0s 361us/step - loss: 0.4482 - accuracy: 0.7854 Epoch 36/500 58/58 [==============================] - 0s 371us/step - loss: 0.4475 - accuracy: 0.7882 Epoch 37/500 58/58 [==============================] - 0s 377us/step - loss: 0.4471 - accuracy: 0.7875 Epoch 38/500 58/58 [==============================] - 0s 376us/step - loss: 0.4463 - accuracy: 0.7868 Epoch 39/500 58/58 [==============================] - 0s 359us/step - loss: 0.4460 - accuracy: 0.7875 Epoch 40/500 58/58 [==============================] - 0s 375us/step - loss: 0.4446 - accuracy: 0.7882 Epoch 41/500 58/58 [==============================] - 0s 358us/step - loss: 0.4433 - accuracy: 0.7861 Epoch 42/500 58/58 [==============================] - 0s 382us/step - loss: 0.4430 - accuracy: 0.7882 Epoch 43/500 58/58 [==============================] - 0s 384us/step - loss: 0.4425 - accuracy: 0.7875 Epoch 44/500 58/58 [==============================] - 0s 362us/step - loss: 0.4416 - accuracy: 0.7910 Epoch 45/500 58/58 [==============================] - 0s 345us/step - loss: 0.4411 - accuracy: 0.7903 Epoch 46/500 58/58 [==============================] - 0s 367us/step - loss: 0.4407 - accuracy: 0.7889 Epoch 47/500 58/58 [==============================] - 0s 368us/step - loss: 0.4405 - accuracy: 0.7896 Epoch 48/500 58/58 [==============================] - 0s 351us/step - loss: 0.4390 - accuracy: 0.7861 Epoch 49/500 58/58 [==============================] - 0s 373us/step - loss: 0.4388 - accuracy: 0.7875 Epoch 50/500 58/58 [==============================] - 0s 367us/step - loss: 0.4382 - accuracy: 0.7903 Epoch 51/500 58/58 [==============================] - 0s 526us/step - loss: 0.4375 - accuracy: 0.7889 Epoch 52/500 58/58 [==============================] - 0s 367us/step - loss: 0.4375 - accuracy: 0.7882 Epoch 53/500 58/58 [==============================] - 0s 359us/step - loss: 0.4361 - accuracy: 0.7896 Epoch 54/500 58/58 [==============================] - 0s 370us/step - loss: 0.4357 - accuracy: 0.7910 Epoch 55/500 58/58 [==============================] - 0s 382us/step - loss: 0.4358 - accuracy: 0.7910 Epoch 56/500 58/58 [==============================] - 0s 355us/step - loss: 0.4347 - accuracy: 0.7910 Epoch 57/500 58/58 [==============================] - 0s 381us/step - loss: 0.4341 - accuracy: 0.7889 Epoch 58/500 58/58 [==============================] - 0s 380us/step - loss: 0.4340 - accuracy: 0.7903 Epoch 59/500 58/58 [==============================] - 0s 360us/step - loss: 0.4336 - accuracy: 0.7868 Epoch 60/500 58/58 [==============================] - 0s 387us/step - loss: 0.4339 - accuracy: 0.7937 Epoch 61/500 58/58 [==============================] - 0s 360us/step - loss: 0.4328 - accuracy: 0.7903 Epoch 62/500 58/58 [==============================] - 0s 365us/step - loss: 0.4325 - accuracy: 0.7937 Epoch 63/500 58/58 [==============================] - 0s 352us/step - loss: 0.4318 - accuracy: 0.7951 Epoch 64/500 58/58 [==============================] - 0s 368us/step - loss: 0.4318 - accuracy: 0.7924 Epoch 65/500 58/58 [==============================] - 0s 365us/step - loss: 0.4312 - accuracy: 0.7917 Epoch 66/500 58/58 [==============================] - 0s 371us/step - loss: 0.4311 - accuracy: 0.7924 Epoch 67/500 58/58 [==============================] - 0s 357us/step - loss: 0.4300 - accuracy: 0.7931 Epoch 68/500 58/58 [==============================] - 0s 364us/step - loss: 0.4300 - accuracy: 0.7924 Epoch 69/500 58/58 [==============================] - 0s 376us/step - loss: 0.4290 - accuracy: 0.7951 Epoch 70/500 58/58 [==============================] - 0s 368us/step - loss: 0.4291 - accuracy: 0.7931 Epoch 71/500 58/58 [==============================] - 0s 359us/step - loss: 0.4285 - accuracy: 0.8000 Epoch 72/500 58/58 [==============================] - 0s 368us/step - loss: 0.4281 - accuracy: 0.7979 Epoch 73/500 58/58 [==============================] - 0s 359us/step - loss: 0.4270 - accuracy: 0.8000 Epoch 74/500 58/58 [==============================] - 0s 374us/step - loss: 0.4267 - accuracy: 0.7965 Epoch 75/500 58/58 [==============================] - 0s 387us/step - loss: 0.4262 - accuracy: 0.8007 Epoch 76/500 58/58 [==============================] - 0s 358us/step - loss: 0.4257 - accuracy: 0.8035 Epoch 77/500 58/58 [==============================] - 0s 375us/step - loss: 0.4250 - accuracy: 0.8028 Epoch 78/500 58/58 [==============================] - 0s 366us/step - loss: 0.4249 - accuracy: 0.8007 Epoch 79/500 58/58 [==============================] - 0s 378us/step - loss: 0.4242 - accuracy: 0.8021 Epoch 80/500 58/58 [==============================] - 0s 358us/step - loss: 0.4247 - accuracy: 0.8014 Epoch 81/500 58/58 [==============================] - 0s 373us/step - loss: 0.4231 - accuracy: 0.8056 Epoch 82/500 58/58 [==============================] - 0s 356us/step - loss: 0.4222 - accuracy: 0.8000 Epoch 83/500 58/58 [==============================] - 0s 375us/step - loss: 0.4222 - accuracy: 0.8062 Epoch 84/500 58/58 [==============================] - 0s 365us/step - loss: 0.4216 - accuracy: 0.8069 Epoch 85/500 58/58 [==============================] - 0s 388us/step - loss: 0.4215 - accuracy: 0.8049 Epoch 86/500 58/58 [==============================] - 0s 364us/step - loss: 0.4207 - accuracy: 0.8062 Epoch 87/500 58/58 [==============================] - 0s 368us/step - loss: 0.4201 - accuracy: 0.8014 Epoch 88/500 58/58 [==============================] - 0s 365us/step - loss: 0.4201 - accuracy: 0.8076 Epoch 89/500 58/58 [==============================] - 0s 362us/step - loss: 0.4202 - accuracy: 0.8062 Epoch 90/500 58/58 [==============================] - 0s 375us/step - loss: 0.4191 - accuracy: 0.8062 Epoch 91/500 58/58 [==============================] - 0s 353us/step - loss: 0.4193 - accuracy: 0.8118 Epoch 92/500 58/58 [==============================] - 0s 374us/step - loss: 0.4172 - accuracy: 0.8111 Epoch 93/500 58/58 [==============================] - 0s 373us/step - loss: 0.4176 - accuracy: 0.8076 Epoch 94/500 58/58 [==============================] - 0s 383us/step - loss: 0.4160 - accuracy: 0.8104 Epoch 95/500 58/58 [==============================] - 0s 362us/step - loss: 0.4156 - accuracy: 0.8125 Epoch 96/500 58/58 [==============================] - 0s 371us/step - loss: 0.4155 - accuracy: 0.8118 Epoch 97/500 58/58 [==============================] - 0s 369us/step - loss: 0.4156 - accuracy: 0.8111 Epoch 98/500 58/58 [==============================] - 0s 374us/step - loss: 0.4141 - accuracy: 0.8083 Epoch 99/500 58/58 [==============================] - 0s 347us/step - loss: 0.4144 - accuracy: 0.8118 Epoch 100/500 58/58 [==============================] - 0s 374us/step - loss: 0.4143 - accuracy: 0.8125 Epoch 101/500 58/58 [==============================] - 0s 379us/step - loss: 0.4128 - accuracy: 0.8118 Epoch 102/500 58/58 [==============================] - 0s 369us/step - loss: 0.4128 - accuracy: 0.8111 Epoch 103/500 58/58 [==============================] - 0s 366us/step - loss: 0.4147 - accuracy: 0.8104 Epoch 104/500 58/58 [==============================] - 0s 387us/step - loss: 0.4116 - accuracy: 0.8160 Epoch 105/500 58/58 [==============================] - 0s 358us/step - loss: 0.4124 - accuracy: 0.8132 Epoch 106/500 58/58 [==============================] - 0s 382us/step - loss: 0.4108 - accuracy: 0.8111 Epoch 107/500 58/58 [==============================] - 0s 359us/step - loss: 0.4109 - accuracy: 0.8132 Epoch 108/500 58/58 [==============================] - 0s 380us/step - loss: 0.4103 - accuracy: 0.8167 Epoch 109/500 58/58 [==============================] - 0s 376us/step - loss: 0.4101 - accuracy: 0.8139 Epoch 110/500 58/58 [==============================] - 0s 376us/step - loss: 0.4091 - accuracy: 0.8104 Epoch 111/500 58/58 [==============================] - 0s 356us/step - loss: 0.4093 - accuracy: 0.8229 Epoch 112/500 58/58 [==============================] - 0s 369us/step - loss: 0.4089 - accuracy: 0.8118 Epoch 113/500 58/58 [==============================] - 0s 362us/step - loss: 0.4086 - accuracy: 0.8188 Epoch 114/500 58/58 [==============================] - 0s 359us/step - loss: 0.4078 - accuracy: 0.8222 Epoch 115/500 58/58 [==============================] - 0s 357us/step - loss: 0.4067 - accuracy: 0.8188 Epoch 116/500 58/58 [==============================] - 0s 369us/step - loss: 0.4066 - accuracy: 0.8174 Epoch 117/500 58/58 [==============================] - 0s 363us/step - loss: 0.4062 - accuracy: 0.8250 Epoch 118/500 58/58 [==============================] - 0s 367us/step - loss: 0.4067 - accuracy: 0.8188 Epoch 119/500 58/58 [==============================] - 0s 362us/step - loss: 0.4057 - accuracy: 0.8222 Epoch 120/500 58/58 [==============================] - 0s 373us/step - loss: 0.4056 - accuracy: 0.8174 Epoch 121/500 58/58 [==============================] - 0s 371us/step - loss: 0.4062 - accuracy: 0.8222 Epoch 122/500 58/58 [==============================] - 0s 368us/step - loss: 0.4054 - accuracy: 0.8208 Epoch 123/500 58/58 [==============================] - 0s 462us/step - loss: 0.4037 - accuracy: 0.8215 Epoch 124/500 58/58 [==============================] - 0s 401us/step - loss: 0.4041 - accuracy: 0.8243 Epoch 125/500 58/58 [==============================] - 0s 373us/step - loss: 0.4037 - accuracy: 0.8215 Epoch 126/500 58/58 [==============================] - 0s 354us/step - loss: 0.4034 - accuracy: 0.8250 Epoch 127/500 58/58 [==============================] - 0s 368us/step - loss: 0.4021 - accuracy: 0.8250 Epoch 128/500 58/58 [==============================] - 0s 357us/step - loss: 0.4061 - accuracy: 0.8208 Epoch 129/500 58/58 [==============================] - 0s 369us/step - loss: 0.4021 - accuracy: 0.8264 Epoch 130/500 58/58 [==============================] - 0s 359us/step - loss: 0.4020 - accuracy: 0.8222 Epoch 131/500 58/58 [==============================] - 0s 361us/step - loss: 0.4024 - accuracy: 0.8229 Epoch 132/500 58/58 [==============================] - 0s 543us/step - loss: 0.4039 - accuracy: 0.8215 Epoch 133/500 58/58 [==============================] - 0s 368us/step - loss: 0.4022 - accuracy: 0.8257 Epoch 134/500 58/58 [==============================] - 0s 378us/step - loss: 0.4009 - accuracy: 0.8285 Epoch 135/500 58/58 [==============================] - 0s 372us/step - loss: 0.4006 - accuracy: 0.8222 Epoch 136/500 58/58 [==============================] - 0s 361us/step - loss: 0.4004 - accuracy: 0.8222 Epoch 137/500 58/58 [==============================] - 0s 368us/step - loss: 0.4008 - accuracy: 0.8222 Epoch 138/500 58/58 [==============================] - 0s 364us/step - loss: 0.3995 - accuracy: 0.8222 Epoch 139/500 58/58 [==============================] - 0s 365us/step - loss: 0.3986 - accuracy: 0.8278 Epoch 140/500 58/58 [==============================] - 0s 374us/step - loss: 0.4003 - accuracy: 0.8278 Epoch 141/500 58/58 [==============================] - 0s 365us/step - loss: 0.3989 - accuracy: 0.8271 Epoch 142/500 58/58 [==============================] - 0s 370us/step - loss: 0.3985 - accuracy: 0.8243 Epoch 143/500 58/58 [==============================] - 0s 370us/step - loss: 0.3983 - accuracy: 0.8292 Epoch 144/500 58/58 [==============================] - 0s 368us/step - loss: 0.3993 - accuracy: 0.8236 Epoch 145/500 58/58 [==============================] - 0s 962us/step - loss: 0.3965 - accuracy: 0.8306 Epoch 146/500 58/58 [==============================] - 0s 365us/step - loss: 0.3973 - accuracy: 0.8347 Epoch 147/500 58/58 [==============================] - 0s 378us/step - loss: 0.3979 - accuracy: 0.8313 Epoch 148/500 58/58 [==============================] - 0s 369us/step - loss: 0.3970 - accuracy: 0.8285 Epoch 149/500 58/58 [==============================] - 0s 356us/step - loss: 0.3968 - accuracy: 0.8299 Epoch 150/500 58/58 [==============================] - 0s 381us/step - loss: 0.3960 - accuracy: 0.8271 Epoch 151/500 58/58 [==============================] - 0s 373us/step - loss: 0.3965 - accuracy: 0.8313 Epoch 152/500 58/58 [==============================] - 0s 390us/step - loss: 0.3943 - accuracy: 0.8326 Epoch 153/500 58/58 [==============================] - 0s 391us/step - loss: 0.3959 - accuracy: 0.8299 Epoch 154/500 58/58 [==============================] - 0s 368us/step - loss: 0.3958 - accuracy: 0.8285 Epoch 155/500 58/58 [==============================] - 0s 376us/step - loss: 0.3943 - accuracy: 0.8306 Epoch 156/500 58/58 [==============================] - 0s 375us/step - loss: 0.3946 - accuracy: 0.8340 Epoch 157/500 58/58 [==============================] - 0s 368us/step - loss: 0.3944 - accuracy: 0.8299 Epoch 158/500 58/58 [==============================] - 0s 386us/step - loss: 0.3949 - accuracy: 0.8299 Epoch 159/500 58/58 [==============================] - 0s 383us/step - loss: 0.3925 - accuracy: 0.8319 Epoch 160/500 58/58 [==============================] - 0s 352us/step - loss: 0.3924 - accuracy: 0.8326 Epoch 161/500 58/58 [==============================] - 0s 366us/step - loss: 0.3947 - accuracy: 0.8313 Epoch 162/500 58/58 [==============================] - 0s 379us/step - loss: 0.3941 - accuracy: 0.8326 Epoch 163/500 58/58 [==============================] - 0s 367us/step - loss: 0.3924 - accuracy: 0.8292 Epoch 164/500 58/58 [==============================] - 0s 368us/step - loss: 0.3926 - accuracy: 0.8361 Epoch 165/500 58/58 [==============================] - 0s 371us/step - loss: 0.3918 - accuracy: 0.8340 Epoch 166/500 58/58 [==============================] - 0s 370us/step - loss: 0.3923 - accuracy: 0.8313 Epoch 167/500 58/58 [==============================] - 0s 368us/step - loss: 0.3906 - accuracy: 0.8299 Epoch 168/500 58/58 [==============================] - 0s 357us/step - loss: 0.3913 - accuracy: 0.8285 Epoch 169/500 58/58 [==============================] - 0s 378us/step - loss: 0.3908 - accuracy: 0.8299 Epoch 170/500 58/58 [==============================] - 0s 388us/step - loss: 0.3897 - accuracy: 0.8319 Epoch 171/500 58/58 [==============================] - 0s 381us/step - loss: 0.3898 - accuracy: 0.8340 Epoch 172/500 58/58 [==============================] - 0s 368us/step - loss: 0.3902 - accuracy: 0.8285 Epoch 173/500 58/58 [==============================] - 0s 356us/step - loss: 0.3895 - accuracy: 0.8285 Epoch 174/500 58/58 [==============================] - 0s 374us/step - loss: 0.3893 - accuracy: 0.8326 Epoch 175/500 58/58 [==============================] - 0s 377us/step - loss: 0.3884 - accuracy: 0.8285 Epoch 176/500 58/58 [==============================] - 0s 366us/step - loss: 0.3880 - accuracy: 0.8319 Epoch 177/500 58/58 [==============================] - 0s 379us/step - loss: 0.3881 - accuracy: 0.8306 Epoch 178/500 58/58 [==============================] - 0s 376us/step - loss: 0.3895 - accuracy: 0.8347 Epoch 179/500 58/58 [==============================] - 0s 363us/step - loss: 0.3883 - accuracy: 0.8354 Epoch 180/500 58/58 [==============================] - 0s 374us/step - loss: 0.3880 - accuracy: 0.8333 Epoch 181/500 58/58 [==============================] - 0s 367us/step - loss: 0.3876 - accuracy: 0.8313 Epoch 182/500 58/58 [==============================] - 0s 359us/step - loss: 0.3880 - accuracy: 0.8333 Epoch 183/500 58/58 [==============================] - 0s 370us/step - loss: 0.3863 - accuracy: 0.8333 Epoch 184/500 58/58 [==============================] - 0s 374us/step - loss: 0.3859 - accuracy: 0.8319 Epoch 185/500 58/58 [==============================] - 0s 366us/step - loss: 0.3861 - accuracy: 0.8236 Epoch 186/500 58/58 [==============================] - 0s 366us/step - loss: 0.3864 - accuracy: 0.8319 Epoch 187/500 58/58 [==============================] - 0s 365us/step - loss: 0.3846 - accuracy: 0.8326 Epoch 188/500 58/58 [==============================] - 0s 380us/step - loss: 0.3851 - accuracy: 0.8326 Epoch 189/500 58/58 [==============================] - 0s 383us/step - loss: 0.3836 - accuracy: 0.8292 Epoch 190/500 58/58 [==============================] - 0s 380us/step - loss: 0.3830 - accuracy: 0.8292 Epoch 191/500 58/58 [==============================] - 0s 360us/step - loss: 0.3838 - accuracy: 0.8375 Epoch 192/500 58/58 [==============================] - 0s 372us/step - loss: 0.3831 - accuracy: 0.8368 Epoch 193/500 58/58 [==============================] - 0s 372us/step - loss: 0.3829 - accuracy: 0.8292 Epoch 194/500 58/58 [==============================] - 0s 358us/step - loss: 0.3846 - accuracy: 0.8313 Epoch 195/500 58/58 [==============================] - 0s 373us/step - loss: 0.3814 - accuracy: 0.8340 Epoch 196/500 58/58 [==============================] - 0s 373us/step - loss: 0.3813 - accuracy: 0.8306 Epoch 197/500 58/58 [==============================] - 0s 365us/step - loss: 0.3807 - accuracy: 0.8417 Epoch 198/500 58/58 [==============================] - 0s 363us/step - loss: 0.3824 - accuracy: 0.8354 Epoch 199/500 58/58 [==============================] - 0s 367us/step - loss: 0.3812 - accuracy: 0.8340 Epoch 200/500 58/58 [==============================] - 0s 357us/step - loss: 0.3815 - accuracy: 0.8313 Epoch 201/500 58/58 [==============================] - 0s 369us/step - loss: 0.3800 - accuracy: 0.8403 Epoch 202/500 58/58 [==============================] - 0s 373us/step - loss: 0.3805 - accuracy: 0.8333 Epoch 203/500 58/58 [==============================] - 0s 355us/step - loss: 0.3797 - accuracy: 0.8347 Epoch 204/500 58/58 [==============================] - 0s 370us/step - loss: 0.3809 - accuracy: 0.8396 Epoch 205/500 58/58 [==============================] - 0s 379us/step - loss: 0.3792 - accuracy: 0.8382 Epoch 206/500 58/58 [==============================] - 0s 374us/step - loss: 0.3801 - accuracy: 0.8368 Epoch 207/500 58/58 [==============================] - 0s 359us/step - loss: 0.3780 - accuracy: 0.8396 Epoch 208/500 58/58 [==============================] - 0s 378us/step - loss: 0.3778 - accuracy: 0.8326 Epoch 209/500 58/58 [==============================] - 0s 363us/step - loss: 0.3778 - accuracy: 0.8417 Epoch 210/500 58/58 [==============================] - 0s 347us/step - loss: 0.3801 - accuracy: 0.8354 Epoch 211/500 58/58 [==============================] - 0s 537us/step - loss: 0.3792 - accuracy: 0.8375 Epoch 212/500 58/58 [==============================] - 0s 382us/step - loss: 0.3780 - accuracy: 0.8389 Epoch 213/500 58/58 [==============================] - 0s 366us/step - loss: 0.3766 - accuracy: 0.8368 Epoch 214/500 58/58 [==============================] - 0s 365us/step - loss: 0.3776 - accuracy: 0.8361 Epoch 215/500 58/58 [==============================] - 0s 357us/step - loss: 0.3771 - accuracy: 0.8382 Epoch 216/500 58/58 [==============================] - 0s 355us/step - loss: 0.3776 - accuracy: 0.8417 Epoch 217/500 58/58 [==============================] - 0s 373us/step - loss: 0.3774 - accuracy: 0.8333 Epoch 218/500 58/58 [==============================] - 0s 367us/step - loss: 0.3785 - accuracy: 0.8389 Epoch 219/500 58/58 [==============================] - 0s 384us/step - loss: 0.3755 - accuracy: 0.8410 Epoch 220/500 58/58 [==============================] - 0s 381us/step - loss: 0.3771 - accuracy: 0.8368 Epoch 221/500 58/58 [==============================] - 0s 366us/step - loss: 0.3754 - accuracy: 0.8361 Epoch 222/500 58/58 [==============================] - 0s 377us/step - loss: 0.3759 - accuracy: 0.8333 Epoch 223/500 58/58 [==============================] - 0s 355us/step - loss: 0.3757 - accuracy: 0.8403 Epoch 224/500 58/58 [==============================] - 0s 373us/step - loss: 0.3749 - accuracy: 0.8403 Epoch 225/500 58/58 [==============================] - 0s 360us/step - loss: 0.3759 - accuracy: 0.8438 Epoch 226/500 58/58 [==============================] - 0s 377us/step - loss: 0.3753 - accuracy: 0.8396 Epoch 227/500 58/58 [==============================] - 0s 349us/step - loss: 0.3777 - accuracy: 0.8382 Epoch 228/500 58/58 [==============================] - 0s 375us/step - loss: 0.3721 - accuracy: 0.8326 Epoch 229/500 58/58 [==============================] - 0s 364us/step - loss: 0.3774 - accuracy: 0.8313 Epoch 230/500 58/58 [==============================] - 0s 375us/step - loss: 0.3739 - accuracy: 0.8431 Epoch 231/500 58/58 [==============================] - 0s 370us/step - loss: 0.3763 - accuracy: 0.8361 Epoch 232/500 58/58 [==============================] - 0s 372us/step - loss: 0.3735 - accuracy: 0.8444 Epoch 233/500 58/58 [==============================] - 0s 364us/step - loss: 0.3744 - accuracy: 0.8451 Epoch 234/500 58/58 [==============================] - 0s 373us/step - loss: 0.3754 - accuracy: 0.8340 Epoch 235/500 58/58 [==============================] - 0s 380us/step - loss: 0.3737 - accuracy: 0.8465 Epoch 236/500 58/58 [==============================] - 0s 367us/step - loss: 0.3742 - accuracy: 0.8347 Epoch 237/500 58/58 [==============================] - 0s 375us/step - loss: 0.3733 - accuracy: 0.8354 Epoch 238/500 58/58 [==============================] - 0s 377us/step - loss: 0.3719 - accuracy: 0.8424 Epoch 239/500 58/58 [==============================] - 0s 366us/step - loss: 0.3726 - accuracy: 0.8403 Epoch 240/500 58/58 [==============================] - 0s 364us/step - loss: 0.3734 - accuracy: 0.8410 Epoch 241/500 58/58 [==============================] - 0s 373us/step - loss: 0.3724 - accuracy: 0.8417 Epoch 242/500 58/58 [==============================] - 0s 375us/step - loss: 0.3737 - accuracy: 0.8403 Epoch 243/500 58/58 [==============================] - 0s 361us/step - loss: 0.3743 - accuracy: 0.8361 Epoch 244/500 58/58 [==============================] - 0s 361us/step - loss: 0.3726 - accuracy: 0.8361 Epoch 245/500 58/58 [==============================] - 0s 372us/step - loss: 0.3721 - accuracy: 0.8403 Epoch 246/500 58/58 [==============================] - 0s 361us/step - loss: 0.3732 - accuracy: 0.8368 Epoch 247/500 58/58 [==============================] - 0s 366us/step - loss: 0.3729 - accuracy: 0.8431 Epoch 248/500 58/58 [==============================] - 0s 370us/step - loss: 0.3712 - accuracy: 0.8403 Epoch 249/500 58/58 [==============================] - 0s 367us/step - loss: 0.3711 - accuracy: 0.8458 Epoch 250/500 58/58 [==============================] - 0s 368us/step - loss: 0.3712 - accuracy: 0.8417 Epoch 251/500 58/58 [==============================] - 0s 355us/step - loss: 0.3731 - accuracy: 0.8403 Epoch 252/500 58/58 [==============================] - 0s 351us/step - loss: 0.3722 - accuracy: 0.8417 Epoch 253/500 58/58 [==============================] - 0s 375us/step - loss: 0.3725 - accuracy: 0.8382 Epoch 254/500 58/58 [==============================] - 0s 362us/step - loss: 0.3721 - accuracy: 0.8319 Epoch 255/500 58/58 [==============================] - 0s 372us/step - loss: 0.3714 - accuracy: 0.8417 Epoch 256/500 58/58 [==============================] - 0s 351us/step - loss: 0.3708 - accuracy: 0.8396 Epoch 257/500 58/58 [==============================] - 0s 366us/step - loss: 0.3695 - accuracy: 0.8410 Epoch 258/500 58/58 [==============================] - 0s 369us/step - loss: 0.3726 - accuracy: 0.8403 Epoch 259/500 58/58 [==============================] - 0s 370us/step - loss: 0.3712 - accuracy: 0.8382 Epoch 260/500 58/58 [==============================] - 0s 378us/step - loss: 0.3709 - accuracy: 0.8375 Epoch 261/500 58/58 [==============================] - 0s 368us/step - loss: 0.3691 - accuracy: 0.8396 Epoch 262/500 58/58 [==============================] - 0s 381us/step - loss: 0.3697 - accuracy: 0.8333 Epoch 263/500 58/58 [==============================] - 0s 359us/step - loss: 0.3694 - accuracy: 0.8389 Epoch 264/500 58/58 [==============================] - 0s 360us/step - loss: 0.3705 - accuracy: 0.8417 Epoch 265/500 58/58 [==============================] - 0s 375us/step - loss: 0.3699 - accuracy: 0.8375 Epoch 266/500 58/58 [==============================] - 0s 372us/step - loss: 0.3701 - accuracy: 0.8382 Epoch 267/500 58/58 [==============================] - 0s 367us/step - loss: 0.3701 - accuracy: 0.8396 Epoch 268/500 58/58 [==============================] - 0s 372us/step - loss: 0.3696 - accuracy: 0.8410 Epoch 269/500 58/58 [==============================] - 0s 366us/step - loss: 0.3701 - accuracy: 0.8403 Epoch 270/500 58/58 [==============================] - 0s 368us/step - loss: 0.3696 - accuracy: 0.8375 Epoch 271/500 58/58 [==============================] - 0s 368us/step - loss: 0.3698 - accuracy: 0.8396 Epoch 272/500 58/58 [==============================] - 0s 368us/step - loss: 0.3677 - accuracy: 0.8458 Epoch 273/500 58/58 [==============================] - 0s 363us/step - loss: 0.3686 - accuracy: 0.8375 Epoch 274/500 58/58 [==============================] - 0s 357us/step - loss: 0.3673 - accuracy: 0.8403 Epoch 275/500 58/58 [==============================] - 0s 362us/step - loss: 0.3686 - accuracy: 0.8389 Epoch 276/500 58/58 [==============================] - 0s 353us/step - loss: 0.3690 - accuracy: 0.8389 Epoch 277/500 58/58 [==============================] - 0s 379us/step - loss: 0.3686 - accuracy: 0.8389 Epoch 278/500 58/58 [==============================] - 0s 365us/step - loss: 0.3675 - accuracy: 0.8396 Epoch 279/500 58/58 [==============================] - 0s 374us/step - loss: 0.3672 - accuracy: 0.8389 Epoch 280/500 58/58 [==============================] - 0s 366us/step - loss: 0.3668 - accuracy: 0.8396 Epoch 281/500 58/58 [==============================] - 0s 375us/step - loss: 0.3671 - accuracy: 0.8347 Epoch 282/500 58/58 [==============================] - 0s 382us/step - loss: 0.3669 - accuracy: 0.8389 Epoch 283/500 58/58 [==============================] - 0s 362us/step - loss: 0.3666 - accuracy: 0.8375 Epoch 284/500 58/58 [==============================] - 0s 371us/step - loss: 0.3678 - accuracy: 0.8424 Epoch 285/500 58/58 [==============================] - 0s 375us/step - loss: 0.3671 - accuracy: 0.8410 Epoch 286/500 58/58 [==============================] - 0s 361us/step - loss: 0.3659 - accuracy: 0.8396 Epoch 287/500 58/58 [==============================] - 0s 378us/step - loss: 0.3680 - accuracy: 0.8382 Epoch 288/500 58/58 [==============================] - 0s 362us/step - loss: 0.3658 - accuracy: 0.8375 Epoch 289/500 58/58 [==============================] - 0s 535us/step - loss: 0.3652 - accuracy: 0.8451 Epoch 290/500 58/58 [==============================] - 0s 377us/step - loss: 0.3659 - accuracy: 0.8431 Epoch 291/500 58/58 [==============================] - 0s 382us/step - loss: 0.3657 - accuracy: 0.8431 Epoch 292/500 58/58 [==============================] - 0s 386us/step - loss: 0.3646 - accuracy: 0.8396 Epoch 293/500 58/58 [==============================] - 0s 367us/step - loss: 0.3652 - accuracy: 0.8389 Epoch 294/500 58/58 [==============================] - 0s 379us/step - loss: 0.3645 - accuracy: 0.8410 Epoch 295/500 58/58 [==============================] - 0s 367us/step - loss: 0.3645 - accuracy: 0.8438 Epoch 296/500 58/58 [==============================] - 0s 400us/step - loss: 0.3655 - accuracy: 0.8403 Epoch 297/500 58/58 [==============================] - 0s 386us/step - loss: 0.3650 - accuracy: 0.8417 Epoch 298/500 58/58 [==============================] - 0s 355us/step - loss: 0.3646 - accuracy: 0.8410 Epoch 299/500 58/58 [==============================] - 0s 390us/step - loss: 0.3644 - accuracy: 0.8438 Epoch 300/500 58/58 [==============================] - 0s 371us/step - loss: 0.3650 - accuracy: 0.8410 Epoch 301/500 58/58 [==============================] - 0s 379us/step - loss: 0.3650 - accuracy: 0.8382 Epoch 302/500 58/58 [==============================] - 0s 375us/step - loss: 0.3646 - accuracy: 0.8438 Epoch 303/500 58/58 [==============================] - 0s 388us/step - loss: 0.3634 - accuracy: 0.8424 Epoch 304/500 58/58 [==============================] - 0s 365us/step - loss: 0.3646 - accuracy: 0.8431 Epoch 305/500 58/58 [==============================] - 0s 374us/step - loss: 0.3637 - accuracy: 0.8424 Epoch 306/500 58/58 [==============================] - 0s 375us/step - loss: 0.3641 - accuracy: 0.8382 Epoch 307/500 58/58 [==============================] - 0s 368us/step - loss: 0.3625 - accuracy: 0.8368 Epoch 308/500 58/58 [==============================] - 0s 376us/step - loss: 0.3629 - accuracy: 0.8465 Epoch 309/500 58/58 [==============================] - 0s 367us/step - loss: 0.3641 - accuracy: 0.8403 Epoch 310/500 58/58 [==============================] - 0s 389us/step - loss: 0.3641 - accuracy: 0.8361 Epoch 311/500 58/58 [==============================] - 0s 365us/step - loss: 0.3628 - accuracy: 0.8438 Epoch 312/500 58/58 [==============================] - 0s 375us/step - loss: 0.3625 - accuracy: 0.8458 Epoch 313/500 58/58 [==============================] - 0s 367us/step - loss: 0.3614 - accuracy: 0.8458 Epoch 314/500 58/58 [==============================] - 0s 361us/step - loss: 0.3620 - accuracy: 0.8424 Epoch 315/500 58/58 [==============================] - 0s 363us/step - loss: 0.3614 - accuracy: 0.8465 Epoch 316/500 58/58 [==============================] - 0s 370us/step - loss: 0.3616 - accuracy: 0.8451 Epoch 317/500 58/58 [==============================] - 0s 353us/step - loss: 0.3656 - accuracy: 0.8424 Epoch 318/500 58/58 [==============================] - 0s 397us/step - loss: 0.3643 - accuracy: 0.8396 Epoch 319/500 58/58 [==============================] - 0s 370us/step - loss: 0.3619 - accuracy: 0.8424 Epoch 320/500 58/58 [==============================] - 0s 385us/step - loss: 0.3620 - accuracy: 0.8458 Epoch 321/500 58/58 [==============================] - 0s 357us/step - loss: 0.3622 - accuracy: 0.8465 Epoch 322/500 58/58 [==============================] - 0s 380us/step - loss: 0.3650 - accuracy: 0.8396 Epoch 323/500 58/58 [==============================] - 0s 368us/step - loss: 0.3622 - accuracy: 0.8410 Epoch 324/500 58/58 [==============================] - 0s 370us/step - loss: 0.3619 - accuracy: 0.8424 Epoch 325/500 58/58 [==============================] - 0s 380us/step - loss: 0.3609 - accuracy: 0.8417 Epoch 326/500 58/58 [==============================] - 0s 373us/step - loss: 0.3616 - accuracy: 0.8451 Epoch 327/500 58/58 [==============================] - 0s 358us/step - loss: 0.3604 - accuracy: 0.8458 Epoch 328/500 58/58 [==============================] - 0s 369us/step - loss: 0.3601 - accuracy: 0.8486 Epoch 329/500 58/58 [==============================] - 0s 358us/step - loss: 0.3613 - accuracy: 0.8417 Epoch 330/500 58/58 [==============================] - 0s 371us/step - loss: 0.3619 - accuracy: 0.8417 Epoch 331/500 58/58 [==============================] - 0s 364us/step - loss: 0.3600 - accuracy: 0.8431 Epoch 332/500 58/58 [==============================] - 0s 367us/step - loss: 0.3610 - accuracy: 0.8438 Epoch 333/500 58/58 [==============================] - 0s 372us/step - loss: 0.3607 - accuracy: 0.8410 Epoch 334/500 58/58 [==============================] - 0s 367us/step - loss: 0.3620 - accuracy: 0.8417 Epoch 335/500 58/58 [==============================] - 0s 379us/step - loss: 0.3600 - accuracy: 0.8375 Epoch 336/500 58/58 [==============================] - 0s 373us/step - loss: 0.3603 - accuracy: 0.8479 Epoch 337/500 58/58 [==============================] - 0s 377us/step - loss: 0.3606 - accuracy: 0.8403 Epoch 338/500 58/58 [==============================] - 0s 400us/step - loss: 0.3614 - accuracy: 0.8424 Epoch 339/500 58/58 [==============================] - 0s 383us/step - loss: 0.3609 - accuracy: 0.8431 Epoch 340/500 58/58 [==============================] - 0s 368us/step - loss: 0.3618 - accuracy: 0.8451 Epoch 341/500 58/58 [==============================] - 0s 374us/step - loss: 0.3607 - accuracy: 0.8403 Epoch 342/500 58/58 [==============================] - 0s 363us/step - loss: 0.3605 - accuracy: 0.8403 Epoch 343/500 58/58 [==============================] - 0s 380us/step - loss: 0.3606 - accuracy: 0.8431 Epoch 344/500 58/58 [==============================] - 0s 380us/step - loss: 0.3590 - accuracy: 0.8340 Epoch 345/500 58/58 [==============================] - 0s 367us/step - loss: 0.3596 - accuracy: 0.8451 Epoch 346/500 58/58 [==============================] - 0s 366us/step - loss: 0.3606 - accuracy: 0.8396 Epoch 347/500 58/58 [==============================] - 0s 381us/step - loss: 0.3621 - accuracy: 0.8479 Epoch 348/500 58/58 [==============================] - 0s 370us/step - loss: 0.3601 - accuracy: 0.8389 Epoch 349/500 58/58 [==============================] - 0s 369us/step - loss: 0.3609 - accuracy: 0.8424 Epoch 350/500 58/58 [==============================] - 0s 388us/step - loss: 0.3591 - accuracy: 0.8354 Epoch 351/500 58/58 [==============================] - 0s 355us/step - loss: 0.3615 - accuracy: 0.8410 Epoch 352/500 58/58 [==============================] - 0s 364us/step - loss: 0.3586 - accuracy: 0.8438 Epoch 353/500 58/58 [==============================] - 0s 365us/step - loss: 0.3599 - accuracy: 0.8438 Epoch 354/500 58/58 [==============================] - 0s 377us/step - loss: 0.3594 - accuracy: 0.8431 Epoch 355/500 58/58 [==============================] - 0s 349us/step - loss: 0.3597 - accuracy: 0.8431 Epoch 356/500 58/58 [==============================] - 0s 386us/step - loss: 0.3587 - accuracy: 0.8451 Epoch 357/500 58/58 [==============================] - 0s 372us/step - loss: 0.3585 - accuracy: 0.8451 Epoch 358/500 58/58 [==============================] - 0s 373us/step - loss: 0.3610 - accuracy: 0.8424 Epoch 359/500 58/58 [==============================] - 0s 364us/step - loss: 0.3591 - accuracy: 0.8444 Epoch 360/500 58/58 [==============================] - 0s 358us/step - loss: 0.3610 - accuracy: 0.8382 Epoch 361/500 58/58 [==============================] - 0s 371us/step - loss: 0.3580 - accuracy: 0.8431 Epoch 362/500 58/58 [==============================] - 0s 361us/step - loss: 0.3590 - accuracy: 0.8403 Epoch 363/500 58/58 [==============================] - 0s 364us/step - loss: 0.3585 - accuracy: 0.8410 Epoch 364/500 58/58 [==============================] - 0s 367us/step - loss: 0.3593 - accuracy: 0.8417 Epoch 365/500 58/58 [==============================] - 0s 382us/step - loss: 0.3590 - accuracy: 0.8438 Epoch 366/500 58/58 [==============================] - 0s 365us/step - loss: 0.3576 - accuracy: 0.8375 Epoch 367/500 58/58 [==============================] - 0s 361us/step - loss: 0.3592 - accuracy: 0.8410 Epoch 368/500 58/58 [==============================] - 0s 362us/step - loss: 0.3579 - accuracy: 0.8382 Epoch 369/500 58/58 [==============================] - 0s 370us/step - loss: 0.3602 - accuracy: 0.8403 Epoch 370/500 58/58 [==============================] - 0s 505us/step - loss: 0.3589 - accuracy: 0.8389 Epoch 371/500 58/58 [==============================] - 0s 366us/step - loss: 0.3595 - accuracy: 0.8424 Epoch 372/500 58/58 [==============================] - 0s 374us/step - loss: 0.3591 - accuracy: 0.8424 Epoch 373/500 58/58 [==============================] - 0s 376us/step - loss: 0.3578 - accuracy: 0.8451 Epoch 374/500 58/58 [==============================] - 0s 359us/step - loss: 0.3589 - accuracy: 0.8375 Epoch 375/500 58/58 [==============================] - 0s 369us/step - loss: 0.3593 - accuracy: 0.8465 Epoch 376/500 58/58 [==============================] - 0s 379us/step - loss: 0.3597 - accuracy: 0.8438 Epoch 377/500 58/58 [==============================] - 0s 353us/step - loss: 0.3589 - accuracy: 0.8431 Epoch 378/500 58/58 [==============================] - 0s 370us/step - loss: 0.3590 - accuracy: 0.8382 Epoch 379/500 58/58 [==============================] - 0s 369us/step - loss: 0.3586 - accuracy: 0.8410 Epoch 380/500 58/58 [==============================] - 0s 342us/step - loss: 0.3592 - accuracy: 0.8444 Epoch 381/500 58/58 [==============================] - 0s 373us/step - loss: 0.3588 - accuracy: 0.8375 Epoch 382/500 58/58 [==============================] - 0s 367us/step - loss: 0.3573 - accuracy: 0.8417 Epoch 383/500 58/58 [==============================] - 0s 382us/step - loss: 0.3577 - accuracy: 0.8458 Epoch 384/500 58/58 [==============================] - 0s 359us/step - loss: 0.3564 - accuracy: 0.8410 Epoch 385/500 58/58 [==============================] - 0s 367us/step - loss: 0.3592 - accuracy: 0.8417 Epoch 386/500 58/58 [==============================] - 0s 371us/step - loss: 0.3585 - accuracy: 0.8389 Epoch 387/500 58/58 [==============================] - 0s 367us/step - loss: 0.3580 - accuracy: 0.8361 Epoch 388/500 58/58 [==============================] - 0s 350us/step - loss: 0.3568 - accuracy: 0.8438 Epoch 389/500 58/58 [==============================] - 0s 367us/step - loss: 0.3574 - accuracy: 0.8382 Epoch 390/500 58/58 [==============================] - 0s 374us/step - loss: 0.3582 - accuracy: 0.8368 Epoch 391/500 58/58 [==============================] - 0s 370us/step - loss: 0.3586 - accuracy: 0.8368 Epoch 392/500 58/58 [==============================] - 0s 353us/step - loss: 0.3577 - accuracy: 0.8431 Epoch 393/500 58/58 [==============================] - 0s 378us/step - loss: 0.3578 - accuracy: 0.8424 Epoch 394/500 58/58 [==============================] - 0s 369us/step - loss: 0.3590 - accuracy: 0.8354 Epoch 395/500 58/58 [==============================] - 0s 368us/step - loss: 0.3562 - accuracy: 0.8403 Epoch 396/500 58/58 [==============================] - 0s 370us/step - loss: 0.3608 - accuracy: 0.8375 Epoch 397/500 58/58 [==============================] - 0s 364us/step - loss: 0.3569 - accuracy: 0.8396 Epoch 398/500 58/58 [==============================] - 0s 371us/step - loss: 0.3591 - accuracy: 0.8347 Epoch 399/500 58/58 [==============================] - 0s 366us/step - loss: 0.3575 - accuracy: 0.8410 Epoch 400/500 58/58 [==============================] - 0s 368us/step - loss: 0.3567 - accuracy: 0.8354 Epoch 401/500 58/58 [==============================] - 0s 368us/step - loss: 0.3570 - accuracy: 0.8444 Epoch 402/500 58/58 [==============================] - 0s 373us/step - loss: 0.3561 - accuracy: 0.8361 Epoch 403/500 58/58 [==============================] - 0s 378us/step - loss: 0.3571 - accuracy: 0.8444 Epoch 404/500 58/58 [==============================] - 0s 370us/step - loss: 0.3578 - accuracy: 0.8444 Epoch 405/500 58/58 [==============================] - 0s 346us/step - loss: 0.3574 - accuracy: 0.8403 Epoch 406/500 58/58 [==============================] - 0s 360us/step - loss: 0.3569 - accuracy: 0.8438 Epoch 407/500 58/58 [==============================] - 0s 374us/step - loss: 0.3562 - accuracy: 0.8410 Epoch 408/500 58/58 [==============================] - 0s 358us/step - loss: 0.3548 - accuracy: 0.8396 Epoch 409/500 58/58 [==============================] - 0s 342us/step - loss: 0.3569 - accuracy: 0.8424 Epoch 410/500 58/58 [==============================] - 0s 379us/step - loss: 0.3577 - accuracy: 0.8361 Epoch 411/500 58/58 [==============================] - 0s 372us/step - loss: 0.3552 - accuracy: 0.8451 Epoch 412/500 58/58 [==============================] - 0s 377us/step - loss: 0.3551 - accuracy: 0.8431 Epoch 413/500 58/58 [==============================] - 0s 366us/step - loss: 0.3558 - accuracy: 0.8417 Epoch 414/500 58/58 [==============================] - 0s 359us/step - loss: 0.3566 - accuracy: 0.8444 Epoch 415/500 58/58 [==============================] - 0s 375us/step - loss: 0.3554 - accuracy: 0.8444 Epoch 416/500 58/58 [==============================] - 0s 355us/step - loss: 0.3559 - accuracy: 0.8396 Epoch 417/500 58/58 [==============================] - 0s 381us/step - loss: 0.3565 - accuracy: 0.8368 Epoch 418/500 58/58 [==============================] - 0s 369us/step - loss: 0.3551 - accuracy: 0.8431 Epoch 419/500 58/58 [==============================] - 0s 364us/step - loss: 0.3561 - accuracy: 0.8417 Epoch 420/500 58/58 [==============================] - 0s 354us/step - loss: 0.3548 - accuracy: 0.8451 Epoch 421/500 58/58 [==============================] - 0s 375us/step - loss: 0.3539 - accuracy: 0.8410 Epoch 422/500 58/58 [==============================] - 0s 375us/step - loss: 0.3559 - accuracy: 0.8458 Epoch 423/500 58/58 [==============================] - 0s 362us/step - loss: 0.3535 - accuracy: 0.8431 Epoch 424/500 58/58 [==============================] - 0s 369us/step - loss: 0.3544 - accuracy: 0.8444 Epoch 425/500 58/58 [==============================] - 0s 377us/step - loss: 0.3544 - accuracy: 0.8424 Epoch 426/500 58/58 [==============================] - 0s 359us/step - loss: 0.3548 - accuracy: 0.8431 Epoch 427/500 58/58 [==============================] - 0s 366us/step - loss: 0.3565 - accuracy: 0.8410 Epoch 428/500 58/58 [==============================] - 0s 369us/step - loss: 0.3582 - accuracy: 0.8458 Epoch 429/500 58/58 [==============================] - 0s 359us/step - loss: 0.3543 - accuracy: 0.8382 Epoch 430/500 58/58 [==============================] - 0s 356us/step - loss: 0.3544 - accuracy: 0.8444 Epoch 431/500 58/58 [==============================] - 0s 365us/step - loss: 0.3532 - accuracy: 0.8431 Epoch 432/500 58/58 [==============================] - 0s 356us/step - loss: 0.3547 - accuracy: 0.8431 Epoch 433/500 58/58 [==============================] - 0s 372us/step - loss: 0.3547 - accuracy: 0.8438 Epoch 434/500 58/58 [==============================] - 0s 366us/step - loss: 0.3531 - accuracy: 0.8479 Epoch 435/500 58/58 [==============================] - 0s 351us/step - loss: 0.3530 - accuracy: 0.8458 Epoch 436/500 58/58 [==============================] - 0s 362us/step - loss: 0.3544 - accuracy: 0.8472 Epoch 437/500 58/58 [==============================] - 0s 362us/step - loss: 0.3532 - accuracy: 0.8438 Epoch 438/500 58/58 [==============================] - 0s 381us/step - loss: 0.3539 - accuracy: 0.8507 Epoch 439/500 58/58 [==============================] - 0s 369us/step - loss: 0.3541 - accuracy: 0.8444 Epoch 440/500 58/58 [==============================] - 0s 354us/step - loss: 0.3532 - accuracy: 0.8431 Epoch 441/500 58/58 [==============================] - 0s 381us/step - loss: 0.3519 - accuracy: 0.8444 Epoch 442/500 58/58 [==============================] - 0s 375us/step - loss: 0.3528 - accuracy: 0.8438 Epoch 443/500 58/58 [==============================] - 0s 368us/step - loss: 0.3525 - accuracy: 0.8444 Epoch 444/500 58/58 [==============================] - 0s 370us/step - loss: 0.3526 - accuracy: 0.8465 Epoch 445/500 58/58 [==============================] - 0s 367us/step - loss: 0.3521 - accuracy: 0.8451 Epoch 446/500 58/58 [==============================] - 0s 367us/step - loss: 0.3534 - accuracy: 0.8438 Epoch 447/500 58/58 [==============================] - 0s 370us/step - loss: 0.3544 - accuracy: 0.8424 Epoch 448/500 58/58 [==============================] - 0s 370us/step - loss: 0.3524 - accuracy: 0.8472 Epoch 449/500 58/58 [==============================] - 0s 333us/step - loss: 0.3531 - accuracy: 0.8424 Epoch 450/500 58/58 [==============================] - 0s 513us/step - loss: 0.3545 - accuracy: 0.8424 Epoch 451/500 58/58 [==============================] - 0s 383us/step - loss: 0.3516 - accuracy: 0.8479 Epoch 452/500 58/58 [==============================] - 0s 377us/step - loss: 0.3531 - accuracy: 0.8444 Epoch 453/500 58/58 [==============================] - 0s 365us/step - loss: 0.3526 - accuracy: 0.8431 Epoch 454/500 58/58 [==============================] - 0s 351us/step - loss: 0.3514 - accuracy: 0.8479 Epoch 455/500 58/58 [==============================] - 0s 360us/step - loss: 0.3533 - accuracy: 0.8451 Epoch 456/500 58/58 [==============================] - 0s 365us/step - loss: 0.3543 - accuracy: 0.8472 Epoch 457/500 58/58 [==============================] - 0s 363us/step - loss: 0.3516 - accuracy: 0.8458 Epoch 458/500 58/58 [==============================] - 0s 374us/step - loss: 0.3531 - accuracy: 0.8451 Epoch 459/500 58/58 [==============================] - 0s 344us/step - loss: 0.3528 - accuracy: 0.8479 Epoch 460/500 58/58 [==============================] - 0s 371us/step - loss: 0.3510 - accuracy: 0.8438 Epoch 461/500 58/58 [==============================] - 0s 383us/step - loss: 0.3515 - accuracy: 0.8451 Epoch 462/500 58/58 [==============================] - 0s 362us/step - loss: 0.3515 - accuracy: 0.8479 Epoch 463/500 58/58 [==============================] - 0s 375us/step - loss: 0.3529 - accuracy: 0.8458 Epoch 464/500 58/58 [==============================] - 0s 364us/step - loss: 0.3502 - accuracy: 0.8472 Epoch 465/500 58/58 [==============================] - 0s 356us/step - loss: 0.3496 - accuracy: 0.8514 Epoch 466/500 58/58 [==============================] - 0s 356us/step - loss: 0.3511 - accuracy: 0.8444 Epoch 467/500 58/58 [==============================] - 0s 374us/step - loss: 0.3486 - accuracy: 0.8465 Epoch 468/500 58/58 [==============================] - 0s 372us/step - loss: 0.3529 - accuracy: 0.8535 Epoch 469/500 58/58 [==============================] - 0s 364us/step - loss: 0.3499 - accuracy: 0.8458 Epoch 470/500 58/58 [==============================] - 0s 361us/step - loss: 0.3493 - accuracy: 0.8514 Epoch 471/500 58/58 [==============================] - 0s 360us/step - loss: 0.3505 - accuracy: 0.8486 Epoch 472/500 58/58 [==============================] - 0s 362us/step - loss: 0.3507 - accuracy: 0.8465 Epoch 473/500 58/58 [==============================] - 0s 374us/step - loss: 0.3506 - accuracy: 0.8465 Epoch 474/500 58/58 [==============================] - 0s 360us/step - loss: 0.3499 - accuracy: 0.8486 Epoch 475/500 58/58 [==============================] - 0s 361us/step - loss: 0.3508 - accuracy: 0.8472 Epoch 476/500 58/58 [==============================] - 0s 383us/step - loss: 0.3514 - accuracy: 0.8444 Epoch 477/500 58/58 [==============================] - 0s 349us/step - loss: 0.3522 - accuracy: 0.8465 Epoch 478/500 58/58 [==============================] - 0s 356us/step - loss: 0.3490 - accuracy: 0.8486 Epoch 479/500 58/58 [==============================] - 0s 368us/step - loss: 0.3496 - accuracy: 0.8507 Epoch 480/500 58/58 [==============================] - 0s 357us/step - loss: 0.3495 - accuracy: 0.8486 Epoch 481/500 58/58 [==============================] - 0s 377us/step - loss: 0.3497 - accuracy: 0.8479 Epoch 482/500 58/58 [==============================] - 0s 376us/step - loss: 0.3489 - accuracy: 0.8521 Epoch 483/500 58/58 [==============================] - 0s 387us/step - loss: 0.3519 - accuracy: 0.8493 Epoch 484/500 58/58 [==============================] - 0s 377us/step - loss: 0.3505 - accuracy: 0.8500 Epoch 485/500 58/58 [==============================] - 0s 391us/step - loss: 0.3507 - accuracy: 0.8507 Epoch 486/500 58/58 [==============================] - 0s 369us/step - loss: 0.3496 - accuracy: 0.8528 Epoch 487/500 58/58 [==============================] - 0s 357us/step - loss: 0.3505 - accuracy: 0.8542 Epoch 488/500 58/58 [==============================] - 0s 361us/step - loss: 0.3498 - accuracy: 0.8472 Epoch 489/500 58/58 [==============================] - 0s 374us/step - loss: 0.3495 - accuracy: 0.8486 Epoch 490/500 58/58 [==============================] - 0s 354us/step - loss: 0.3518 - accuracy: 0.8479 Epoch 491/500 58/58 [==============================] - 0s 366us/step - loss: 0.3486 - accuracy: 0.8486 Epoch 492/500 58/58 [==============================] - 0s 383us/step - loss: 0.3492 - accuracy: 0.8486 Epoch 493/500 58/58 [==============================] - 0s 363us/step - loss: 0.3484 - accuracy: 0.8472 Epoch 494/500 58/58 [==============================] - 0s 376us/step - loss: 0.3488 - accuracy: 0.8479 Epoch 495/500 58/58 [==============================] - 0s 364us/step - loss: 0.3485 - accuracy: 0.8507 Epoch 496/500 58/58 [==============================] - 0s 369us/step - loss: 0.3507 - accuracy: 0.8479 Epoch 497/500 58/58 [==============================] - 0s 369us/step - loss: 0.3504 - accuracy: 0.8479 Epoch 498/500 58/58 [==============================] - 0s 371us/step - loss: 0.3483 - accuracy: 0.8500 Epoch 499/500 58/58 [==============================] - 0s 383us/step - loss: 0.3499 - accuracy: 0.8507 Epoch 500/500 58/58 [==============================] - 0s 375us/step - loss: 0.3489 - accuracy: 0.8472 5/5 [==============================] - 0s 495us/step Epoch 1/500 58/58 [==============================] - 0s 475us/step - loss: 0.6873 - accuracy: 0.6569 Epoch 2/500 58/58 [==============================] - 0s 419us/step - loss: 0.6476 - accuracy: 0.6590 Epoch 3/500 58/58 [==============================] - 0s 362us/step - loss: 0.5610 - accuracy: 0.6590 Epoch 4/500 58/58 [==============================] - 0s 374us/step - loss: 0.5234 - accuracy: 0.6590 Epoch 5/500 58/58 [==============================] - 0s 377us/step - loss: 0.5141 - accuracy: 0.6590 Epoch 6/500 58/58 [==============================] - 0s 426us/step - loss: 0.5088 - accuracy: 0.6590 Epoch 7/500 58/58 [==============================] - 0s 359us/step - loss: 0.5051 - accuracy: 0.6708 Epoch 8/500 58/58 [==============================] - 0s 373us/step - loss: 0.5028 - accuracy: 0.7778 Epoch 9/500 58/58 [==============================] - 0s 358us/step - loss: 0.5002 - accuracy: 0.7889 Epoch 10/500 58/58 [==============================] - 0s 364us/step - loss: 0.4971 - accuracy: 0.7771 Epoch 11/500 58/58 [==============================] - 0s 369us/step - loss: 0.4953 - accuracy: 0.7743 Epoch 12/500 58/58 [==============================] - 0s 372us/step - loss: 0.4934 - accuracy: 0.7764 Epoch 13/500 58/58 [==============================] - 0s 387us/step - loss: 0.4915 - accuracy: 0.7757 Epoch 14/500 58/58 [==============================] - 0s 368us/step - loss: 0.4900 - accuracy: 0.7743 Epoch 15/500 58/58 [==============================] - 0s 348us/step - loss: 0.4881 - accuracy: 0.7743 Epoch 16/500 58/58 [==============================] - 0s 362us/step - loss: 0.4869 - accuracy: 0.7785 Epoch 17/500 58/58 [==============================] - 0s 372us/step - loss: 0.4849 - accuracy: 0.7757 Epoch 18/500 58/58 [==============================] - 0s 372us/step - loss: 0.4835 - accuracy: 0.7736 Epoch 19/500 58/58 [==============================] - 0s 365us/step - loss: 0.4825 - accuracy: 0.7736 Epoch 20/500 58/58 [==============================] - 0s 371us/step - loss: 0.4809 - accuracy: 0.7750 Epoch 21/500 58/58 [==============================] - 0s 368us/step - loss: 0.4792 - accuracy: 0.7736 Epoch 22/500 58/58 [==============================] - 0s 374us/step - loss: 0.4784 - accuracy: 0.7750 Epoch 23/500 58/58 [==============================] - 0s 368us/step - loss: 0.4770 - accuracy: 0.7833 Epoch 24/500 58/58 [==============================] - 0s 345us/step - loss: 0.4754 - accuracy: 0.7847 Epoch 25/500 58/58 [==============================] - 0s 391us/step - loss: 0.4742 - accuracy: 0.7736 Epoch 26/500 58/58 [==============================] - 0s 362us/step - loss: 0.4733 - accuracy: 0.7826 Epoch 27/500 58/58 [==============================] - 0s 385us/step - loss: 0.4716 - accuracy: 0.7778 Epoch 28/500 58/58 [==============================] - 0s 374us/step - loss: 0.4705 - accuracy: 0.7840 Epoch 29/500 58/58 [==============================] - 0s 366us/step - loss: 0.4697 - accuracy: 0.7833 Epoch 30/500 58/58 [==============================] - 0s 519us/step - loss: 0.4681 - accuracy: 0.7847 Epoch 31/500 58/58 [==============================] - 0s 354us/step - loss: 0.4675 - accuracy: 0.7764 Epoch 32/500 58/58 [==============================] - 0s 374us/step - loss: 0.4669 - accuracy: 0.7792 Epoch 33/500 58/58 [==============================] - 0s 371us/step - loss: 0.4659 - accuracy: 0.7833 Epoch 34/500 58/58 [==============================] - 0s 343us/step - loss: 0.4646 - accuracy: 0.7833 Epoch 35/500 58/58 [==============================] - 0s 370us/step - loss: 0.4636 - accuracy: 0.7799 Epoch 36/500 58/58 [==============================] - 0s 358us/step - loss: 0.4630 - accuracy: 0.7806 Epoch 37/500 58/58 [==============================] - 0s 380us/step - loss: 0.4626 - accuracy: 0.7840 Epoch 38/500 58/58 [==============================] - 0s 353us/step - loss: 0.4615 - accuracy: 0.7812 Epoch 39/500 58/58 [==============================] - 0s 372us/step - loss: 0.4611 - accuracy: 0.7778 Epoch 40/500 58/58 [==============================] - 0s 366us/step - loss: 0.4608 - accuracy: 0.7799 Epoch 41/500 58/58 [==============================] - 0s 365us/step - loss: 0.4596 - accuracy: 0.7757 Epoch 42/500 58/58 [==============================] - 0s 371us/step - loss: 0.4588 - accuracy: 0.7736 Epoch 43/500 58/58 [==============================] - 0s 358us/step - loss: 0.4584 - accuracy: 0.7764 Epoch 44/500 58/58 [==============================] - 0s 375us/step - loss: 0.4579 - accuracy: 0.7812 Epoch 45/500 58/58 [==============================] - 0s 354us/step - loss: 0.4566 - accuracy: 0.7785 Epoch 46/500 58/58 [==============================] - 0s 388us/step - loss: 0.4564 - accuracy: 0.7792 Epoch 47/500 58/58 [==============================] - 0s 367us/step - loss: 0.4559 - accuracy: 0.7785 Epoch 48/500 58/58 [==============================] - 0s 364us/step - loss: 0.4560 - accuracy: 0.7806 Epoch 49/500 58/58 [==============================] - 0s 350us/step - loss: 0.4553 - accuracy: 0.7840 Epoch 50/500 58/58 [==============================] - 0s 364us/step - loss: 0.4542 - accuracy: 0.7833 Epoch 51/500 58/58 [==============================] - 0s 371us/step - loss: 0.4539 - accuracy: 0.7812 Epoch 52/500 58/58 [==============================] - 0s 370us/step - loss: 0.4538 - accuracy: 0.7799 Epoch 53/500 58/58 [==============================] - 0s 381us/step - loss: 0.4530 - accuracy: 0.7826 Epoch 54/500 58/58 [==============================] - 0s 367us/step - loss: 0.4527 - accuracy: 0.7833 Epoch 55/500 58/58 [==============================] - 0s 368us/step - loss: 0.4524 - accuracy: 0.7799 Epoch 56/500 58/58 [==============================] - 0s 386us/step - loss: 0.4520 - accuracy: 0.7799 Epoch 57/500 58/58 [==============================] - 0s 373us/step - loss: 0.4512 - accuracy: 0.7819 Epoch 58/500 58/58 [==============================] - 0s 386us/step - loss: 0.4511 - accuracy: 0.7819 Epoch 59/500 58/58 [==============================] - 0s 362us/step - loss: 0.4505 - accuracy: 0.7812 Epoch 60/500 58/58 [==============================] - 0s 369us/step - loss: 0.4503 - accuracy: 0.7819 Epoch 61/500 58/58 [==============================] - 0s 360us/step - loss: 0.4499 - accuracy: 0.7840 Epoch 62/500 58/58 [==============================] - 0s 383us/step - loss: 0.4492 - accuracy: 0.7819 Epoch 63/500 58/58 [==============================] - 0s 364us/step - loss: 0.4493 - accuracy: 0.7868 Epoch 64/500 58/58 [==============================] - 0s 350us/step - loss: 0.4485 - accuracy: 0.7833 Epoch 65/500 58/58 [==============================] - 0s 372us/step - loss: 0.4482 - accuracy: 0.7812 Epoch 66/500 58/58 [==============================] - 0s 374us/step - loss: 0.4481 - accuracy: 0.7812 Epoch 67/500 58/58 [==============================] - 0s 383us/step - loss: 0.4474 - accuracy: 0.7812 Epoch 68/500 58/58 [==============================] - 0s 377us/step - loss: 0.4472 - accuracy: 0.7861 Epoch 69/500 58/58 [==============================] - 0s 383us/step - loss: 0.4470 - accuracy: 0.7854 Epoch 70/500 58/58 [==============================] - 0s 364us/step - loss: 0.4463 - accuracy: 0.7854 Epoch 71/500 58/58 [==============================] - 0s 364us/step - loss: 0.4459 - accuracy: 0.7840 Epoch 72/500 58/58 [==============================] - 0s 368us/step - loss: 0.4456 - accuracy: 0.7861 Epoch 73/500 58/58 [==============================] - 0s 358us/step - loss: 0.4453 - accuracy: 0.7861 Epoch 74/500 58/58 [==============================] - 0s 378us/step - loss: 0.4448 - accuracy: 0.7819 Epoch 75/500 58/58 [==============================] - 0s 385us/step - loss: 0.4445 - accuracy: 0.7847 Epoch 76/500 58/58 [==============================] - 0s 359us/step - loss: 0.4443 - accuracy: 0.7840 Epoch 77/500 58/58 [==============================] - 0s 349us/step - loss: 0.4444 - accuracy: 0.7833 Epoch 78/500 58/58 [==============================] - 0s 385us/step - loss: 0.4439 - accuracy: 0.7840 Epoch 79/500 58/58 [==============================] - 0s 356us/step - loss: 0.4438 - accuracy: 0.7833 Epoch 80/500 58/58 [==============================] - 0s 347us/step - loss: 0.4429 - accuracy: 0.7854 Epoch 81/500 58/58 [==============================] - 0s 380us/step - loss: 0.4429 - accuracy: 0.7868 Epoch 82/500 58/58 [==============================] - 0s 380us/step - loss: 0.4425 - accuracy: 0.7868 Epoch 83/500 58/58 [==============================] - 0s 376us/step - loss: 0.4422 - accuracy: 0.7896 Epoch 84/500 58/58 [==============================] - 0s 355us/step - loss: 0.4420 - accuracy: 0.7889 Epoch 85/500 58/58 [==============================] - 0s 369us/step - loss: 0.4418 - accuracy: 0.7903 Epoch 86/500 58/58 [==============================] - 0s 365us/step - loss: 0.4417 - accuracy: 0.7896 Epoch 87/500 58/58 [==============================] - 0s 345us/step - loss: 0.4414 - accuracy: 0.7917 Epoch 88/500 58/58 [==============================] - 0s 369us/step - loss: 0.4409 - accuracy: 0.7917 Epoch 89/500 58/58 [==============================] - 0s 357us/step - loss: 0.4405 - accuracy: 0.7910 Epoch 90/500 58/58 [==============================] - 0s 366us/step - loss: 0.4410 - accuracy: 0.7924 Epoch 91/500 58/58 [==============================] - 0s 364us/step - loss: 0.4406 - accuracy: 0.7910 Epoch 92/500 58/58 [==============================] - 0s 361us/step - loss: 0.4408 - accuracy: 0.7875 Epoch 93/500 58/58 [==============================] - 0s 372us/step - loss: 0.4403 - accuracy: 0.7917 Epoch 94/500 58/58 [==============================] - 0s 363us/step - loss: 0.4398 - accuracy: 0.7944 Epoch 95/500 58/58 [==============================] - 0s 371us/step - loss: 0.4403 - accuracy: 0.7917 Epoch 96/500 58/58 [==============================] - 0s 375us/step - loss: 0.4395 - accuracy: 0.7917 Epoch 97/500 58/58 [==============================] - 0s 365us/step - loss: 0.4392 - accuracy: 0.7944 Epoch 98/500 58/58 [==============================] - 0s 348us/step - loss: 0.4394 - accuracy: 0.7979 Epoch 99/500 58/58 [==============================] - 0s 384us/step - loss: 0.4395 - accuracy: 0.7944 Epoch 100/500 58/58 [==============================] - 0s 366us/step - loss: 0.4391 - accuracy: 0.7951 Epoch 101/500 58/58 [==============================] - 0s 392us/step - loss: 0.4393 - accuracy: 0.7958 Epoch 102/500 58/58 [==============================] - 0s 349us/step - loss: 0.4397 - accuracy: 0.7931 Epoch 103/500 58/58 [==============================] - 0s 377us/step - loss: 0.4384 - accuracy: 0.7958 Epoch 104/500 58/58 [==============================] - 0s 363us/step - loss: 0.4387 - accuracy: 0.7986 Epoch 105/500 58/58 [==============================] - 0s 360us/step - loss: 0.4386 - accuracy: 0.7965 Epoch 106/500 58/58 [==============================] - 0s 369us/step - loss: 0.4382 - accuracy: 0.7951 Epoch 107/500 58/58 [==============================] - 0s 519us/step - loss: 0.4390 - accuracy: 0.7944 Epoch 108/500 58/58 [==============================] - 0s 354us/step - loss: 0.4384 - accuracy: 0.7993 Epoch 109/500 58/58 [==============================] - 0s 371us/step - loss: 0.4375 - accuracy: 0.7993 Epoch 110/500 58/58 [==============================] - 0s 373us/step - loss: 0.4384 - accuracy: 0.7972 Epoch 111/500 58/58 [==============================] - 0s 373us/step - loss: 0.4375 - accuracy: 0.7986 Epoch 112/500 58/58 [==============================] - 0s 361us/step - loss: 0.4374 - accuracy: 0.7972 Epoch 113/500 58/58 [==============================] - 0s 368us/step - loss: 0.4379 - accuracy: 0.7993 Epoch 114/500 58/58 [==============================] - 0s 367us/step - loss: 0.4377 - accuracy: 0.7917 Epoch 115/500 58/58 [==============================] - 0s 371us/step - loss: 0.4375 - accuracy: 0.8000 Epoch 116/500 58/58 [==============================] - 0s 365us/step - loss: 0.4370 - accuracy: 0.7986 Epoch 117/500 58/58 [==============================] - 0s 380us/step - loss: 0.4372 - accuracy: 0.7986 Epoch 118/500 58/58 [==============================] - 0s 365us/step - loss: 0.4371 - accuracy: 0.7958 Epoch 119/500 58/58 [==============================] - 0s 364us/step - loss: 0.4367 - accuracy: 0.7993 Epoch 120/500 58/58 [==============================] - 0s 367us/step - loss: 0.4370 - accuracy: 0.7993 Epoch 121/500 58/58 [==============================] - 0s 368us/step - loss: 0.4367 - accuracy: 0.7986 Epoch 122/500 58/58 [==============================] - 0s 371us/step - loss: 0.4363 - accuracy: 0.8007 Epoch 123/500 58/58 [==============================] - 0s 371us/step - loss: 0.4370 - accuracy: 0.7986 Epoch 124/500 58/58 [==============================] - 0s 375us/step - loss: 0.4365 - accuracy: 0.8035 Epoch 125/500 58/58 [==============================] - 0s 387us/step - loss: 0.4366 - accuracy: 0.7979 Epoch 126/500 58/58 [==============================] - 0s 374us/step - loss: 0.4370 - accuracy: 0.7958 Epoch 127/500 58/58 [==============================] - 0s 357us/step - loss: 0.4367 - accuracy: 0.8014 Epoch 128/500 58/58 [==============================] - 0s 370us/step - loss: 0.4367 - accuracy: 0.8007 Epoch 129/500 58/58 [==============================] - 0s 371us/step - loss: 0.4365 - accuracy: 0.7979 Epoch 130/500 58/58 [==============================] - 0s 366us/step - loss: 0.4361 - accuracy: 0.8007 Epoch 131/500 58/58 [==============================] - 0s 367us/step - loss: 0.4373 - accuracy: 0.7993 Epoch 132/500 58/58 [==============================] - 0s 357us/step - loss: 0.4363 - accuracy: 0.8021 Epoch 133/500 58/58 [==============================] - 0s 368us/step - loss: 0.4363 - accuracy: 0.8056 Epoch 134/500 58/58 [==============================] - 0s 361us/step - loss: 0.4360 - accuracy: 0.8000 Epoch 135/500 58/58 [==============================] - 0s 369us/step - loss: 0.4358 - accuracy: 0.8028 Epoch 136/500 58/58 [==============================] - 0s 379us/step - loss: 0.4363 - accuracy: 0.8028 Epoch 137/500 58/58 [==============================] - 0s 351us/step - loss: 0.4356 - accuracy: 0.8000 Epoch 138/500 58/58 [==============================] - 0s 376us/step - loss: 0.4356 - accuracy: 0.8000 Epoch 139/500 58/58 [==============================] - 0s 364us/step - loss: 0.4361 - accuracy: 0.7979 Epoch 140/500 58/58 [==============================] - 0s 367us/step - loss: 0.4353 - accuracy: 0.8021 Epoch 141/500 58/58 [==============================] - 0s 377us/step - loss: 0.4362 - accuracy: 0.7972 Epoch 142/500 58/58 [==============================] - 0s 375us/step - loss: 0.4354 - accuracy: 0.8021 Epoch 143/500 58/58 [==============================] - 0s 377us/step - loss: 0.4354 - accuracy: 0.7951 Epoch 144/500 58/58 [==============================] - 0s 366us/step - loss: 0.4355 - accuracy: 0.8021 Epoch 145/500 58/58 [==============================] - 0s 370us/step - loss: 0.4354 - accuracy: 0.7993 Epoch 146/500 58/58 [==============================] - 0s 369us/step - loss: 0.4351 - accuracy: 0.7944 Epoch 147/500 58/58 [==============================] - 0s 376us/step - loss: 0.4352 - accuracy: 0.7993 Epoch 148/500 58/58 [==============================] - 0s 368us/step - loss: 0.4354 - accuracy: 0.8021 Epoch 149/500 58/58 [==============================] - 0s 374us/step - loss: 0.4351 - accuracy: 0.8007 Epoch 150/500 58/58 [==============================] - 0s 378us/step - loss: 0.4350 - accuracy: 0.7951 Epoch 151/500 58/58 [==============================] - 0s 376us/step - loss: 0.4349 - accuracy: 0.8007 Epoch 152/500 58/58 [==============================] - 0s 346us/step - loss: 0.4344 - accuracy: 0.8007 Epoch 153/500 58/58 [==============================] - 0s 354us/step - loss: 0.4353 - accuracy: 0.7972 Epoch 154/500 58/58 [==============================] - 0s 369us/step - loss: 0.4352 - accuracy: 0.8021 Epoch 155/500 58/58 [==============================] - 0s 371us/step - loss: 0.4348 - accuracy: 0.8056 Epoch 156/500 58/58 [==============================] - 0s 365us/step - loss: 0.4348 - accuracy: 0.7993 Epoch 157/500 58/58 [==============================] - 0s 377us/step - loss: 0.4345 - accuracy: 0.8007 Epoch 158/500 58/58 [==============================] - 0s 364us/step - loss: 0.4348 - accuracy: 0.8014 Epoch 159/500 58/58 [==============================] - 0s 359us/step - loss: 0.4345 - accuracy: 0.8007 Epoch 160/500 58/58 [==============================] - 0s 369us/step - loss: 0.4343 - accuracy: 0.8035 Epoch 161/500 58/58 [==============================] - 0s 378us/step - loss: 0.4337 - accuracy: 0.8000 Epoch 162/500 58/58 [==============================] - 0s 362us/step - loss: 0.4342 - accuracy: 0.7972 Epoch 163/500 58/58 [==============================] - 0s 380us/step - loss: 0.4337 - accuracy: 0.8049 Epoch 164/500 58/58 [==============================] - 0s 389us/step - loss: 0.4344 - accuracy: 0.8007 Epoch 165/500 58/58 [==============================] - 0s 379us/step - loss: 0.4342 - accuracy: 0.8014 Epoch 166/500 58/58 [==============================] - 0s 368us/step - loss: 0.4340 - accuracy: 0.8014 Epoch 167/500 58/58 [==============================] - 0s 366us/step - loss: 0.4339 - accuracy: 0.7986 Epoch 168/500 58/58 [==============================] - 0s 375us/step - loss: 0.4335 - accuracy: 0.8007 Epoch 169/500 58/58 [==============================] - 0s 373us/step - loss: 0.4339 - accuracy: 0.8007 Epoch 170/500 58/58 [==============================] - 0s 358us/step - loss: 0.4333 - accuracy: 0.8035 Epoch 171/500 58/58 [==============================] - 0s 377us/step - loss: 0.4332 - accuracy: 0.7965 Epoch 172/500 58/58 [==============================] - 0s 365us/step - loss: 0.4334 - accuracy: 0.8028 Epoch 173/500 58/58 [==============================] - 0s 379us/step - loss: 0.4335 - accuracy: 0.7979 Epoch 174/500 58/58 [==============================] - 0s 368us/step - loss: 0.4332 - accuracy: 0.8014 Epoch 175/500 58/58 [==============================] - 0s 365us/step - loss: 0.4324 - accuracy: 0.8021 Epoch 176/500 58/58 [==============================] - 0s 356us/step - loss: 0.4329 - accuracy: 0.8056 Epoch 177/500 58/58 [==============================] - 0s 357us/step - loss: 0.4332 - accuracy: 0.8035 Epoch 178/500 58/58 [==============================] - 0s 364us/step - loss: 0.4324 - accuracy: 0.8007 Epoch 179/500 58/58 [==============================] - 0s 377us/step - loss: 0.4335 - accuracy: 0.8021 Epoch 180/500 58/58 [==============================] - 0s 368us/step - loss: 0.4328 - accuracy: 0.8049 Epoch 181/500 58/58 [==============================] - 0s 371us/step - loss: 0.4329 - accuracy: 0.8021 Epoch 182/500 58/58 [==============================] - 0s 374us/step - loss: 0.4324 - accuracy: 0.8062 Epoch 183/500 58/58 [==============================] - 0s 363us/step - loss: 0.4326 - accuracy: 0.8014 Epoch 184/500 58/58 [==============================] - 0s 350us/step - loss: 0.4322 - accuracy: 0.8062 Epoch 185/500 58/58 [==============================] - 0s 532us/step - loss: 0.4324 - accuracy: 0.8069 Epoch 186/500 58/58 [==============================] - 0s 360us/step - loss: 0.4321 - accuracy: 0.8007 Epoch 187/500 58/58 [==============================] - 0s 358us/step - loss: 0.4317 - accuracy: 0.8035 Epoch 188/500 58/58 [==============================] - 0s 379us/step - loss: 0.4315 - accuracy: 0.8056 Epoch 189/500 58/58 [==============================] - 0s 379us/step - loss: 0.4312 - accuracy: 0.8042 Epoch 190/500 58/58 [==============================] - 0s 354us/step - loss: 0.4320 - accuracy: 0.8000 Epoch 191/500 58/58 [==============================] - 0s 363us/step - loss: 0.4316 - accuracy: 0.8014 Epoch 192/500 58/58 [==============================] - 0s 369us/step - loss: 0.4311 - accuracy: 0.8049 Epoch 193/500 58/58 [==============================] - 0s 366us/step - loss: 0.4311 - accuracy: 0.8042 Epoch 194/500 58/58 [==============================] - 0s 366us/step - loss: 0.4313 - accuracy: 0.8028 Epoch 195/500 58/58 [==============================] - 0s 363us/step - loss: 0.4308 - accuracy: 0.8049 Epoch 196/500 58/58 [==============================] - 0s 350us/step - loss: 0.4309 - accuracy: 0.8035 Epoch 197/500 58/58 [==============================] - 0s 369us/step - loss: 0.4304 - accuracy: 0.8042 Epoch 198/500 58/58 [==============================] - 0s 373us/step - loss: 0.4310 - accuracy: 0.8028 Epoch 199/500 58/58 [==============================] - 0s 374us/step - loss: 0.4309 - accuracy: 0.8014 Epoch 200/500 58/58 [==============================] - 0s 355us/step - loss: 0.4295 - accuracy: 0.8056 Epoch 201/500 58/58 [==============================] - 0s 353us/step - loss: 0.4300 - accuracy: 0.8049 Epoch 202/500 58/58 [==============================] - 0s 386us/step - loss: 0.4309 - accuracy: 0.8049 Epoch 203/500 58/58 [==============================] - 0s 362us/step - loss: 0.4298 - accuracy: 0.8035 Epoch 204/500 58/58 [==============================] - 0s 371us/step - loss: 0.4301 - accuracy: 0.8042 Epoch 205/500 58/58 [==============================] - 0s 368us/step - loss: 0.4296 - accuracy: 0.8042 Epoch 206/500 58/58 [==============================] - 0s 361us/step - loss: 0.4293 - accuracy: 0.8014 Epoch 207/500 58/58 [==============================] - 0s 368us/step - loss: 0.4299 - accuracy: 0.8049 Epoch 208/500 58/58 [==============================] - 0s 379us/step - loss: 0.4303 - accuracy: 0.8007 Epoch 209/500 58/58 [==============================] - 0s 372us/step - loss: 0.4293 - accuracy: 0.8090 Epoch 210/500 58/58 [==============================] - 0s 361us/step - loss: 0.4283 - accuracy: 0.8076 Epoch 211/500 58/58 [==============================] - 0s 358us/step - loss: 0.4290 - accuracy: 0.7986 Epoch 212/500 58/58 [==============================] - 0s 360us/step - loss: 0.4285 - accuracy: 0.8014 Epoch 213/500 58/58 [==============================] - 0s 363us/step - loss: 0.4279 - accuracy: 0.8076 Epoch 214/500 58/58 [==============================] - 0s 379us/step - loss: 0.4279 - accuracy: 0.7972 Epoch 215/500 58/58 [==============================] - 0s 384us/step - loss: 0.4267 - accuracy: 0.8042 Epoch 216/500 58/58 [==============================] - 0s 372us/step - loss: 0.4273 - accuracy: 0.8021 Epoch 217/500 58/58 [==============================] - 0s 394us/step - loss: 0.4270 - accuracy: 0.8056 Epoch 218/500 58/58 [==============================] - 0s 400us/step - loss: 0.4273 - accuracy: 0.8125 Epoch 219/500 58/58 [==============================] - 0s 414us/step - loss: 0.4265 - accuracy: 0.8083 Epoch 220/500 58/58 [==============================] - 0s 390us/step - loss: 0.4262 - accuracy: 0.8062 Epoch 221/500 58/58 [==============================] - 0s 443us/step - loss: 0.4262 - accuracy: 0.8028 Epoch 222/500 58/58 [==============================] - 0s 387us/step - loss: 0.4257 - accuracy: 0.8049 Epoch 223/500 58/58 [==============================] - 0s 421us/step - loss: 0.4252 - accuracy: 0.8069 Epoch 224/500 58/58 [==============================] - 0s 417us/step - loss: 0.4257 - accuracy: 0.8069 Epoch 225/500 58/58 [==============================] - 0s 411us/step - loss: 0.4245 - accuracy: 0.8035 Epoch 226/500 58/58 [==============================] - 0s 397us/step - loss: 0.4242 - accuracy: 0.8062 Epoch 227/500 58/58 [==============================] - 0s 426us/step - loss: 0.4246 - accuracy: 0.8083 Epoch 228/500 58/58 [==============================] - 0s 437us/step - loss: 0.4245 - accuracy: 0.8097 Epoch 229/500 58/58 [==============================] - 0s 417us/step - loss: 0.4246 - accuracy: 0.8097 Epoch 230/500 58/58 [==============================] - 0s 375us/step - loss: 0.4251 - accuracy: 0.8097 Epoch 231/500 58/58 [==============================] - 0s 373us/step - loss: 0.4244 - accuracy: 0.8062 Epoch 232/500 58/58 [==============================] - 0s 374us/step - loss: 0.4236 - accuracy: 0.8097 Epoch 233/500 58/58 [==============================] - 0s 391us/step - loss: 0.4242 - accuracy: 0.8042 Epoch 234/500 58/58 [==============================] - 0s 349us/step - loss: 0.4229 - accuracy: 0.8062 Epoch 235/500 58/58 [==============================] - 0s 383us/step - loss: 0.4237 - accuracy: 0.8111 Epoch 236/500 58/58 [==============================] - 0s 373us/step - loss: 0.4235 - accuracy: 0.8049 Epoch 237/500 58/58 [==============================] - 0s 386us/step - loss: 0.4228 - accuracy: 0.8097 Epoch 238/500 58/58 [==============================] - 0s 365us/step - loss: 0.4231 - accuracy: 0.8042 Epoch 239/500 58/58 [==============================] - 0s 384us/step - loss: 0.4226 - accuracy: 0.8076 Epoch 240/500 58/58 [==============================] - 0s 375us/step - loss: 0.4235 - accuracy: 0.8083 Epoch 241/500 58/58 [==============================] - 0s 387us/step - loss: 0.4225 - accuracy: 0.8069 Epoch 242/500 58/58 [==============================] - 0s 372us/step - loss: 0.4227 - accuracy: 0.8083 Epoch 243/500 58/58 [==============================] - 0s 366us/step - loss: 0.4223 - accuracy: 0.8097 Epoch 244/500 58/58 [==============================] - 0s 375us/step - loss: 0.4223 - accuracy: 0.8118 Epoch 245/500 58/58 [==============================] - 0s 357us/step - loss: 0.4219 - accuracy: 0.8104 Epoch 246/500 58/58 [==============================] - 0s 364us/step - loss: 0.4221 - accuracy: 0.8069 Epoch 247/500 58/58 [==============================] - 0s 367us/step - loss: 0.4216 - accuracy: 0.8104 Epoch 248/500 58/58 [==============================] - 0s 370us/step - loss: 0.4226 - accuracy: 0.8104 Epoch 249/500 58/58 [==============================] - 0s 367us/step - loss: 0.4213 - accuracy: 0.8090 Epoch 250/500 58/58 [==============================] - 0s 377us/step - loss: 0.4215 - accuracy: 0.8076 Epoch 251/500 58/58 [==============================] - 0s 363us/step - loss: 0.4213 - accuracy: 0.8125 Epoch 252/500 58/58 [==============================] - 0s 358us/step - loss: 0.4219 - accuracy: 0.8083 Epoch 253/500 58/58 [==============================] - 0s 362us/step - loss: 0.4210 - accuracy: 0.8069 Epoch 254/500 58/58 [==============================] - 0s 370us/step - loss: 0.4210 - accuracy: 0.8083 Epoch 255/500 58/58 [==============================] - 0s 353us/step - loss: 0.4205 - accuracy: 0.8062 Epoch 256/500 58/58 [==============================] - 0s 369us/step - loss: 0.4201 - accuracy: 0.8139 Epoch 257/500 58/58 [==============================] - 0s 377us/step - loss: 0.4201 - accuracy: 0.8111 Epoch 258/500 58/58 [==============================] - 0s 380us/step - loss: 0.4204 - accuracy: 0.8097 Epoch 259/500 58/58 [==============================] - 0s 365us/step - loss: 0.4199 - accuracy: 0.8097 Epoch 260/500 58/58 [==============================] - 0s 376us/step - loss: 0.4200 - accuracy: 0.8111 Epoch 261/500 58/58 [==============================] - 0s 364us/step - loss: 0.4200 - accuracy: 0.8097 Epoch 262/500 58/58 [==============================] - 0s 370us/step - loss: 0.4196 - accuracy: 0.8104 Epoch 263/500 58/58 [==============================] - 0s 507us/step - loss: 0.4193 - accuracy: 0.8097 Epoch 264/500 58/58 [==============================] - 0s 373us/step - loss: 0.4197 - accuracy: 0.8056 Epoch 265/500 58/58 [==============================] - 0s 375us/step - loss: 0.4193 - accuracy: 0.8118 Epoch 266/500 58/58 [==============================] - 0s 365us/step - loss: 0.4193 - accuracy: 0.8083 Epoch 267/500 58/58 [==============================] - 0s 371us/step - loss: 0.4195 - accuracy: 0.8111 Epoch 268/500 58/58 [==============================] - 0s 363us/step - loss: 0.4197 - accuracy: 0.8160 Epoch 269/500 58/58 [==============================] - 0s 373us/step - loss: 0.4196 - accuracy: 0.8090 Epoch 270/500 58/58 [==============================] - 0s 357us/step - loss: 0.4196 - accuracy: 0.8132 Epoch 271/500 58/58 [==============================] - 0s 381us/step - loss: 0.4194 - accuracy: 0.8160 Epoch 272/500 58/58 [==============================] - 0s 364us/step - loss: 0.4195 - accuracy: 0.8174 Epoch 273/500 58/58 [==============================] - 0s 355us/step - loss: 0.4186 - accuracy: 0.8111 Epoch 274/500 58/58 [==============================] - 0s 373us/step - loss: 0.4193 - accuracy: 0.8153 Epoch 275/500 58/58 [==============================] - 0s 377us/step - loss: 0.4192 - accuracy: 0.8118 Epoch 276/500 58/58 [==============================] - 0s 362us/step - loss: 0.4188 - accuracy: 0.8188 Epoch 277/500 58/58 [==============================] - 0s 356us/step - loss: 0.4190 - accuracy: 0.8160 Epoch 278/500 58/58 [==============================] - 0s 379us/step - loss: 0.4192 - accuracy: 0.8125 Epoch 279/500 58/58 [==============================] - 0s 362us/step - loss: 0.4193 - accuracy: 0.8153 Epoch 280/500 58/58 [==============================] - 0s 360us/step - loss: 0.4190 - accuracy: 0.8167 Epoch 281/500 58/58 [==============================] - 0s 364us/step - loss: 0.4191 - accuracy: 0.8181 Epoch 282/500 58/58 [==============================] - 0s 366us/step - loss: 0.4206 - accuracy: 0.8201 Epoch 283/500 58/58 [==============================] - 0s 376us/step - loss: 0.4181 - accuracy: 0.8174 Epoch 284/500 58/58 [==============================] - 0s 359us/step - loss: 0.4176 - accuracy: 0.8201 Epoch 285/500 58/58 [==============================] - 0s 354us/step - loss: 0.4178 - accuracy: 0.8146 Epoch 286/500 58/58 [==============================] - 0s 361us/step - loss: 0.4198 - accuracy: 0.8111 Epoch 287/500 58/58 [==============================] - 0s 375us/step - loss: 0.4186 - accuracy: 0.8125 Epoch 288/500 58/58 [==============================] - 0s 365us/step - loss: 0.4177 - accuracy: 0.8181 Epoch 289/500 58/58 [==============================] - 0s 354us/step - loss: 0.4178 - accuracy: 0.8174 Epoch 290/500 58/58 [==============================] - 0s 366us/step - loss: 0.4189 - accuracy: 0.8188 Epoch 291/500 58/58 [==============================] - 0s 360us/step - loss: 0.4179 - accuracy: 0.8174 Epoch 292/500 58/58 [==============================] - 0s 378us/step - loss: 0.4176 - accuracy: 0.8174 Epoch 293/500 58/58 [==============================] - 0s 379us/step - loss: 0.4165 - accuracy: 0.8146 Epoch 294/500 58/58 [==============================] - 0s 375us/step - loss: 0.4176 - accuracy: 0.8167 Epoch 295/500 58/58 [==============================] - 0s 383us/step - loss: 0.4179 - accuracy: 0.8153 Epoch 296/500 58/58 [==============================] - 0s 368us/step - loss: 0.4181 - accuracy: 0.8160 Epoch 297/500 58/58 [==============================] - 0s 372us/step - loss: 0.4170 - accuracy: 0.8160 Epoch 298/500 58/58 [==============================] - 0s 363us/step - loss: 0.4170 - accuracy: 0.8174 Epoch 299/500 58/58 [==============================] - 0s 729us/step - loss: 0.4178 - accuracy: 0.8201 Epoch 300/500 58/58 [==============================] - 0s 375us/step - loss: 0.4175 - accuracy: 0.8194 Epoch 301/500 58/58 [==============================] - 0s 369us/step - loss: 0.4176 - accuracy: 0.8160 Epoch 302/500 58/58 [==============================] - 0s 366us/step - loss: 0.4164 - accuracy: 0.8208 Epoch 303/500 58/58 [==============================] - 0s 375us/step - loss: 0.4165 - accuracy: 0.8160 Epoch 304/500 58/58 [==============================] - 0s 371us/step - loss: 0.4166 - accuracy: 0.8181 Epoch 305/500 58/58 [==============================] - 0s 370us/step - loss: 0.4161 - accuracy: 0.8188 Epoch 306/500 58/58 [==============================] - 0s 363us/step - loss: 0.4164 - accuracy: 0.8132 Epoch 307/500 58/58 [==============================] - 0s 373us/step - loss: 0.4157 - accuracy: 0.8146 Epoch 308/500 58/58 [==============================] - 0s 374us/step - loss: 0.4152 - accuracy: 0.8181 Epoch 309/500 58/58 [==============================] - 0s 360us/step - loss: 0.4151 - accuracy: 0.8167 Epoch 310/500 58/58 [==============================] - 0s 379us/step - loss: 0.4157 - accuracy: 0.8139 Epoch 311/500 58/58 [==============================] - 0s 358us/step - loss: 0.4150 - accuracy: 0.8153 Epoch 312/500 58/58 [==============================] - 0s 363us/step - loss: 0.4153 - accuracy: 0.8153 Epoch 313/500 58/58 [==============================] - 0s 369us/step - loss: 0.4154 - accuracy: 0.8236 Epoch 314/500 58/58 [==============================] - 0s 370us/step - loss: 0.4145 - accuracy: 0.8181 Epoch 315/500 58/58 [==============================] - 0s 366us/step - loss: 0.4152 - accuracy: 0.8146 Epoch 316/500 58/58 [==============================] - 0s 358us/step - loss: 0.4145 - accuracy: 0.8146 Epoch 317/500 58/58 [==============================] - 0s 356us/step - loss: 0.4139 - accuracy: 0.8146 Epoch 318/500 58/58 [==============================] - 0s 354us/step - loss: 0.4143 - accuracy: 0.8174 Epoch 319/500 58/58 [==============================] - 0s 376us/step - loss: 0.4152 - accuracy: 0.8118 Epoch 320/500 58/58 [==============================] - 0s 361us/step - loss: 0.4140 - accuracy: 0.8167 Epoch 321/500 58/58 [==============================] - 0s 365us/step - loss: 0.4149 - accuracy: 0.8104 Epoch 322/500 58/58 [==============================] - 0s 369us/step - loss: 0.4139 - accuracy: 0.8160 Epoch 323/500 58/58 [==============================] - 0s 363us/step - loss: 0.4161 - accuracy: 0.8139 Epoch 324/500 58/58 [==============================] - 0s 366us/step - loss: 0.4148 - accuracy: 0.8139 Epoch 325/500 58/58 [==============================] - 0s 365us/step - loss: 0.4133 - accuracy: 0.8181 Epoch 326/500 58/58 [==============================] - 0s 371us/step - loss: 0.4147 - accuracy: 0.8174 Epoch 327/500 58/58 [==============================] - 0s 354us/step - loss: 0.4154 - accuracy: 0.8174 Epoch 328/500 58/58 [==============================] - 0s 353us/step - loss: 0.4144 - accuracy: 0.8160 Epoch 329/500 58/58 [==============================] - 0s 371us/step - loss: 0.4136 - accuracy: 0.8188 Epoch 330/500 58/58 [==============================] - 0s 374us/step - loss: 0.4147 - accuracy: 0.8146 Epoch 331/500 58/58 [==============================] - 0s 383us/step - loss: 0.4135 - accuracy: 0.8153 Epoch 332/500 58/58 [==============================] - 0s 353us/step - loss: 0.4143 - accuracy: 0.8201 Epoch 333/500 58/58 [==============================] - 0s 363us/step - loss: 0.4136 - accuracy: 0.8167 Epoch 334/500 58/58 [==============================] - 0s 366us/step - loss: 0.4144 - accuracy: 0.8125 Epoch 335/500 58/58 [==============================] - 0s 376us/step - loss: 0.4134 - accuracy: 0.8153 Epoch 336/500 58/58 [==============================] - 0s 359us/step - loss: 0.4143 - accuracy: 0.8201 Epoch 337/500 58/58 [==============================] - 0s 372us/step - loss: 0.4135 - accuracy: 0.8160 Epoch 338/500 58/58 [==============================] - 0s 371us/step - loss: 0.4131 - accuracy: 0.8194 Epoch 339/500 58/58 [==============================] - 0s 376us/step - loss: 0.4138 - accuracy: 0.8167 Epoch 340/500 58/58 [==============================] - 0s 388us/step - loss: 0.4130 - accuracy: 0.8215 Epoch 341/500 58/58 [==============================] - 0s 365us/step - loss: 0.4123 - accuracy: 0.8215 Epoch 342/500 58/58 [==============================] - 0s 363us/step - loss: 0.4134 - accuracy: 0.8181 Epoch 343/500 58/58 [==============================] - 0s 382us/step - loss: 0.4134 - accuracy: 0.8208 Epoch 344/500 58/58 [==============================] - 0s 526us/step - loss: 0.4139 - accuracy: 0.8167 Epoch 345/500 58/58 [==============================] - 0s 365us/step - loss: 0.4123 - accuracy: 0.8194 Epoch 346/500 58/58 [==============================] - 0s 361us/step - loss: 0.4143 - accuracy: 0.8229 Epoch 347/500 58/58 [==============================] - 0s 369us/step - loss: 0.4133 - accuracy: 0.8208 Epoch 348/500 58/58 [==============================] - 0s 368us/step - loss: 0.4122 - accuracy: 0.8208 Epoch 349/500 58/58 [==============================] - 0s 368us/step - loss: 0.4121 - accuracy: 0.8250 Epoch 350/500 58/58 [==============================] - 0s 370us/step - loss: 0.4126 - accuracy: 0.8250 Epoch 351/500 58/58 [==============================] - 0s 376us/step - loss: 0.4120 - accuracy: 0.8264 Epoch 352/500 58/58 [==============================] - 0s 352us/step - loss: 0.4125 - accuracy: 0.8236 Epoch 353/500 58/58 [==============================] - 0s 370us/step - loss: 0.4120 - accuracy: 0.8229 Epoch 354/500 58/58 [==============================] - 0s 373us/step - loss: 0.4113 - accuracy: 0.8181 Epoch 355/500 58/58 [==============================] - 0s 360us/step - loss: 0.4116 - accuracy: 0.8222 Epoch 356/500 58/58 [==============================] - 0s 369us/step - loss: 0.4118 - accuracy: 0.8215 Epoch 357/500 58/58 [==============================] - 0s 379us/step - loss: 0.4126 - accuracy: 0.8236 Epoch 358/500 58/58 [==============================] - 0s 365us/step - loss: 0.4127 - accuracy: 0.8229 Epoch 359/500 58/58 [==============================] - 0s 385us/step - loss: 0.4121 - accuracy: 0.8208 Epoch 360/500 58/58 [==============================] - 0s 371us/step - loss: 0.4117 - accuracy: 0.8188 Epoch 361/500 58/58 [==============================] - 0s 354us/step - loss: 0.4113 - accuracy: 0.8194 Epoch 362/500 58/58 [==============================] - 0s 346us/step - loss: 0.4121 - accuracy: 0.8257 Epoch 363/500 58/58 [==============================] - 0s 370us/step - loss: 0.4123 - accuracy: 0.8188 Epoch 364/500 58/58 [==============================] - 0s 346us/step - loss: 0.4113 - accuracy: 0.8236 Epoch 365/500 58/58 [==============================] - 0s 368us/step - loss: 0.4122 - accuracy: 0.8201 Epoch 366/500 58/58 [==============================] - 0s 373us/step - loss: 0.4114 - accuracy: 0.8229 Epoch 367/500 58/58 [==============================] - 0s 354us/step - loss: 0.4117 - accuracy: 0.8222 Epoch 368/500 58/58 [==============================] - 0s 369us/step - loss: 0.4115 - accuracy: 0.8194 Epoch 369/500 58/58 [==============================] - 0s 363us/step - loss: 0.4112 - accuracy: 0.8188 Epoch 370/500 58/58 [==============================] - 0s 364us/step - loss: 0.4109 - accuracy: 0.8236 Epoch 371/500 58/58 [==============================] - 0s 373us/step - loss: 0.4118 - accuracy: 0.8271 Epoch 372/500 58/58 [==============================] - 0s 365us/step - loss: 0.4103 - accuracy: 0.8194 Epoch 373/500 58/58 [==============================] - 0s 372us/step - loss: 0.4126 - accuracy: 0.8201 Epoch 374/500 58/58 [==============================] - 0s 375us/step - loss: 0.4112 - accuracy: 0.8236 Epoch 375/500 58/58 [==============================] - 0s 370us/step - loss: 0.4107 - accuracy: 0.8236 Epoch 376/500 58/58 [==============================] - 0s 378us/step - loss: 0.4119 - accuracy: 0.8215 Epoch 377/500 58/58 [==============================] - 0s 353us/step - loss: 0.4099 - accuracy: 0.8264 Epoch 378/500 58/58 [==============================] - 0s 364us/step - loss: 0.4108 - accuracy: 0.8236 Epoch 379/500 58/58 [==============================] - 0s 381us/step - loss: 0.4111 - accuracy: 0.8201 Epoch 380/500 58/58 [==============================] - 0s 372us/step - loss: 0.4107 - accuracy: 0.8222 Epoch 381/500 58/58 [==============================] - 0s 374us/step - loss: 0.4108 - accuracy: 0.8181 Epoch 382/500 58/58 [==============================] - 0s 362us/step - loss: 0.4097 - accuracy: 0.8188 Epoch 383/500 58/58 [==============================] - 0s 348us/step - loss: 0.4108 - accuracy: 0.8236 Epoch 384/500 58/58 [==============================] - 0s 369us/step - loss: 0.4100 - accuracy: 0.8181 Epoch 385/500 58/58 [==============================] - 0s 366us/step - loss: 0.4117 - accuracy: 0.8215 Epoch 386/500 58/58 [==============================] - 0s 355us/step - loss: 0.4102 - accuracy: 0.8243 Epoch 387/500 58/58 [==============================] - 0s 380us/step - loss: 0.4105 - accuracy: 0.8208 Epoch 388/500 58/58 [==============================] - 0s 360us/step - loss: 0.4121 - accuracy: 0.8236 Epoch 389/500 58/58 [==============================] - 0s 363us/step - loss: 0.4094 - accuracy: 0.8229 Epoch 390/500 58/58 [==============================] - 0s 375us/step - loss: 0.4100 - accuracy: 0.8264 Epoch 391/500 58/58 [==============================] - 0s 373us/step - loss: 0.4093 - accuracy: 0.8222 Epoch 392/500 58/58 [==============================] - 0s 350us/step - loss: 0.4100 - accuracy: 0.8208 Epoch 393/500 58/58 [==============================] - 0s 380us/step - loss: 0.4088 - accuracy: 0.8264 Epoch 394/500 58/58 [==============================] - 0s 348us/step - loss: 0.4097 - accuracy: 0.8208 Epoch 395/500 58/58 [==============================] - 0s 351us/step - loss: 0.4100 - accuracy: 0.8215 Epoch 396/500 58/58 [==============================] - 0s 357us/step - loss: 0.4107 - accuracy: 0.8250 Epoch 397/500 58/58 [==============================] - 0s 365us/step - loss: 0.4091 - accuracy: 0.8215 Epoch 398/500 58/58 [==============================] - 0s 370us/step - loss: 0.4101 - accuracy: 0.8236 Epoch 399/500 58/58 [==============================] - 0s 382us/step - loss: 0.4077 - accuracy: 0.8250 Epoch 400/500 58/58 [==============================] - 0s 374us/step - loss: 0.4097 - accuracy: 0.8194 Epoch 401/500 58/58 [==============================] - 0s 365us/step - loss: 0.4083 - accuracy: 0.8236 Epoch 402/500 58/58 [==============================] - 0s 365us/step - loss: 0.4081 - accuracy: 0.8222 Epoch 403/500 58/58 [==============================] - 0s 354us/step - loss: 0.4083 - accuracy: 0.8222 Epoch 404/500 58/58 [==============================] - 0s 361us/step - loss: 0.4090 - accuracy: 0.8243 Epoch 405/500 58/58 [==============================] - 0s 357us/step - loss: 0.4079 - accuracy: 0.8229 Epoch 406/500 58/58 [==============================] - 0s 361us/step - loss: 0.4076 - accuracy: 0.8257 Epoch 407/500 58/58 [==============================] - 0s 371us/step - loss: 0.4076 - accuracy: 0.8215 Epoch 408/500 58/58 [==============================] - 0s 369us/step - loss: 0.4077 - accuracy: 0.8285 Epoch 409/500 58/58 [==============================] - 0s 365us/step - loss: 0.4075 - accuracy: 0.8243 Epoch 410/500 58/58 [==============================] - 0s 367us/step - loss: 0.4074 - accuracy: 0.8257 Epoch 411/500 58/58 [==============================] - 0s 371us/step - loss: 0.4072 - accuracy: 0.8243 Epoch 412/500 58/58 [==============================] - 0s 376us/step - loss: 0.4074 - accuracy: 0.8271 Epoch 413/500 58/58 [==============================] - 0s 358us/step - loss: 0.4069 - accuracy: 0.8264 Epoch 414/500 58/58 [==============================] - 0s 357us/step - loss: 0.4085 - accuracy: 0.8257 Epoch 415/500 58/58 [==============================] - 0s 367us/step - loss: 0.4068 - accuracy: 0.8243 Epoch 416/500 58/58 [==============================] - 0s 354us/step - loss: 0.4072 - accuracy: 0.8236 Epoch 417/500 58/58 [==============================] - 0s 366us/step - loss: 0.4071 - accuracy: 0.8257 Epoch 418/500 58/58 [==============================] - 0s 370us/step - loss: 0.4081 - accuracy: 0.8264 Epoch 419/500 58/58 [==============================] - 0s 357us/step - loss: 0.4065 - accuracy: 0.8229 Epoch 420/500 58/58 [==============================] - 0s 370us/step - loss: 0.4068 - accuracy: 0.8264 Epoch 421/500 58/58 [==============================] - 0s 371us/step - loss: 0.4066 - accuracy: 0.8215 Epoch 422/500 58/58 [==============================] - 0s 374us/step - loss: 0.4074 - accuracy: 0.8250 Epoch 423/500 58/58 [==============================] - 0s 370us/step - loss: 0.4068 - accuracy: 0.8319 Epoch 424/500 58/58 [==============================] - 0s 366us/step - loss: 0.4077 - accuracy: 0.8243 Epoch 425/500 58/58 [==============================] - 0s 365us/step - loss: 0.4071 - accuracy: 0.8194 Epoch 426/500 58/58 [==============================] - 0s 536us/step - loss: 0.4068 - accuracy: 0.8292 Epoch 427/500 58/58 [==============================] - 0s 363us/step - loss: 0.4075 - accuracy: 0.8208 Epoch 428/500 58/58 [==============================] - 0s 364us/step - loss: 0.4078 - accuracy: 0.8201 Epoch 429/500 58/58 [==============================] - 0s 413us/step - loss: 0.4064 - accuracy: 0.8222 Epoch 430/500 58/58 [==============================] - 0s 364us/step - loss: 0.4086 - accuracy: 0.8250 Epoch 431/500 58/58 [==============================] - 0s 369us/step - loss: 0.4059 - accuracy: 0.8222 Epoch 432/500 58/58 [==============================] - 0s 364us/step - loss: 0.4064 - accuracy: 0.8264 Epoch 433/500 58/58 [==============================] - 0s 369us/step - loss: 0.4069 - accuracy: 0.8243 Epoch 434/500 58/58 [==============================] - 0s 374us/step - loss: 0.4062 - accuracy: 0.8271 Epoch 435/500 58/58 [==============================] - 0s 367us/step - loss: 0.4065 - accuracy: 0.8271 Epoch 436/500 58/58 [==============================] - 0s 368us/step - loss: 0.4084 - accuracy: 0.8229 Epoch 437/500 58/58 [==============================] - 0s 358us/step - loss: 0.4071 - accuracy: 0.8229 Epoch 438/500 58/58 [==============================] - 0s 374us/step - loss: 0.4060 - accuracy: 0.8271 Epoch 439/500 58/58 [==============================] - 0s 366us/step - loss: 0.4064 - accuracy: 0.8257 Epoch 440/500 58/58 [==============================] - 0s 367us/step - loss: 0.4058 - accuracy: 0.8243 Epoch 441/500 58/58 [==============================] - 0s 371us/step - loss: 0.4056 - accuracy: 0.8257 Epoch 442/500 58/58 [==============================] - 0s 364us/step - loss: 0.4068 - accuracy: 0.8264 Epoch 443/500 58/58 [==============================] - 0s 351us/step - loss: 0.4058 - accuracy: 0.8264 Epoch 444/500 58/58 [==============================] - 0s 370us/step - loss: 0.4059 - accuracy: 0.8236 Epoch 445/500 58/58 [==============================] - 0s 376us/step - loss: 0.4070 - accuracy: 0.8250 Epoch 446/500 58/58 [==============================] - 0s 370us/step - loss: 0.4069 - accuracy: 0.8243 Epoch 447/500 58/58 [==============================] - 0s 367us/step - loss: 0.4053 - accuracy: 0.8250 Epoch 448/500 58/58 [==============================] - 0s 371us/step - loss: 0.4052 - accuracy: 0.8292 Epoch 449/500 58/58 [==============================] - 0s 403us/step - loss: 0.4059 - accuracy: 0.8243 Epoch 450/500 58/58 [==============================] - 0s 411us/step - loss: 0.4071 - accuracy: 0.8285 Epoch 451/500 58/58 [==============================] - 0s 392us/step - loss: 0.4059 - accuracy: 0.8285 Epoch 452/500 58/58 [==============================] - 0s 360us/step - loss: 0.4060 - accuracy: 0.8215 Epoch 453/500 58/58 [==============================] - 0s 358us/step - loss: 0.4049 - accuracy: 0.8278 Epoch 454/500 58/58 [==============================] - 0s 356us/step - loss: 0.4057 - accuracy: 0.8340 Epoch 455/500 58/58 [==============================] - 0s 371us/step - loss: 0.4062 - accuracy: 0.8250 Epoch 456/500 58/58 [==============================] - 0s 382us/step - loss: 0.4050 - accuracy: 0.8264 Epoch 457/500 58/58 [==============================] - 0s 374us/step - loss: 0.4064 - accuracy: 0.8278 Epoch 458/500 58/58 [==============================] - 0s 372us/step - loss: 0.4052 - accuracy: 0.8271 Epoch 459/500 58/58 [==============================] - 0s 375us/step - loss: 0.4060 - accuracy: 0.8285 Epoch 460/500 58/58 [==============================] - 0s 375us/step - loss: 0.4056 - accuracy: 0.8229 Epoch 461/500 58/58 [==============================] - 0s 366us/step - loss: 0.4054 - accuracy: 0.8292 Epoch 462/500 58/58 [==============================] - 0s 355us/step - loss: 0.4056 - accuracy: 0.8292 Epoch 463/500 58/58 [==============================] - 0s 361us/step - loss: 0.4051 - accuracy: 0.8271 Epoch 464/500 58/58 [==============================] - 0s 379us/step - loss: 0.4050 - accuracy: 0.8257 Epoch 465/500 58/58 [==============================] - 0s 376us/step - loss: 0.4064 - accuracy: 0.8194 Epoch 466/500 58/58 [==============================] - 0s 361us/step - loss: 0.4065 - accuracy: 0.8292 Epoch 467/500 58/58 [==============================] - 0s 363us/step - loss: 0.4057 - accuracy: 0.8292 Epoch 468/500 58/58 [==============================] - 0s 359us/step - loss: 0.4044 - accuracy: 0.8299 Epoch 469/500 58/58 [==============================] - 0s 369us/step - loss: 0.4044 - accuracy: 0.8313 Epoch 470/500 58/58 [==============================] - 0s 374us/step - loss: 0.4048 - accuracy: 0.8278 Epoch 471/500 58/58 [==============================] - 0s 355us/step - loss: 0.4072 - accuracy: 0.8285 Epoch 472/500 58/58 [==============================] - 0s 378us/step - loss: 0.4047 - accuracy: 0.8278 Epoch 473/500 58/58 [==============================] - 0s 368us/step - loss: 0.4042 - accuracy: 0.8264 Epoch 474/500 58/58 [==============================] - 0s 380us/step - loss: 0.4053 - accuracy: 0.8264 Epoch 475/500 58/58 [==============================] - 0s 363us/step - loss: 0.4041 - accuracy: 0.8313 Epoch 476/500 58/58 [==============================] - 0s 394us/step - loss: 0.4043 - accuracy: 0.8285 Epoch 477/500 58/58 [==============================] - 0s 408us/step - loss: 0.4041 - accuracy: 0.8306 Epoch 478/500 58/58 [==============================] - 0s 374us/step - loss: 0.4050 - accuracy: 0.8299 Epoch 479/500 58/58 [==============================] - 0s 382us/step - loss: 0.4062 - accuracy: 0.8292 Epoch 480/500 58/58 [==============================] - 0s 356us/step - loss: 0.4036 - accuracy: 0.8299 Epoch 481/500 58/58 [==============================] - 0s 378us/step - loss: 0.4044 - accuracy: 0.8313 Epoch 482/500 58/58 [==============================] - 0s 366us/step - loss: 0.4050 - accuracy: 0.8250 Epoch 483/500 58/58 [==============================] - 0s 380us/step - loss: 0.4041 - accuracy: 0.8292 Epoch 484/500 58/58 [==============================] - 0s 372us/step - loss: 0.4041 - accuracy: 0.8271 Epoch 485/500 58/58 [==============================] - 0s 372us/step - loss: 0.4075 - accuracy: 0.8236 Epoch 486/500 58/58 [==============================] - 0s 375us/step - loss: 0.4038 - accuracy: 0.8264 Epoch 487/500 58/58 [==============================] - 0s 366us/step - loss: 0.4041 - accuracy: 0.8257 Epoch 488/500 58/58 [==============================] - 0s 361us/step - loss: 0.4063 - accuracy: 0.8313 Epoch 489/500 58/58 [==============================] - 0s 389us/step - loss: 0.4042 - accuracy: 0.8264 Epoch 490/500 58/58 [==============================] - 0s 355us/step - loss: 0.4041 - accuracy: 0.8257 Epoch 491/500 58/58 [==============================] - 0s 369us/step - loss: 0.4042 - accuracy: 0.8299 Epoch 492/500 58/58 [==============================] - 0s 366us/step - loss: 0.4038 - accuracy: 0.8278 Epoch 493/500 58/58 [==============================] - 0s 368us/step - loss: 0.4034 - accuracy: 0.8285 Epoch 494/500 58/58 [==============================] - 0s 373us/step - loss: 0.4027 - accuracy: 0.8306 Epoch 495/500 58/58 [==============================] - 0s 376us/step - loss: 0.4037 - accuracy: 0.8278 Epoch 496/500 58/58 [==============================] - 0s 376us/step - loss: 0.4043 - accuracy: 0.8257 Epoch 497/500 58/58 [==============================] - 0s 387us/step - loss: 0.4028 - accuracy: 0.8299 Epoch 498/500 58/58 [==============================] - 0s 351us/step - loss: 0.4042 - accuracy: 0.8257 Epoch 499/500 58/58 [==============================] - 0s 390us/step - loss: 0.4035 - accuracy: 0.8306 Epoch 500/500 58/58 [==============================] - 0s 378us/step - loss: 0.4033 - accuracy: 0.8292 5/5 [==============================] - 0s 533us/step Epoch 1/500 58/58 [==============================] - 0s 464us/step - loss: 0.6882 - accuracy: 0.6625 Epoch 2/500 58/58 [==============================] - 0s 414us/step - loss: 0.6698 - accuracy: 0.6667 Epoch 3/500 58/58 [==============================] - 0s 371us/step - loss: 0.6221 - accuracy: 0.6882 Epoch 4/500 58/58 [==============================] - 0s 399us/step - loss: 0.5562 - accuracy: 0.7507 Epoch 5/500 58/58 [==============================] - 0s 369us/step - loss: 0.5111 - accuracy: 0.7618 Epoch 6/500 58/58 [==============================] - 0s 370us/step - loss: 0.4895 - accuracy: 0.7583 Epoch 7/500 58/58 [==============================] - 0s 394us/step - loss: 0.4809 - accuracy: 0.7604 Epoch 8/500 58/58 [==============================] - 0s 378us/step - loss: 0.4767 - accuracy: 0.7583 Epoch 9/500 58/58 [==============================] - 0s 395us/step - loss: 0.4733 - accuracy: 0.7611 Epoch 10/500 58/58 [==============================] - 0s 353us/step - loss: 0.4714 - accuracy: 0.7646 Epoch 11/500 58/58 [==============================] - 0s 352us/step - loss: 0.4697 - accuracy: 0.7639 Epoch 12/500 58/58 [==============================] - 0s 386us/step - loss: 0.4684 - accuracy: 0.7681 Epoch 13/500 58/58 [==============================] - 0s 369us/step - loss: 0.4671 - accuracy: 0.7688 Epoch 14/500 58/58 [==============================] - 0s 369us/step - loss: 0.4667 - accuracy: 0.7681 Epoch 15/500 58/58 [==============================] - 0s 357us/step - loss: 0.4654 - accuracy: 0.7688 Epoch 16/500 58/58 [==============================] - 0s 370us/step - loss: 0.4645 - accuracy: 0.7708 Epoch 17/500 58/58 [==============================] - 0s 376us/step - loss: 0.4641 - accuracy: 0.7646 Epoch 18/500 58/58 [==============================] - 0s 376us/step - loss: 0.4634 - accuracy: 0.7694 Epoch 19/500 58/58 [==============================] - 0s 349us/step - loss: 0.4628 - accuracy: 0.7701 Epoch 20/500 58/58 [==============================] - 0s 374us/step - loss: 0.4617 - accuracy: 0.7750 Epoch 21/500 58/58 [==============================] - 0s 382us/step - loss: 0.4611 - accuracy: 0.7722 Epoch 22/500 58/58 [==============================] - 0s 361us/step - loss: 0.4597 - accuracy: 0.7743 Epoch 23/500 58/58 [==============================] - 0s 371us/step - loss: 0.4590 - accuracy: 0.7715 Epoch 24/500 58/58 [==============================] - 0s 367us/step - loss: 0.4583 - accuracy: 0.7674 Epoch 25/500 58/58 [==============================] - 0s 366us/step - loss: 0.4574 - accuracy: 0.7715 Epoch 26/500 58/58 [==============================] - 0s 361us/step - loss: 0.4565 - accuracy: 0.7750 Epoch 27/500 58/58 [==============================] - 0s 367us/step - loss: 0.4560 - accuracy: 0.7729 Epoch 28/500 58/58 [==============================] - 0s 367us/step - loss: 0.4554 - accuracy: 0.7736 Epoch 29/500 58/58 [==============================] - 0s 375us/step - loss: 0.4544 - accuracy: 0.7736 Epoch 30/500 58/58 [==============================] - 0s 362us/step - loss: 0.4540 - accuracy: 0.7771 Epoch 31/500 58/58 [==============================] - 0s 356us/step - loss: 0.4536 - accuracy: 0.7729 Epoch 32/500 58/58 [==============================] - 0s 376us/step - loss: 0.4534 - accuracy: 0.7743 Epoch 33/500 58/58 [==============================] - 0s 367us/step - loss: 0.4528 - accuracy: 0.7750 Epoch 34/500 58/58 [==============================] - 0s 365us/step - loss: 0.4522 - accuracy: 0.7771 Epoch 35/500 58/58 [==============================] - 0s 364us/step - loss: 0.4521 - accuracy: 0.7764 Epoch 36/500 58/58 [==============================] - 0s 376us/step - loss: 0.4511 - accuracy: 0.7771 Epoch 37/500 58/58 [==============================] - 0s 367us/step - loss: 0.4507 - accuracy: 0.7750 Epoch 38/500 58/58 [==============================] - 0s 363us/step - loss: 0.4502 - accuracy: 0.7764 Epoch 39/500 58/58 [==============================] - 0s 370us/step - loss: 0.4496 - accuracy: 0.7778 Epoch 40/500 58/58 [==============================] - 0s 368us/step - loss: 0.4491 - accuracy: 0.7764 Epoch 41/500 58/58 [==============================] - 0s 378us/step - loss: 0.4492 - accuracy: 0.7778 Epoch 42/500 58/58 [==============================] - 0s 361us/step - loss: 0.4488 - accuracy: 0.7764 Epoch 43/500 58/58 [==============================] - 0s 383us/step - loss: 0.4480 - accuracy: 0.7771 Epoch 44/500 58/58 [==============================] - 0s 376us/step - loss: 0.4478 - accuracy: 0.7778 Epoch 45/500 58/58 [==============================] - 0s 366us/step - loss: 0.4473 - accuracy: 0.7806 Epoch 46/500 58/58 [==============================] - 0s 368us/step - loss: 0.4466 - accuracy: 0.7806 Epoch 47/500 58/58 [==============================] - 0s 456us/step - loss: 0.4468 - accuracy: 0.7785 Epoch 48/500 58/58 [==============================] - 0s 353us/step - loss: 0.4457 - accuracy: 0.7792 Epoch 49/500 58/58 [==============================] - 0s 371us/step - loss: 0.4450 - accuracy: 0.7812 Epoch 50/500 58/58 [==============================] - 0s 365us/step - loss: 0.4446 - accuracy: 0.7819 Epoch 51/500 58/58 [==============================] - 0s 399us/step - loss: 0.4442 - accuracy: 0.7840 Epoch 52/500 58/58 [==============================] - 0s 375us/step - loss: 0.4446 - accuracy: 0.7819 Epoch 53/500 58/58 [==============================] - 0s 368us/step - loss: 0.4435 - accuracy: 0.7826 Epoch 54/500 58/58 [==============================] - 0s 363us/step - loss: 0.4432 - accuracy: 0.7840 Epoch 55/500 58/58 [==============================] - 0s 358us/step - loss: 0.4425 - accuracy: 0.7840 Epoch 56/500 58/58 [==============================] - 0s 369us/step - loss: 0.4428 - accuracy: 0.7868 Epoch 57/500 58/58 [==============================] - 0s 368us/step - loss: 0.4423 - accuracy: 0.7882 Epoch 58/500 58/58 [==============================] - 0s 371us/step - loss: 0.4413 - accuracy: 0.7868 Epoch 59/500 58/58 [==============================] - 0s 376us/step - loss: 0.4415 - accuracy: 0.7917 Epoch 60/500 58/58 [==============================] - 0s 361us/step - loss: 0.4414 - accuracy: 0.7875 Epoch 61/500 58/58 [==============================] - 0s 363us/step - loss: 0.4406 - accuracy: 0.7889 Epoch 62/500 58/58 [==============================] - 0s 359us/step - loss: 0.4404 - accuracy: 0.7861 Epoch 63/500 58/58 [==============================] - 0s 378us/step - loss: 0.4403 - accuracy: 0.7924 Epoch 64/500 58/58 [==============================] - 0s 366us/step - loss: 0.4397 - accuracy: 0.7931 Epoch 65/500 58/58 [==============================] - 0s 371us/step - loss: 0.4391 - accuracy: 0.7924 Epoch 66/500 58/58 [==============================] - 0s 372us/step - loss: 0.4395 - accuracy: 0.7882 Epoch 67/500 58/58 [==============================] - 0s 369us/step - loss: 0.4386 - accuracy: 0.7931 Epoch 68/500 58/58 [==============================] - 0s 367us/step - loss: 0.4386 - accuracy: 0.7924 Epoch 69/500 58/58 [==============================] - 0s 372us/step - loss: 0.4381 - accuracy: 0.7931 Epoch 70/500 58/58 [==============================] - 0s 343us/step - loss: 0.4373 - accuracy: 0.7931 Epoch 71/500 58/58 [==============================] - 0s 396us/step - loss: 0.4370 - accuracy: 0.7944 Epoch 72/500 58/58 [==============================] - 0s 367us/step - loss: 0.4365 - accuracy: 0.7937 Epoch 73/500 58/58 [==============================] - 0s 358us/step - loss: 0.4363 - accuracy: 0.7924 Epoch 74/500 58/58 [==============================] - 0s 375us/step - loss: 0.4355 - accuracy: 0.7944 Epoch 75/500 58/58 [==============================] - 0s 377us/step - loss: 0.4346 - accuracy: 0.7951 Epoch 76/500 58/58 [==============================] - 0s 364us/step - loss: 0.4343 - accuracy: 0.7917 Epoch 77/500 58/58 [==============================] - 0s 344us/step - loss: 0.4337 - accuracy: 0.7979 Epoch 78/500 58/58 [==============================] - 0s 535us/step - loss: 0.4339 - accuracy: 0.7958 Epoch 79/500 58/58 [==============================] - 0s 367us/step - loss: 0.4330 - accuracy: 0.7951 Epoch 80/500 58/58 [==============================] - 0s 364us/step - loss: 0.4321 - accuracy: 0.8000 Epoch 81/500 58/58 [==============================] - 0s 370us/step - loss: 0.4321 - accuracy: 0.7965 Epoch 82/500 58/58 [==============================] - 0s 375us/step - loss: 0.4320 - accuracy: 0.7972 Epoch 83/500 58/58 [==============================] - 0s 355us/step - loss: 0.4316 - accuracy: 0.8000 Epoch 84/500 58/58 [==============================] - 0s 364us/step - loss: 0.4311 - accuracy: 0.7972 Epoch 85/500 58/58 [==============================] - 0s 364us/step - loss: 0.4310 - accuracy: 0.7924 Epoch 86/500 58/58 [==============================] - 0s 369us/step - loss: 0.4308 - accuracy: 0.7965 Epoch 87/500 58/58 [==============================] - 0s 371us/step - loss: 0.4304 - accuracy: 0.8007 Epoch 88/500 58/58 [==============================] - 0s 359us/step - loss: 0.4303 - accuracy: 0.7958 Epoch 89/500 58/58 [==============================] - 0s 360us/step - loss: 0.4298 - accuracy: 0.8000 Epoch 90/500 58/58 [==============================] - 0s 375us/step - loss: 0.4297 - accuracy: 0.8014 Epoch 91/500 58/58 [==============================] - 0s 371us/step - loss: 0.4290 - accuracy: 0.8007 Epoch 92/500 58/58 [==============================] - 0s 376us/step - loss: 0.4288 - accuracy: 0.8000 Epoch 93/500 58/58 [==============================] - 0s 362us/step - loss: 0.4286 - accuracy: 0.7993 Epoch 94/500 58/58 [==============================] - 0s 364us/step - loss: 0.4282 - accuracy: 0.7993 Epoch 95/500 58/58 [==============================] - 0s 358us/step - loss: 0.4281 - accuracy: 0.8000 Epoch 96/500 58/58 [==============================] - 0s 365us/step - loss: 0.4276 - accuracy: 0.8000 Epoch 97/500 58/58 [==============================] - 0s 380us/step - loss: 0.4276 - accuracy: 0.8000 Epoch 98/500 58/58 [==============================] - 0s 354us/step - loss: 0.4275 - accuracy: 0.7979 Epoch 99/500 58/58 [==============================] - 0s 380us/step - loss: 0.4268 - accuracy: 0.8007 Epoch 100/500 58/58 [==============================] - 0s 371us/step - loss: 0.4269 - accuracy: 0.8007 Epoch 101/500 58/58 [==============================] - 0s 382us/step - loss: 0.4264 - accuracy: 0.8007 Epoch 102/500 58/58 [==============================] - 0s 354us/step - loss: 0.4258 - accuracy: 0.8000 Epoch 103/500 58/58 [==============================] - 0s 375us/step - loss: 0.4259 - accuracy: 0.7979 Epoch 104/500 58/58 [==============================] - 0s 379us/step - loss: 0.4261 - accuracy: 0.8007 Epoch 105/500 58/58 [==============================] - 0s 357us/step - loss: 0.4252 - accuracy: 0.8007 Epoch 106/500 58/58 [==============================] - 0s 372us/step - loss: 0.4250 - accuracy: 0.7993 Epoch 107/500 58/58 [==============================] - 0s 370us/step - loss: 0.4248 - accuracy: 0.7993 Epoch 108/500 58/58 [==============================] - 0s 378us/step - loss: 0.4243 - accuracy: 0.8014 Epoch 109/500 58/58 [==============================] - 0s 365us/step - loss: 0.4240 - accuracy: 0.8000 Epoch 110/500 58/58 [==============================] - 0s 373us/step - loss: 0.4238 - accuracy: 0.7986 Epoch 111/500 58/58 [==============================] - 0s 362us/step - loss: 0.4240 - accuracy: 0.7986 Epoch 112/500 58/58 [==============================] - 0s 381us/step - loss: 0.4239 - accuracy: 0.7993 Epoch 113/500 58/58 [==============================] - 0s 370us/step - loss: 0.4235 - accuracy: 0.8000 Epoch 114/500 58/58 [==============================] - 0s 373us/step - loss: 0.4230 - accuracy: 0.8014 Epoch 115/500 58/58 [==============================] - 0s 367us/step - loss: 0.4229 - accuracy: 0.8056 Epoch 116/500 58/58 [==============================] - 0s 366us/step - loss: 0.4228 - accuracy: 0.8014 Epoch 117/500 58/58 [==============================] - 0s 376us/step - loss: 0.4220 - accuracy: 0.7986 Epoch 118/500 58/58 [==============================] - 0s 367us/step - loss: 0.4223 - accuracy: 0.8035 Epoch 119/500 58/58 [==============================] - 0s 366us/step - loss: 0.4218 - accuracy: 0.7979 Epoch 120/500 58/58 [==============================] - 0s 365us/step - loss: 0.4215 - accuracy: 0.8007 Epoch 121/500 58/58 [==============================] - 0s 360us/step - loss: 0.4216 - accuracy: 0.8049 Epoch 122/500 58/58 [==============================] - 0s 361us/step - loss: 0.4214 - accuracy: 0.7986 Epoch 123/500 58/58 [==============================] - 0s 363us/step - loss: 0.4208 - accuracy: 0.8014 Epoch 124/500 58/58 [==============================] - 0s 365us/step - loss: 0.4204 - accuracy: 0.8007 Epoch 125/500 58/58 [==============================] - 0s 362us/step - loss: 0.4200 - accuracy: 0.8049 Epoch 126/500 58/58 [==============================] - 0s 370us/step - loss: 0.4195 - accuracy: 0.8069 Epoch 127/500 58/58 [==============================] - 0s 409us/step - loss: 0.4200 - accuracy: 0.8028 Epoch 128/500 58/58 [==============================] - 0s 364us/step - loss: 0.4188 - accuracy: 0.8021 Epoch 129/500 58/58 [==============================] - 0s 368us/step - loss: 0.4190 - accuracy: 0.8035 Epoch 130/500 58/58 [==============================] - 0s 376us/step - loss: 0.4181 - accuracy: 0.8049 Epoch 131/500 58/58 [==============================] - 0s 363us/step - loss: 0.4181 - accuracy: 0.8049 Epoch 132/500 58/58 [==============================] - 0s 360us/step - loss: 0.4178 - accuracy: 0.8042 Epoch 133/500 58/58 [==============================] - 0s 379us/step - loss: 0.4174 - accuracy: 0.8049 Epoch 134/500 58/58 [==============================] - 0s 368us/step - loss: 0.4178 - accuracy: 0.8042 Epoch 135/500 58/58 [==============================] - 0s 365us/step - loss: 0.4168 - accuracy: 0.8042 Epoch 136/500 58/58 [==============================] - 0s 370us/step - loss: 0.4166 - accuracy: 0.8042 Epoch 137/500 58/58 [==============================] - 0s 364us/step - loss: 0.4162 - accuracy: 0.8042 Epoch 138/500 58/58 [==============================] - 0s 350us/step - loss: 0.4160 - accuracy: 0.8028 Epoch 139/500 58/58 [==============================] - 0s 372us/step - loss: 0.4160 - accuracy: 0.8056 Epoch 140/500 58/58 [==============================] - 0s 362us/step - loss: 0.4161 - accuracy: 0.8021 Epoch 141/500 58/58 [==============================] - 0s 368us/step - loss: 0.4149 - accuracy: 0.8049 Epoch 142/500 58/58 [==============================] - 0s 370us/step - loss: 0.4151 - accuracy: 0.8049 Epoch 143/500 58/58 [==============================] - 0s 363us/step - loss: 0.4140 - accuracy: 0.8007 Epoch 144/500 58/58 [==============================] - 0s 360us/step - loss: 0.4143 - accuracy: 0.8049 Epoch 145/500 58/58 [==============================] - 0s 384us/step - loss: 0.4143 - accuracy: 0.8028 Epoch 146/500 58/58 [==============================] - 0s 376us/step - loss: 0.4136 - accuracy: 0.8021 Epoch 147/500 58/58 [==============================] - 0s 358us/step - loss: 0.4127 - accuracy: 0.8049 Epoch 148/500 58/58 [==============================] - 0s 358us/step - loss: 0.4123 - accuracy: 0.8049 Epoch 149/500 58/58 [==============================] - 0s 360us/step - loss: 0.4122 - accuracy: 0.8076 Epoch 150/500 58/58 [==============================] - 0s 365us/step - loss: 0.4132 - accuracy: 0.8076 Epoch 151/500 58/58 [==============================] - 0s 373us/step - loss: 0.4120 - accuracy: 0.8062 Epoch 152/500 58/58 [==============================] - 0s 373us/step - loss: 0.4117 - accuracy: 0.8049 Epoch 153/500 58/58 [==============================] - 0s 364us/step - loss: 0.4106 - accuracy: 0.8042 Epoch 154/500 58/58 [==============================] - 0s 409us/step - loss: 0.4105 - accuracy: 0.8069 Epoch 155/500 58/58 [==============================] - 0s 363us/step - loss: 0.4097 - accuracy: 0.8097 Epoch 156/500 58/58 [==============================] - 0s 355us/step - loss: 0.4097 - accuracy: 0.8069 Epoch 157/500 58/58 [==============================] - 0s 373us/step - loss: 0.4090 - accuracy: 0.8111 Epoch 158/500 58/58 [==============================] - 0s 560us/step - loss: 0.4097 - accuracy: 0.8104 Epoch 159/500 58/58 [==============================] - 0s 380us/step - loss: 0.4090 - accuracy: 0.8076 Epoch 160/500 58/58 [==============================] - 0s 371us/step - loss: 0.4083 - accuracy: 0.8076 Epoch 161/500 58/58 [==============================] - 0s 378us/step - loss: 0.4079 - accuracy: 0.8104 Epoch 162/500 58/58 [==============================] - 0s 367us/step - loss: 0.4076 - accuracy: 0.8083 Epoch 163/500 58/58 [==============================] - 0s 374us/step - loss: 0.4075 - accuracy: 0.8090 Epoch 164/500 58/58 [==============================] - 0s 351us/step - loss: 0.4069 - accuracy: 0.8069 Epoch 165/500 58/58 [==============================] - 0s 371us/step - loss: 0.4071 - accuracy: 0.8083 Epoch 166/500 58/58 [==============================] - 0s 356us/step - loss: 0.4069 - accuracy: 0.8090 Epoch 167/500 58/58 [==============================] - 0s 368us/step - loss: 0.4072 - accuracy: 0.8090 Epoch 168/500 58/58 [==============================] - 0s 369us/step - loss: 0.4064 - accuracy: 0.8069 Epoch 169/500 58/58 [==============================] - 0s 351us/step - loss: 0.4064 - accuracy: 0.8132 Epoch 170/500 58/58 [==============================] - 0s 374us/step - loss: 0.4053 - accuracy: 0.8090 Epoch 171/500 58/58 [==============================] - 0s 361us/step - loss: 0.4052 - accuracy: 0.8118 Epoch 172/500 58/58 [==============================] - 0s 374us/step - loss: 0.4052 - accuracy: 0.8118 Epoch 173/500 58/58 [==============================] - 0s 344us/step - loss: 0.4047 - accuracy: 0.8104 Epoch 174/500 58/58 [==============================] - 0s 374us/step - loss: 0.4041 - accuracy: 0.8104 Epoch 175/500 58/58 [==============================] - 0s 355us/step - loss: 0.4035 - accuracy: 0.8097 Epoch 176/500 58/58 [==============================] - 0s 353us/step - loss: 0.4034 - accuracy: 0.8125 Epoch 177/500 58/58 [==============================] - 0s 362us/step - loss: 0.4030 - accuracy: 0.8111 Epoch 178/500 58/58 [==============================] - 0s 359us/step - loss: 0.4030 - accuracy: 0.8111 Epoch 179/500 58/58 [==============================] - 0s 375us/step - loss: 0.4029 - accuracy: 0.8111 Epoch 180/500 58/58 [==============================] - 0s 364us/step - loss: 0.4025 - accuracy: 0.8125 Epoch 181/500 58/58 [==============================] - 0s 361us/step - loss: 0.4019 - accuracy: 0.8104 Epoch 182/500 58/58 [==============================] - 0s 368us/step - loss: 0.4015 - accuracy: 0.8104 Epoch 183/500 58/58 [==============================] - 0s 375us/step - loss: 0.4018 - accuracy: 0.8104 Epoch 184/500 58/58 [==============================] - 0s 372us/step - loss: 0.4008 - accuracy: 0.8111 Epoch 185/500 58/58 [==============================] - 0s 378us/step - loss: 0.4009 - accuracy: 0.8104 Epoch 186/500 58/58 [==============================] - 0s 379us/step - loss: 0.4008 - accuracy: 0.8125 Epoch 187/500 58/58 [==============================] - 0s 378us/step - loss: 0.4001 - accuracy: 0.8125 Epoch 188/500 58/58 [==============================] - 0s 365us/step - loss: 0.3999 - accuracy: 0.8090 Epoch 189/500 58/58 [==============================] - 0s 379us/step - loss: 0.3997 - accuracy: 0.8097 Epoch 190/500 58/58 [==============================] - 0s 364us/step - loss: 0.3994 - accuracy: 0.8118 Epoch 191/500 58/58 [==============================] - 0s 371us/step - loss: 0.3990 - accuracy: 0.8132 Epoch 192/500 58/58 [==============================] - 0s 355us/step - loss: 0.3989 - accuracy: 0.8125 Epoch 193/500 58/58 [==============================] - 0s 374us/step - loss: 0.3988 - accuracy: 0.8090 Epoch 194/500 58/58 [==============================] - 0s 365us/step - loss: 0.3980 - accuracy: 0.8132 Epoch 195/500 58/58 [==============================] - 0s 375us/step - loss: 0.3989 - accuracy: 0.8146 Epoch 196/500 58/58 [==============================] - 0s 372us/step - loss: 0.3977 - accuracy: 0.8125 Epoch 197/500 58/58 [==============================] - 0s 352us/step - loss: 0.3970 - accuracy: 0.8097 Epoch 198/500 58/58 [==============================] - 0s 358us/step - loss: 0.3977 - accuracy: 0.8125 Epoch 199/500 58/58 [==============================] - 0s 371us/step - loss: 0.3975 - accuracy: 0.8104 Epoch 200/500 58/58 [==============================] - 0s 365us/step - loss: 0.3968 - accuracy: 0.8132 Epoch 201/500 58/58 [==============================] - 0s 371us/step - loss: 0.3968 - accuracy: 0.8111 Epoch 202/500 58/58 [==============================] - 0s 369us/step - loss: 0.3956 - accuracy: 0.8118 Epoch 203/500 58/58 [==============================] - 0s 377us/step - loss: 0.3967 - accuracy: 0.8097 Epoch 204/500 58/58 [==============================] - 0s 357us/step - loss: 0.3957 - accuracy: 0.8132 Epoch 205/500 58/58 [==============================] - 0s 374us/step - loss: 0.3958 - accuracy: 0.8118 Epoch 206/500 58/58 [==============================] - 0s 365us/step - loss: 0.3954 - accuracy: 0.8174 Epoch 207/500 58/58 [==============================] - 0s 381us/step - loss: 0.3948 - accuracy: 0.8174 Epoch 208/500 58/58 [==============================] - 0s 365us/step - loss: 0.3954 - accuracy: 0.8125 Epoch 209/500 58/58 [==============================] - 0s 370us/step - loss: 0.3935 - accuracy: 0.8167 Epoch 210/500 58/58 [==============================] - 0s 367us/step - loss: 0.3931 - accuracy: 0.8153 Epoch 211/500 58/58 [==============================] - 0s 367us/step - loss: 0.3937 - accuracy: 0.8153 Epoch 212/500 58/58 [==============================] - 0s 366us/step - loss: 0.3936 - accuracy: 0.8125 Epoch 213/500 58/58 [==============================] - 0s 376us/step - loss: 0.3934 - accuracy: 0.8125 Epoch 214/500 58/58 [==============================] - 0s 371us/step - loss: 0.3921 - accuracy: 0.8132 Epoch 215/500 58/58 [==============================] - 0s 377us/step - loss: 0.3932 - accuracy: 0.8174 Epoch 216/500 58/58 [==============================] - 0s 363us/step - loss: 0.3923 - accuracy: 0.8125 Epoch 217/500 58/58 [==============================] - 0s 371us/step - loss: 0.3921 - accuracy: 0.8181 Epoch 218/500 58/58 [==============================] - 0s 380us/step - loss: 0.3917 - accuracy: 0.8139 Epoch 219/500 58/58 [==============================] - 0s 376us/step - loss: 0.3912 - accuracy: 0.8167 Epoch 220/500 58/58 [==============================] - 0s 356us/step - loss: 0.3907 - accuracy: 0.8132 Epoch 221/500 58/58 [==============================] - 0s 366us/step - loss: 0.3902 - accuracy: 0.8174 Epoch 222/500 58/58 [==============================] - 0s 359us/step - loss: 0.3907 - accuracy: 0.8167 Epoch 223/500 58/58 [==============================] - 0s 363us/step - loss: 0.3901 - accuracy: 0.8167 Epoch 224/500 58/58 [==============================] - 0s 369us/step - loss: 0.3900 - accuracy: 0.8160 Epoch 225/500 58/58 [==============================] - 0s 354us/step - loss: 0.3898 - accuracy: 0.8153 Epoch 226/500 58/58 [==============================] - 0s 372us/step - loss: 0.3906 - accuracy: 0.8167 Epoch 227/500 58/58 [==============================] - 0s 365us/step - loss: 0.3886 - accuracy: 0.8188 Epoch 228/500 58/58 [==============================] - 0s 367us/step - loss: 0.3883 - accuracy: 0.8194 Epoch 229/500 58/58 [==============================] - 0s 355us/step - loss: 0.3894 - accuracy: 0.8174 Epoch 230/500 58/58 [==============================] - 0s 367us/step - loss: 0.3883 - accuracy: 0.8153 Epoch 231/500 58/58 [==============================] - 0s 370us/step - loss: 0.3876 - accuracy: 0.8167 Epoch 232/500 58/58 [==============================] - 0s 365us/step - loss: 0.3872 - accuracy: 0.8167 Epoch 233/500 58/58 [==============================] - 0s 362us/step - loss: 0.3873 - accuracy: 0.8201 Epoch 234/500 58/58 [==============================] - 0s 347us/step - loss: 0.3866 - accuracy: 0.8167 Epoch 235/500 58/58 [==============================] - 0s 382us/step - loss: 0.3860 - accuracy: 0.8146 Epoch 236/500 58/58 [==============================] - 0s 363us/step - loss: 0.3857 - accuracy: 0.8181 Epoch 237/500 58/58 [==============================] - 0s 348us/step - loss: 0.3856 - accuracy: 0.8153 Epoch 238/500 58/58 [==============================] - 0s 357us/step - loss: 0.3860 - accuracy: 0.8146 Epoch 239/500 58/58 [==============================] - 0s 529us/step - loss: 0.3865 - accuracy: 0.8146 Epoch 240/500 58/58 [==============================] - 0s 380us/step - loss: 0.3854 - accuracy: 0.8160 Epoch 241/500 58/58 [==============================] - 0s 371us/step - loss: 0.3851 - accuracy: 0.8153 Epoch 242/500 58/58 [==============================] - 0s 377us/step - loss: 0.3853 - accuracy: 0.8181 Epoch 243/500 58/58 [==============================] - 0s 368us/step - loss: 0.3848 - accuracy: 0.8146 Epoch 244/500 58/58 [==============================] - 0s 350us/step - loss: 0.3843 - accuracy: 0.8132 Epoch 245/500 58/58 [==============================] - 0s 373us/step - loss: 0.3838 - accuracy: 0.8125 Epoch 246/500 58/58 [==============================] - 0s 382us/step - loss: 0.3835 - accuracy: 0.8160 Epoch 247/500 58/58 [==============================] - 0s 373us/step - loss: 0.3844 - accuracy: 0.8167 Epoch 248/500 58/58 [==============================] - 0s 367us/step - loss: 0.3851 - accuracy: 0.8174 Epoch 249/500 58/58 [==============================] - 0s 364us/step - loss: 0.3836 - accuracy: 0.8111 Epoch 250/500 58/58 [==============================] - 0s 358us/step - loss: 0.3835 - accuracy: 0.8139 Epoch 251/500 58/58 [==============================] - 0s 365us/step - loss: 0.3837 - accuracy: 0.8167 Epoch 252/500 58/58 [==============================] - 0s 361us/step - loss: 0.3838 - accuracy: 0.8146 Epoch 253/500 58/58 [==============================] - 0s 376us/step - loss: 0.3825 - accuracy: 0.8132 Epoch 254/500 58/58 [==============================] - 0s 372us/step - loss: 0.3826 - accuracy: 0.8146 Epoch 255/500 58/58 [==============================] - 0s 364us/step - loss: 0.3828 - accuracy: 0.8194 Epoch 256/500 58/58 [==============================] - 0s 373us/step - loss: 0.3824 - accuracy: 0.8139 Epoch 257/500 58/58 [==============================] - 0s 372us/step - loss: 0.3819 - accuracy: 0.8160 Epoch 258/500 58/58 [==============================] - 0s 369us/step - loss: 0.3823 - accuracy: 0.8167 Epoch 259/500 58/58 [==============================] - 0s 357us/step - loss: 0.3818 - accuracy: 0.8132 Epoch 260/500 58/58 [==============================] - 0s 364us/step - loss: 0.3820 - accuracy: 0.8167 Epoch 261/500 58/58 [==============================] - 0s 373us/step - loss: 0.3825 - accuracy: 0.8174 Epoch 262/500 58/58 [==============================] - 0s 368us/step - loss: 0.3822 - accuracy: 0.8153 Epoch 263/500 58/58 [==============================] - 0s 360us/step - loss: 0.3812 - accuracy: 0.8139 Epoch 264/500 58/58 [==============================] - 0s 370us/step - loss: 0.3813 - accuracy: 0.8208 Epoch 265/500 58/58 [==============================] - 0s 360us/step - loss: 0.3805 - accuracy: 0.8222 Epoch 266/500 58/58 [==============================] - 0s 369us/step - loss: 0.3805 - accuracy: 0.8181 Epoch 267/500 58/58 [==============================] - 0s 365us/step - loss: 0.3803 - accuracy: 0.8125 Epoch 268/500 58/58 [==============================] - 0s 362us/step - loss: 0.3797 - accuracy: 0.8188 Epoch 269/500 58/58 [==============================] - 0s 362us/step - loss: 0.3805 - accuracy: 0.8188 Epoch 270/500 58/58 [==============================] - 0s 370us/step - loss: 0.3800 - accuracy: 0.8160 Epoch 271/500 58/58 [==============================] - 0s 362us/step - loss: 0.3805 - accuracy: 0.8160 Epoch 272/500 58/58 [==============================] - 0s 387us/step - loss: 0.3801 - accuracy: 0.8167 Epoch 273/500 58/58 [==============================] - 0s 370us/step - loss: 0.3801 - accuracy: 0.8174 Epoch 274/500 58/58 [==============================] - 0s 368us/step - loss: 0.3800 - accuracy: 0.8174 Epoch 275/500 58/58 [==============================] - 0s 365us/step - loss: 0.3799 - accuracy: 0.8188 Epoch 276/500 58/58 [==============================] - 0s 371us/step - loss: 0.3793 - accuracy: 0.8132 Epoch 277/500 58/58 [==============================] - 0s 368us/step - loss: 0.3797 - accuracy: 0.8146 Epoch 278/500 58/58 [==============================] - 0s 370us/step - loss: 0.3804 - accuracy: 0.8201 Epoch 279/500 58/58 [==============================] - 0s 372us/step - loss: 0.3793 - accuracy: 0.8160 Epoch 280/500 58/58 [==============================] - 0s 377us/step - loss: 0.3795 - accuracy: 0.8188 Epoch 281/500 58/58 [==============================] - 0s 374us/step - loss: 0.3789 - accuracy: 0.8160 Epoch 282/500 58/58 [==============================] - 0s 372us/step - loss: 0.3798 - accuracy: 0.8125 Epoch 283/500 58/58 [==============================] - 0s 377us/step - loss: 0.3786 - accuracy: 0.8229 Epoch 284/500 58/58 [==============================] - 0s 374us/step - loss: 0.3789 - accuracy: 0.8146 Epoch 285/500 58/58 [==============================] - 0s 346us/step - loss: 0.3793 - accuracy: 0.8146 Epoch 286/500 58/58 [==============================] - 0s 376us/step - loss: 0.3795 - accuracy: 0.8167 Epoch 287/500 58/58 [==============================] - 0s 371us/step - loss: 0.3791 - accuracy: 0.8153 Epoch 288/500 58/58 [==============================] - 0s 350us/step - loss: 0.3792 - accuracy: 0.8215 Epoch 289/500 58/58 [==============================] - 0s 365us/step - loss: 0.3780 - accuracy: 0.8160 Epoch 290/500 58/58 [==============================] - 0s 377us/step - loss: 0.3780 - accuracy: 0.8167 Epoch 291/500 58/58 [==============================] - 0s 366us/step - loss: 0.3774 - accuracy: 0.8167 Epoch 292/500 58/58 [==============================] - 0s 368us/step - loss: 0.3776 - accuracy: 0.8132 Epoch 293/500 58/58 [==============================] - 0s 360us/step - loss: 0.3779 - accuracy: 0.8125 Epoch 294/500 58/58 [==============================] - 0s 376us/step - loss: 0.3779 - accuracy: 0.8153 Epoch 295/500 58/58 [==============================] - 0s 365us/step - loss: 0.3782 - accuracy: 0.8167 Epoch 296/500 58/58 [==============================] - 0s 357us/step - loss: 0.3769 - accuracy: 0.8153 Epoch 297/500 58/58 [==============================] - 0s 375us/step - loss: 0.3776 - accuracy: 0.8194 Epoch 298/500 58/58 [==============================] - 0s 372us/step - loss: 0.3771 - accuracy: 0.8188 Epoch 299/500 58/58 [==============================] - 0s 368us/step - loss: 0.3785 - accuracy: 0.8118 Epoch 300/500 58/58 [==============================] - 0s 359us/step - loss: 0.3774 - accuracy: 0.8153 Epoch 301/500 58/58 [==============================] - 0s 373us/step - loss: 0.3776 - accuracy: 0.8208 Epoch 302/500 58/58 [==============================] - 0s 369us/step - loss: 0.3769 - accuracy: 0.8174 Epoch 303/500 58/58 [==============================] - 0s 365us/step - loss: 0.3764 - accuracy: 0.8181 Epoch 304/500 58/58 [==============================] - 0s 359us/step - loss: 0.3768 - accuracy: 0.8146 Epoch 305/500 58/58 [==============================] - 0s 364us/step - loss: 0.3764 - accuracy: 0.8132 Epoch 306/500 58/58 [==============================] - 0s 359us/step - loss: 0.3763 - accuracy: 0.8146 Epoch 307/500 58/58 [==============================] - 0s 357us/step - loss: 0.3761 - accuracy: 0.8181 Epoch 308/500 58/58 [==============================] - 0s 365us/step - loss: 0.3761 - accuracy: 0.8125 Epoch 309/500 58/58 [==============================] - 0s 368us/step - loss: 0.3775 - accuracy: 0.8160 Epoch 310/500 58/58 [==============================] - 0s 372us/step - loss: 0.3767 - accuracy: 0.8125 Epoch 311/500 58/58 [==============================] - 0s 364us/step - loss: 0.3756 - accuracy: 0.8132 Epoch 312/500 58/58 [==============================] - 0s 363us/step - loss: 0.3759 - accuracy: 0.8118 Epoch 313/500 58/58 [==============================] - 0s 371us/step - loss: 0.3758 - accuracy: 0.8146 Epoch 314/500 58/58 [==============================] - 0s 361us/step - loss: 0.3775 - accuracy: 0.8153 Epoch 315/500 58/58 [==============================] - 0s 373us/step - loss: 0.3757 - accuracy: 0.8139 Epoch 316/500 58/58 [==============================] - 0s 367us/step - loss: 0.3785 - accuracy: 0.8146 Epoch 317/500 58/58 [==============================] - 0s 375us/step - loss: 0.3759 - accuracy: 0.8160 Epoch 318/500 58/58 [==============================] - 0s 361us/step - loss: 0.3757 - accuracy: 0.8188 Epoch 319/500 58/58 [==============================] - 0s 537us/step - loss: 0.3755 - accuracy: 0.8139 Epoch 320/500 58/58 [==============================] - 0s 364us/step - loss: 0.3763 - accuracy: 0.8146 Epoch 321/500 58/58 [==============================] - 0s 355us/step - loss: 0.3759 - accuracy: 0.8174 Epoch 322/500 58/58 [==============================] - 0s 366us/step - loss: 0.3759 - accuracy: 0.8111 Epoch 323/500 58/58 [==============================] - 0s 360us/step - loss: 0.3761 - accuracy: 0.8153 Epoch 324/500 58/58 [==============================] - 0s 369us/step - loss: 0.3746 - accuracy: 0.8125 Epoch 325/500 58/58 [==============================] - 0s 371us/step - loss: 0.3751 - accuracy: 0.8146 Epoch 326/500 58/58 [==============================] - 0s 381us/step - loss: 0.3752 - accuracy: 0.8153 Epoch 327/500 58/58 [==============================] - 0s 366us/step - loss: 0.3762 - accuracy: 0.8167 Epoch 328/500 58/58 [==============================] - 0s 367us/step - loss: 0.3748 - accuracy: 0.8118 Epoch 329/500 58/58 [==============================] - 0s 352us/step - loss: 0.3752 - accuracy: 0.8146 Epoch 330/500 58/58 [==============================] - 0s 378us/step - loss: 0.3751 - accuracy: 0.8194 Epoch 331/500 58/58 [==============================] - 0s 361us/step - loss: 0.3750 - accuracy: 0.8153 Epoch 332/500 58/58 [==============================] - 0s 348us/step - loss: 0.3746 - accuracy: 0.8167 Epoch 333/500 58/58 [==============================] - 0s 364us/step - loss: 0.3748 - accuracy: 0.8167 Epoch 334/500 58/58 [==============================] - 0s 361us/step - loss: 0.3746 - accuracy: 0.8139 Epoch 335/500 58/58 [==============================] - 0s 376us/step - loss: 0.3738 - accuracy: 0.8146 Epoch 336/500 58/58 [==============================] - 0s 369us/step - loss: 0.3752 - accuracy: 0.8118 Epoch 337/500 58/58 [==============================] - 0s 363us/step - loss: 0.3738 - accuracy: 0.8132 Epoch 338/500 58/58 [==============================] - 0s 373us/step - loss: 0.3744 - accuracy: 0.8125 Epoch 339/500 58/58 [==============================] - 0s 377us/step - loss: 0.3746 - accuracy: 0.8167 Epoch 340/500 58/58 [==============================] - 0s 368us/step - loss: 0.3742 - accuracy: 0.8167 Epoch 341/500 58/58 [==============================] - 0s 347us/step - loss: 0.3745 - accuracy: 0.8188 Epoch 342/500 58/58 [==============================] - 0s 379us/step - loss: 0.3737 - accuracy: 0.8090 Epoch 343/500 58/58 [==============================] - 0s 366us/step - loss: 0.3740 - accuracy: 0.8167 Epoch 344/500 58/58 [==============================] - 0s 362us/step - loss: 0.3729 - accuracy: 0.8146 Epoch 345/500 58/58 [==============================] - 0s 363us/step - loss: 0.3729 - accuracy: 0.8139 Epoch 346/500 58/58 [==============================] - 0s 379us/step - loss: 0.3736 - accuracy: 0.8167 Epoch 347/500 58/58 [==============================] - 0s 367us/step - loss: 0.3726 - accuracy: 0.8125 Epoch 348/500 58/58 [==============================] - 0s 376us/step - loss: 0.3736 - accuracy: 0.8139 Epoch 349/500 58/58 [==============================] - 0s 363us/step - loss: 0.3739 - accuracy: 0.8076 Epoch 350/500 58/58 [==============================] - 0s 369us/step - loss: 0.3728 - accuracy: 0.8146 Epoch 351/500 58/58 [==============================] - 0s 373us/step - loss: 0.3725 - accuracy: 0.8160 Epoch 352/500 58/58 [==============================] - 0s 370us/step - loss: 0.3726 - accuracy: 0.8153 Epoch 353/500 58/58 [==============================] - 0s 352us/step - loss: 0.3726 - accuracy: 0.8104 Epoch 354/500 58/58 [==============================] - 0s 359us/step - loss: 0.3732 - accuracy: 0.8132 Epoch 355/500 58/58 [==============================] - 0s 357us/step - loss: 0.3718 - accuracy: 0.8125 Epoch 356/500 58/58 [==============================] - 0s 363us/step - loss: 0.3719 - accuracy: 0.8125 Epoch 357/500 58/58 [==============================] - 0s 382us/step - loss: 0.3722 - accuracy: 0.8139 Epoch 358/500 58/58 [==============================] - 0s 343us/step - loss: 0.3719 - accuracy: 0.8139 Epoch 359/500 58/58 [==============================] - 0s 376us/step - loss: 0.3709 - accuracy: 0.8146 Epoch 360/500 58/58 [==============================] - 0s 366us/step - loss: 0.3714 - accuracy: 0.8125 Epoch 361/500 58/58 [==============================] - 0s 359us/step - loss: 0.3716 - accuracy: 0.8125 Epoch 362/500 58/58 [==============================] - 0s 373us/step - loss: 0.3710 - accuracy: 0.8139 Epoch 363/500 58/58 [==============================] - 0s 369us/step - loss: 0.3712 - accuracy: 0.8111 Epoch 364/500 58/58 [==============================] - 0s 379us/step - loss: 0.3706 - accuracy: 0.8181 Epoch 365/500 58/58 [==============================] - 0s 371us/step - loss: 0.3710 - accuracy: 0.8125 Epoch 366/500 58/58 [==============================] - 0s 363us/step - loss: 0.3708 - accuracy: 0.8167 Epoch 367/500 58/58 [==============================] - 0s 338us/step - loss: 0.3712 - accuracy: 0.8167 Epoch 368/500 58/58 [==============================] - 0s 376us/step - loss: 0.3704 - accuracy: 0.8132 Epoch 369/500 58/58 [==============================] - 0s 367us/step - loss: 0.3700 - accuracy: 0.8104 Epoch 370/500 58/58 [==============================] - 0s 354us/step - loss: 0.3701 - accuracy: 0.8153 Epoch 371/500 58/58 [==============================] - 0s 340us/step - loss: 0.3697 - accuracy: 0.8139 Epoch 372/500 58/58 [==============================] - 0s 378us/step - loss: 0.3695 - accuracy: 0.8153 Epoch 373/500 58/58 [==============================] - 0s 359us/step - loss: 0.3699 - accuracy: 0.8125 Epoch 374/500 58/58 [==============================] - 0s 362us/step - loss: 0.3696 - accuracy: 0.8167 Epoch 375/500 58/58 [==============================] - 0s 368us/step - loss: 0.3699 - accuracy: 0.8146 Epoch 376/500 58/58 [==============================] - 0s 380us/step - loss: 0.3696 - accuracy: 0.8160 Epoch 377/500 58/58 [==============================] - 0s 354us/step - loss: 0.3704 - accuracy: 0.8153 Epoch 378/500 58/58 [==============================] - 0s 373us/step - loss: 0.3699 - accuracy: 0.8167 Epoch 379/500 58/58 [==============================] - 0s 362us/step - loss: 0.3693 - accuracy: 0.8118 Epoch 380/500 58/58 [==============================] - 0s 369us/step - loss: 0.3702 - accuracy: 0.8146 Epoch 381/500 58/58 [==============================] - 0s 367us/step - loss: 0.3692 - accuracy: 0.8132 Epoch 382/500 58/58 [==============================] - 0s 356us/step - loss: 0.3696 - accuracy: 0.8167 Epoch 383/500 58/58 [==============================] - 0s 378us/step - loss: 0.3692 - accuracy: 0.8139 Epoch 384/500 58/58 [==============================] - 0s 362us/step - loss: 0.3695 - accuracy: 0.8181 Epoch 385/500 58/58 [==============================] - 0s 376us/step - loss: 0.3694 - accuracy: 0.8125 Epoch 386/500 58/58 [==============================] - 0s 366us/step - loss: 0.3686 - accuracy: 0.8167 Epoch 387/500 58/58 [==============================] - 0s 362us/step - loss: 0.3689 - accuracy: 0.8153 Epoch 388/500 58/58 [==============================] - 0s 386us/step - loss: 0.3688 - accuracy: 0.8153 Epoch 389/500 58/58 [==============================] - 0s 367us/step - loss: 0.3689 - accuracy: 0.8153 Epoch 390/500 58/58 [==============================] - 0s 360us/step - loss: 0.3678 - accuracy: 0.8146 Epoch 391/500 58/58 [==============================] - 0s 369us/step - loss: 0.3681 - accuracy: 0.8174 Epoch 392/500 58/58 [==============================] - 0s 373us/step - loss: 0.3677 - accuracy: 0.8125 Epoch 393/500 58/58 [==============================] - 0s 375us/step - loss: 0.3681 - accuracy: 0.8160 Epoch 394/500 58/58 [==============================] - 0s 353us/step - loss: 0.3687 - accuracy: 0.8153 Epoch 395/500 58/58 [==============================] - 0s 372us/step - loss: 0.3678 - accuracy: 0.8132 Epoch 396/500 58/58 [==============================] - 0s 363us/step - loss: 0.3683 - accuracy: 0.8174 Epoch 397/500 58/58 [==============================] - 0s 370us/step - loss: 0.3670 - accuracy: 0.8174 Epoch 398/500 58/58 [==============================] - 0s 522us/step - loss: 0.3682 - accuracy: 0.8118 Epoch 399/500 58/58 [==============================] - 0s 364us/step - loss: 0.3676 - accuracy: 0.8167 Epoch 400/500 58/58 [==============================] - 0s 366us/step - loss: 0.3676 - accuracy: 0.8153 Epoch 401/500 58/58 [==============================] - 0s 364us/step - loss: 0.3679 - accuracy: 0.8174 Epoch 402/500 58/58 [==============================] - 0s 365us/step - loss: 0.3678 - accuracy: 0.8146 Epoch 403/500 58/58 [==============================] - 0s 374us/step - loss: 0.3684 - accuracy: 0.8174 Epoch 404/500 58/58 [==============================] - 0s 382us/step - loss: 0.3671 - accuracy: 0.8167 Epoch 405/500 58/58 [==============================] - 0s 367us/step - loss: 0.3673 - accuracy: 0.8139 Epoch 406/500 58/58 [==============================] - 0s 368us/step - loss: 0.3674 - accuracy: 0.8208 Epoch 407/500 58/58 [==============================] - 0s 364us/step - loss: 0.3667 - accuracy: 0.8174 Epoch 408/500 58/58 [==============================] - 0s 369us/step - loss: 0.3672 - accuracy: 0.8174 Epoch 409/500 58/58 [==============================] - 0s 345us/step - loss: 0.3678 - accuracy: 0.8160 Epoch 410/500 58/58 [==============================] - 0s 370us/step - loss: 0.3673 - accuracy: 0.8153 Epoch 411/500 58/58 [==============================] - 0s 401us/step - loss: 0.3669 - accuracy: 0.8160 Epoch 412/500 58/58 [==============================] - 0s 386us/step - loss: 0.3680 - accuracy: 0.8160 Epoch 413/500 58/58 [==============================] - 0s 399us/step - loss: 0.3669 - accuracy: 0.8167 Epoch 414/500 58/58 [==============================] - 0s 388us/step - loss: 0.3667 - accuracy: 0.8160 Epoch 415/500 58/58 [==============================] - 0s 390us/step - loss: 0.3671 - accuracy: 0.8132 Epoch 416/500 58/58 [==============================] - 0s 409us/step - loss: 0.3674 - accuracy: 0.8153 Epoch 417/500 58/58 [==============================] - 0s 411us/step - loss: 0.3674 - accuracy: 0.8188 Epoch 418/500 58/58 [==============================] - 0s 413us/step - loss: 0.3687 - accuracy: 0.8111 Epoch 419/500 58/58 [==============================] - 0s 426us/step - loss: 0.3667 - accuracy: 0.8167 Epoch 420/500 58/58 [==============================] - 0s 402us/step - loss: 0.3668 - accuracy: 0.8160 Epoch 421/500 58/58 [==============================] - 0s 414us/step - loss: 0.3667 - accuracy: 0.8174 Epoch 422/500 58/58 [==============================] - 0s 391us/step - loss: 0.3659 - accuracy: 0.8167 Epoch 423/500 58/58 [==============================] - 0s 399us/step - loss: 0.3671 - accuracy: 0.8139 Epoch 424/500 58/58 [==============================] - 0s 404us/step - loss: 0.3675 - accuracy: 0.8139 Epoch 425/500 58/58 [==============================] - 0s 379us/step - loss: 0.3668 - accuracy: 0.8146 Epoch 426/500 58/58 [==============================] - 0s 424us/step - loss: 0.3671 - accuracy: 0.8181 Epoch 427/500 58/58 [==============================] - 0s 416us/step - loss: 0.3673 - accuracy: 0.8167 Epoch 428/500 58/58 [==============================] - 0s 396us/step - loss: 0.3674 - accuracy: 0.8104 Epoch 429/500 58/58 [==============================] - 0s 365us/step - loss: 0.3671 - accuracy: 0.8125 Epoch 430/500 58/58 [==============================] - 0s 377us/step - loss: 0.3668 - accuracy: 0.8139 Epoch 431/500 58/58 [==============================] - 0s 376us/step - loss: 0.3676 - accuracy: 0.8174 Epoch 432/500 58/58 [==============================] - 0s 389us/step - loss: 0.3661 - accuracy: 0.8139 Epoch 433/500 58/58 [==============================] - 0s 360us/step - loss: 0.3663 - accuracy: 0.8181 Epoch 434/500 58/58 [==============================] - 0s 363us/step - loss: 0.3652 - accuracy: 0.8167 Epoch 435/500 58/58 [==============================] - 0s 378us/step - loss: 0.3662 - accuracy: 0.8167 Epoch 436/500 58/58 [==============================] - 0s 363us/step - loss: 0.3652 - accuracy: 0.8118 Epoch 437/500 58/58 [==============================] - 0s 366us/step - loss: 0.3652 - accuracy: 0.8139 Epoch 438/500 58/58 [==============================] - 0s 376us/step - loss: 0.3651 - accuracy: 0.8153 Epoch 439/500 58/58 [==============================] - 0s 378us/step - loss: 0.3653 - accuracy: 0.8167 Epoch 440/500 58/58 [==============================] - 0s 374us/step - loss: 0.3653 - accuracy: 0.8153 Epoch 441/500 58/58 [==============================] - 0s 372us/step - loss: 0.3651 - accuracy: 0.8167 Epoch 442/500 58/58 [==============================] - 0s 374us/step - loss: 0.3647 - accuracy: 0.8153 Epoch 443/500 58/58 [==============================] - 0s 366us/step - loss: 0.3649 - accuracy: 0.8174 Epoch 444/500 58/58 [==============================] - 0s 366us/step - loss: 0.3646 - accuracy: 0.8125 Epoch 445/500 58/58 [==============================] - 0s 375us/step - loss: 0.3644 - accuracy: 0.8132 Epoch 446/500 58/58 [==============================] - 0s 362us/step - loss: 0.3646 - accuracy: 0.8174 Epoch 447/500 58/58 [==============================] - 0s 384us/step - loss: 0.3646 - accuracy: 0.8160 Epoch 448/500 58/58 [==============================] - 0s 382us/step - loss: 0.3646 - accuracy: 0.8194 Epoch 449/500 58/58 [==============================] - 0s 375us/step - loss: 0.3648 - accuracy: 0.8139 Epoch 450/500 58/58 [==============================] - 0s 360us/step - loss: 0.3645 - accuracy: 0.8188 Epoch 451/500 58/58 [==============================] - 0s 368us/step - loss: 0.3651 - accuracy: 0.8111 Epoch 452/500 58/58 [==============================] - 0s 362us/step - loss: 0.3641 - accuracy: 0.8125 Epoch 453/500 58/58 [==============================] - 0s 364us/step - loss: 0.3640 - accuracy: 0.8153 Epoch 454/500 58/58 [==============================] - 0s 372us/step - loss: 0.3634 - accuracy: 0.8139 Epoch 455/500 58/58 [==============================] - 0s 382us/step - loss: 0.3652 - accuracy: 0.8208 Epoch 456/500 58/58 [==============================] - 0s 365us/step - loss: 0.3651 - accuracy: 0.8181 Epoch 457/500 58/58 [==============================] - 0s 370us/step - loss: 0.3640 - accuracy: 0.8188 Epoch 458/500 58/58 [==============================] - 0s 368us/step - loss: 0.3635 - accuracy: 0.8146 Epoch 459/500 58/58 [==============================] - 0s 372us/step - loss: 0.3631 - accuracy: 0.8174 Epoch 460/500 58/58 [==============================] - 0s 362us/step - loss: 0.3634 - accuracy: 0.8125 Epoch 461/500 58/58 [==============================] - 0s 372us/step - loss: 0.3640 - accuracy: 0.8188 Epoch 462/500 58/58 [==============================] - 0s 362us/step - loss: 0.3647 - accuracy: 0.8146 Epoch 463/500 58/58 [==============================] - 0s 384us/step - loss: 0.3630 - accuracy: 0.8160 Epoch 464/500 58/58 [==============================] - 0s 379us/step - loss: 0.3636 - accuracy: 0.8167 Epoch 465/500 58/58 [==============================] - 0s 361us/step - loss: 0.3638 - accuracy: 0.8188 Epoch 466/500 58/58 [==============================] - 0s 362us/step - loss: 0.3633 - accuracy: 0.8188 Epoch 467/500 58/58 [==============================] - 0s 375us/step - loss: 0.3627 - accuracy: 0.8160 Epoch 468/500 58/58 [==============================] - 0s 373us/step - loss: 0.3630 - accuracy: 0.8188 Epoch 469/500 58/58 [==============================] - 0s 375us/step - loss: 0.3630 - accuracy: 0.8188 Epoch 470/500 58/58 [==============================] - 0s 360us/step - loss: 0.3642 - accuracy: 0.8181 Epoch 471/500 58/58 [==============================] - 0s 377us/step - loss: 0.3637 - accuracy: 0.8201 Epoch 472/500 58/58 [==============================] - 0s 367us/step - loss: 0.3632 - accuracy: 0.8174 Epoch 473/500 58/58 [==============================] - 0s 355us/step - loss: 0.3637 - accuracy: 0.8118 Epoch 474/500 58/58 [==============================] - 0s 365us/step - loss: 0.3621 - accuracy: 0.8194 Epoch 475/500 58/58 [==============================] - 0s 341us/step - loss: 0.3636 - accuracy: 0.8201 Epoch 476/500 58/58 [==============================] - 0s 376us/step - loss: 0.3637 - accuracy: 0.8132 Epoch 477/500 58/58 [==============================] - 0s 367us/step - loss: 0.3629 - accuracy: 0.8181 Epoch 478/500 58/58 [==============================] - 0s 358us/step - loss: 0.3630 - accuracy: 0.8160 Epoch 479/500 58/58 [==============================] - 0s 372us/step - loss: 0.3643 - accuracy: 0.8188 Epoch 480/500 58/58 [==============================] - 0s 365us/step - loss: 0.3626 - accuracy: 0.8167 Epoch 481/500 58/58 [==============================] - 0s 361us/step - loss: 0.3624 - accuracy: 0.8201 Epoch 482/500 58/58 [==============================] - 0s 525us/step - loss: 0.3634 - accuracy: 0.8153 Epoch 483/500 58/58 [==============================] - 0s 359us/step - loss: 0.3619 - accuracy: 0.8174 Epoch 484/500 58/58 [==============================] - 0s 373us/step - loss: 0.3639 - accuracy: 0.8208 Epoch 485/500 58/58 [==============================] - 0s 365us/step - loss: 0.3637 - accuracy: 0.8146 Epoch 486/500 58/58 [==============================] - 0s 384us/step - loss: 0.3625 - accuracy: 0.8188 Epoch 487/500 58/58 [==============================] - 0s 353us/step - loss: 0.3616 - accuracy: 0.8215 Epoch 488/500 58/58 [==============================] - 0s 393us/step - loss: 0.3617 - accuracy: 0.8174 Epoch 489/500 58/58 [==============================] - 0s 390us/step - loss: 0.3626 - accuracy: 0.8167 Epoch 490/500 58/58 [==============================] - 0s 429us/step - loss: 0.3611 - accuracy: 0.8194 Epoch 491/500 58/58 [==============================] - 0s 453us/step - loss: 0.3626 - accuracy: 0.8188 Epoch 492/500 58/58 [==============================] - 0s 398us/step - loss: 0.3627 - accuracy: 0.8174 Epoch 493/500 58/58 [==============================] - 0s 400us/step - loss: 0.3623 - accuracy: 0.8215 Epoch 494/500 58/58 [==============================] - 0s 410us/step - loss: 0.3615 - accuracy: 0.8188 Epoch 495/500 58/58 [==============================] - 0s 416us/step - loss: 0.3621 - accuracy: 0.8201 Epoch 496/500 58/58 [==============================] - 0s 394us/step - loss: 0.3627 - accuracy: 0.8139 Epoch 497/500 58/58 [==============================] - 0s 370us/step - loss: 0.3613 - accuracy: 0.8174 Epoch 498/500 58/58 [==============================] - 0s 370us/step - loss: 0.3631 - accuracy: 0.8153 Epoch 499/500 58/58 [==============================] - 0s 391us/step - loss: 0.3622 - accuracy: 0.8160 Epoch 500/500 58/58 [==============================] - 0s 372us/step - loss: 0.3634 - accuracy: 0.8167 5/5 [==============================] - 0s 503us/step Epoch 1/500 58/58 [==============================] - 0s 494us/step - loss: 0.6870 - accuracy: 0.6535 Epoch 2/500 58/58 [==============================] - 0s 412us/step - loss: 0.6496 - accuracy: 0.6535 Epoch 3/500 58/58 [==============================] - 0s 371us/step - loss: 0.5733 - accuracy: 0.6535 Epoch 4/500 58/58 [==============================] - 0s 358us/step - loss: 0.5282 - accuracy: 0.7021 Epoch 5/500 58/58 [==============================] - 0s 363us/step - loss: 0.5107 - accuracy: 0.7660 Epoch 6/500 58/58 [==============================] - 0s 370us/step - loss: 0.4998 - accuracy: 0.7639 Epoch 7/500 58/58 [==============================] - 0s 376us/step - loss: 0.4918 - accuracy: 0.7681 Epoch 8/500 58/58 [==============================] - 0s 393us/step - loss: 0.4865 - accuracy: 0.7653 Epoch 9/500 58/58 [==============================] - 0s 389us/step - loss: 0.4830 - accuracy: 0.7632 Epoch 10/500 58/58 [==============================] - 0s 383us/step - loss: 0.4796 - accuracy: 0.7660 Epoch 11/500 58/58 [==============================] - 0s 357us/step - loss: 0.4774 - accuracy: 0.7667 Epoch 12/500 58/58 [==============================] - 0s 385us/step - loss: 0.4759 - accuracy: 0.7653 Epoch 13/500 58/58 [==============================] - 0s 378us/step - loss: 0.4739 - accuracy: 0.7639 Epoch 14/500 58/58 [==============================] - 0s 392us/step - loss: 0.4729 - accuracy: 0.7653 Epoch 15/500 58/58 [==============================] - 0s 379us/step - loss: 0.4720 - accuracy: 0.7681 Epoch 16/500 58/58 [==============================] - 0s 366us/step - loss: 0.4709 - accuracy: 0.7701 Epoch 17/500 58/58 [==============================] - 0s 382us/step - loss: 0.4700 - accuracy: 0.7694 Epoch 18/500 58/58 [==============================] - 0s 379us/step - loss: 0.4700 - accuracy: 0.7750 Epoch 19/500 58/58 [==============================] - 0s 400us/step - loss: 0.4682 - accuracy: 0.7743 Epoch 20/500 58/58 [==============================] - 0s 378us/step - loss: 0.4677 - accuracy: 0.7715 Epoch 21/500 58/58 [==============================] - 0s 410us/step - loss: 0.4674 - accuracy: 0.7743 Epoch 22/500 58/58 [==============================] - 0s 396us/step - loss: 0.4665 - accuracy: 0.7722 Epoch 23/500 58/58 [==============================] - 0s 414us/step - loss: 0.4665 - accuracy: 0.7750 Epoch 24/500 58/58 [==============================] - 0s 409us/step - loss: 0.4652 - accuracy: 0.7778 Epoch 25/500 58/58 [==============================] - 0s 416us/step - loss: 0.4652 - accuracy: 0.7750 Epoch 26/500 58/58 [==============================] - 0s 424us/step - loss: 0.4642 - accuracy: 0.7778 Epoch 27/500 58/58 [==============================] - 0s 424us/step - loss: 0.4638 - accuracy: 0.7785 Epoch 28/500 58/58 [==============================] - 0s 419us/step - loss: 0.4638 - accuracy: 0.7792 Epoch 29/500 58/58 [==============================] - 0s 395us/step - loss: 0.4626 - accuracy: 0.7799 Epoch 30/500 58/58 [==============================] - 0s 390us/step - loss: 0.4621 - accuracy: 0.7771 Epoch 31/500 58/58 [==============================] - 0s 388us/step - loss: 0.4615 - accuracy: 0.7806 Epoch 32/500 58/58 [==============================] - 0s 397us/step - loss: 0.4609 - accuracy: 0.7806 Epoch 33/500 58/58 [==============================] - 0s 388us/step - loss: 0.4606 - accuracy: 0.7792 Epoch 34/500 58/58 [==============================] - 0s 406us/step - loss: 0.4600 - accuracy: 0.7792 Epoch 35/500 58/58 [==============================] - 0s 397us/step - loss: 0.4592 - accuracy: 0.7819 Epoch 36/500 58/58 [==============================] - 0s 362us/step - loss: 0.4586 - accuracy: 0.7785 Epoch 37/500 58/58 [==============================] - 0s 351us/step - loss: 0.4576 - accuracy: 0.7819 Epoch 38/500 58/58 [==============================] - 0s 376us/step - loss: 0.4574 - accuracy: 0.7819 Epoch 39/500 58/58 [==============================] - 0s 351us/step - loss: 0.4571 - accuracy: 0.7819 Epoch 40/500 58/58 [==============================] - 0s 366us/step - loss: 0.4561 - accuracy: 0.7812 Epoch 41/500 58/58 [==============================] - 0s 365us/step - loss: 0.4559 - accuracy: 0.7799 Epoch 42/500 58/58 [==============================] - 0s 468us/step - loss: 0.4554 - accuracy: 0.7847 Epoch 43/500 58/58 [==============================] - 0s 587us/step - loss: 0.4549 - accuracy: 0.7826 Epoch 44/500 58/58 [==============================] - 0s 538us/step - loss: 0.4542 - accuracy: 0.7826 Epoch 45/500 58/58 [==============================] - 0s 492us/step - loss: 0.4541 - accuracy: 0.7806 Epoch 46/500 58/58 [==============================] - 0s 467us/step - loss: 0.4528 - accuracy: 0.7868 Epoch 47/500 58/58 [==============================] - 0s 406us/step - loss: 0.4529 - accuracy: 0.7819 Epoch 48/500 58/58 [==============================] - 0s 391us/step - loss: 0.4519 - accuracy: 0.7847 Epoch 49/500 58/58 [==============================] - 0s 374us/step - loss: 0.4517 - accuracy: 0.7799 Epoch 50/500 58/58 [==============================] - 0s 347us/step - loss: 0.4507 - accuracy: 0.7861 Epoch 51/500 58/58 [==============================] - 0s 346us/step - loss: 0.4513 - accuracy: 0.7889 Epoch 52/500 58/58 [==============================] - 0s 338us/step - loss: 0.4507 - accuracy: 0.7868 Epoch 53/500 58/58 [==============================] - 0s 359us/step - loss: 0.4501 - accuracy: 0.7868 Epoch 54/500 58/58 [==============================] - 0s 341us/step - loss: 0.4501 - accuracy: 0.7861 Epoch 55/500 58/58 [==============================] - 0s 348us/step - loss: 0.4494 - accuracy: 0.7889 Epoch 56/500 58/58 [==============================] - 0s 346us/step - loss: 0.4486 - accuracy: 0.7889 Epoch 57/500 58/58 [==============================] - 0s 341us/step - loss: 0.4486 - accuracy: 0.7826 Epoch 58/500 58/58 [==============================] - 0s 354us/step - loss: 0.4477 - accuracy: 0.7840 Epoch 59/500 58/58 [==============================] - 0s 350us/step - loss: 0.4474 - accuracy: 0.7917 Epoch 60/500 58/58 [==============================] - 0s 339us/step - loss: 0.4474 - accuracy: 0.7875 Epoch 61/500 58/58 [==============================] - 0s 335us/step - loss: 0.4468 - accuracy: 0.7903 Epoch 62/500 58/58 [==============================] - 0s 341us/step - loss: 0.4460 - accuracy: 0.7924 Epoch 63/500 58/58 [==============================] - 0s 339us/step - loss: 0.4457 - accuracy: 0.7924 Epoch 64/500 58/58 [==============================] - 0s 335us/step - loss: 0.4455 - accuracy: 0.7917 Epoch 65/500 58/58 [==============================] - 0s 364us/step - loss: 0.4447 - accuracy: 0.7917 Epoch 66/500 58/58 [==============================] - 0s 350us/step - loss: 0.4442 - accuracy: 0.7917 Epoch 67/500 58/58 [==============================] - 0s 379us/step - loss: 0.4439 - accuracy: 0.7924 Epoch 68/500 58/58 [==============================] - 0s 502us/step - loss: 0.4441 - accuracy: 0.7889 Epoch 69/500 58/58 [==============================] - 0s 437us/step - loss: 0.4434 - accuracy: 0.7937 Epoch 70/500 58/58 [==============================] - 0s 426us/step - loss: 0.4429 - accuracy: 0.7861 Epoch 71/500 58/58 [==============================] - 0s 413us/step - loss: 0.4427 - accuracy: 0.7924 Epoch 72/500 58/58 [==============================] - 0s 386us/step - loss: 0.4428 - accuracy: 0.7910 Epoch 73/500 58/58 [==============================] - 0s 402us/step - loss: 0.4416 - accuracy: 0.7917 Epoch 74/500 58/58 [==============================] - 0s 406us/step - loss: 0.4415 - accuracy: 0.7944 Epoch 75/500 58/58 [==============================] - 0s 407us/step - loss: 0.4413 - accuracy: 0.7903 Epoch 76/500 58/58 [==============================] - 0s 377us/step - loss: 0.4406 - accuracy: 0.7868 Epoch 77/500 58/58 [==============================] - 0s 382us/step - loss: 0.4406 - accuracy: 0.7917 Epoch 78/500 58/58 [==============================] - 0s 393us/step - loss: 0.4400 - accuracy: 0.7875 Epoch 79/500 58/58 [==============================] - 0s 365us/step - loss: 0.4398 - accuracy: 0.7903 Epoch 80/500 58/58 [==============================] - 0s 358us/step - loss: 0.4396 - accuracy: 0.7917 Epoch 81/500 58/58 [==============================] - 0s 353us/step - loss: 0.4396 - accuracy: 0.7937 Epoch 82/500 58/58 [==============================] - 0s 371us/step - loss: 0.4389 - accuracy: 0.7931 Epoch 83/500 58/58 [==============================] - 0s 367us/step - loss: 0.4386 - accuracy: 0.7875 Epoch 84/500 58/58 [==============================] - 0s 371us/step - loss: 0.4389 - accuracy: 0.7917 Epoch 85/500 58/58 [==============================] - 0s 374us/step - loss: 0.4390 - accuracy: 0.7917 Epoch 86/500 58/58 [==============================] - 0s 384us/step - loss: 0.4375 - accuracy: 0.7896 Epoch 87/500 58/58 [==============================] - 0s 380us/step - loss: 0.4371 - accuracy: 0.7924 Epoch 88/500 58/58 [==============================] - 0s 358us/step - loss: 0.4368 - accuracy: 0.7875 Epoch 89/500 58/58 [==============================] - 0s 384us/step - loss: 0.4360 - accuracy: 0.7896 Epoch 90/500 58/58 [==============================] - 0s 362us/step - loss: 0.4360 - accuracy: 0.7937 Epoch 91/500 58/58 [==============================] - 0s 358us/step - loss: 0.4361 - accuracy: 0.7896 Epoch 92/500 58/58 [==============================] - 0s 356us/step - loss: 0.4347 - accuracy: 0.7917 Epoch 93/500 58/58 [==============================] - 0s 353us/step - loss: 0.4346 - accuracy: 0.7917 Epoch 94/500 58/58 [==============================] - 0s 348us/step - loss: 0.4342 - accuracy: 0.7958 Epoch 95/500 58/58 [==============================] - 0s 340us/step - loss: 0.4337 - accuracy: 0.7924 Epoch 96/500 58/58 [==============================] - 0s 353us/step - loss: 0.4340 - accuracy: 0.7924 Epoch 97/500 58/58 [==============================] - 0s 339us/step - loss: 0.4330 - accuracy: 0.7944 Epoch 98/500 58/58 [==============================] - 0s 342us/step - loss: 0.4320 - accuracy: 0.7937 Epoch 99/500 58/58 [==============================] - 0s 354us/step - loss: 0.4321 - accuracy: 0.7944 Epoch 100/500 58/58 [==============================] - 0s 354us/step - loss: 0.4321 - accuracy: 0.7917 Epoch 101/500 58/58 [==============================] - 0s 353us/step - loss: 0.4318 - accuracy: 0.7889 Epoch 102/500 58/58 [==============================] - 0s 343us/step - loss: 0.4312 - accuracy: 0.7931 Epoch 103/500 58/58 [==============================] - 0s 344us/step - loss: 0.4307 - accuracy: 0.7889 Epoch 104/500 58/58 [==============================] - 0s 345us/step - loss: 0.4305 - accuracy: 0.7972 Epoch 105/500 58/58 [==============================] - 0s 360us/step - loss: 0.4302 - accuracy: 0.7944 Epoch 106/500 58/58 [==============================] - 0s 346us/step - loss: 0.4302 - accuracy: 0.7889 Epoch 107/500 58/58 [==============================] - 0s 352us/step - loss: 0.4287 - accuracy: 0.7951 Epoch 108/500 58/58 [==============================] - 0s 344us/step - loss: 0.4289 - accuracy: 0.7931 Epoch 109/500 58/58 [==============================] - 0s 353us/step - loss: 0.4283 - accuracy: 0.7979 Epoch 110/500 58/58 [==============================] - 0s 350us/step - loss: 0.4289 - accuracy: 0.7951 Epoch 111/500 58/58 [==============================] - 0s 356us/step - loss: 0.4277 - accuracy: 0.7965 Epoch 112/500 58/58 [==============================] - 0s 340us/step - loss: 0.4269 - accuracy: 0.7986 Epoch 113/500 58/58 [==============================] - 0s 368us/step - loss: 0.4273 - accuracy: 0.7958 Epoch 114/500 58/58 [==============================] - 0s 539us/step - loss: 0.4276 - accuracy: 0.7972 Epoch 115/500 58/58 [==============================] - 0s 364us/step - loss: 0.4262 - accuracy: 0.7986 Epoch 116/500 58/58 [==============================] - 0s 372us/step - loss: 0.4251 - accuracy: 0.7931 Epoch 117/500 58/58 [==============================] - 0s 383us/step - loss: 0.4257 - accuracy: 0.7944 Epoch 118/500 58/58 [==============================] - 0s 366us/step - loss: 0.4260 - accuracy: 0.7958 Epoch 119/500 58/58 [==============================] - 0s 384us/step - loss: 0.4240 - accuracy: 0.7972 Epoch 120/500 58/58 [==============================] - 0s 370us/step - loss: 0.4261 - accuracy: 0.7972 Epoch 121/500 58/58 [==============================] - 0s 352us/step - loss: 0.4239 - accuracy: 0.7993 Epoch 122/500 58/58 [==============================] - 0s 361us/step - loss: 0.4240 - accuracy: 0.7965 Epoch 123/500 58/58 [==============================] - 0s 375us/step - loss: 0.4233 - accuracy: 0.7924 Epoch 124/500 58/58 [==============================] - 0s 385us/step - loss: 0.4224 - accuracy: 0.7986 Epoch 125/500 58/58 [==============================] - 0s 359us/step - loss: 0.4227 - accuracy: 0.8000 Epoch 126/500 58/58 [==============================] - 0s 356us/step - loss: 0.4220 - accuracy: 0.7958 Epoch 127/500 58/58 [==============================] - 0s 346us/step - loss: 0.4220 - accuracy: 0.7944 Epoch 128/500 58/58 [==============================] - 0s 352us/step - loss: 0.4215 - accuracy: 0.8000 Epoch 129/500 58/58 [==============================] - 0s 340us/step - loss: 0.4209 - accuracy: 0.8000 Epoch 130/500 58/58 [==============================] - 0s 355us/step - loss: 0.4205 - accuracy: 0.8028 Epoch 131/500 58/58 [==============================] - 0s 375us/step - loss: 0.4203 - accuracy: 0.8021 Epoch 132/500 58/58 [==============================] - 0s 343us/step - loss: 0.4207 - accuracy: 0.8014 Epoch 133/500 58/58 [==============================] - 0s 350us/step - loss: 0.4193 - accuracy: 0.8083 Epoch 134/500 58/58 [==============================] - 0s 901us/step - loss: 0.4192 - accuracy: 0.8000 Epoch 135/500 58/58 [==============================] - 0s 449us/step - loss: 0.4194 - accuracy: 0.8014 Epoch 136/500 58/58 [==============================] - 0s 355us/step - loss: 0.4189 - accuracy: 0.8021 Epoch 137/500 58/58 [==============================] - 0s 345us/step - loss: 0.4182 - accuracy: 0.8021 Epoch 138/500 58/58 [==============================] - 0s 350us/step - loss: 0.4198 - accuracy: 0.8000 Epoch 139/500 58/58 [==============================] - 0s 367us/step - loss: 0.4187 - accuracy: 0.8042 Epoch 140/500 58/58 [==============================] - 0s 358us/step - loss: 0.4197 - accuracy: 0.8049 Epoch 141/500 58/58 [==============================] - 0s 356us/step - loss: 0.4184 - accuracy: 0.8076 Epoch 142/500 58/58 [==============================] - 0s 353us/step - loss: 0.4180 - accuracy: 0.8014 Epoch 143/500 58/58 [==============================] - 0s 362us/step - loss: 0.4180 - accuracy: 0.8028 Epoch 144/500 58/58 [==============================] - 0s 348us/step - loss: 0.4168 - accuracy: 0.8062 Epoch 145/500 58/58 [==============================] - 0s 357us/step - loss: 0.4180 - accuracy: 0.8049 Epoch 146/500 58/58 [==============================] - 0s 379us/step - loss: 0.4174 - accuracy: 0.8035 Epoch 147/500 58/58 [==============================] - 0s 337us/step - loss: 0.4162 - accuracy: 0.8056 Epoch 148/500 58/58 [==============================] - 0s 352us/step - loss: 0.4169 - accuracy: 0.8097 Epoch 149/500 58/58 [==============================] - 0s 349us/step - loss: 0.4168 - accuracy: 0.8056 Epoch 150/500 58/58 [==============================] - 0s 347us/step - loss: 0.4160 - accuracy: 0.8076 Epoch 151/500 58/58 [==============================] - 0s 352us/step - loss: 0.4160 - accuracy: 0.8083 Epoch 152/500 58/58 [==============================] - 0s 366us/step - loss: 0.4155 - accuracy: 0.8049 Epoch 153/500 58/58 [==============================] - 0s 364us/step - loss: 0.4162 - accuracy: 0.8021 Epoch 154/500 58/58 [==============================] - 0s 364us/step - loss: 0.4153 - accuracy: 0.8069 Epoch 155/500 58/58 [==============================] - 0s 352us/step - loss: 0.4157 - accuracy: 0.8076 Epoch 156/500 58/58 [==============================] - 0s 351us/step - loss: 0.4151 - accuracy: 0.8062 Epoch 157/500 58/58 [==============================] - 0s 356us/step - loss: 0.4149 - accuracy: 0.8062 Epoch 158/500 58/58 [==============================] - 0s 348us/step - loss: 0.4152 - accuracy: 0.8069 Epoch 159/500 58/58 [==============================] - 0s 351us/step - loss: 0.4157 - accuracy: 0.8062 Epoch 160/500 58/58 [==============================] - 0s 354us/step - loss: 0.4150 - accuracy: 0.8056 Epoch 161/500 58/58 [==============================] - 0s 360us/step - loss: 0.4146 - accuracy: 0.8069 Epoch 162/500 58/58 [==============================] - 0s 343us/step - loss: 0.4143 - accuracy: 0.8056 Epoch 163/500 58/58 [==============================] - 0s 343us/step - loss: 0.4142 - accuracy: 0.8097 Epoch 164/500 58/58 [==============================] - 0s 343us/step - loss: 0.4152 - accuracy: 0.8069 Epoch 165/500 58/58 [==============================] - 0s 342us/step - loss: 0.4142 - accuracy: 0.8069 Epoch 166/500 58/58 [==============================] - 0s 349us/step - loss: 0.4141 - accuracy: 0.8076 Epoch 167/500 58/58 [==============================] - 0s 334us/step - loss: 0.4135 - accuracy: 0.8035 Epoch 168/500 58/58 [==============================] - 0s 338us/step - loss: 0.4139 - accuracy: 0.8069 Epoch 169/500 58/58 [==============================] - 0s 361us/step - loss: 0.4141 - accuracy: 0.8062 Epoch 170/500 58/58 [==============================] - 0s 351us/step - loss: 0.4130 - accuracy: 0.8069 Epoch 171/500 58/58 [==============================] - 0s 345us/step - loss: 0.4137 - accuracy: 0.8083 Epoch 172/500 58/58 [==============================] - 0s 334us/step - loss: 0.4145 - accuracy: 0.8021 Epoch 173/500 58/58 [==============================] - 0s 335us/step - loss: 0.4133 - accuracy: 0.8069 Epoch 174/500 58/58 [==============================] - 0s 348us/step - loss: 0.4144 - accuracy: 0.8035 Epoch 175/500 58/58 [==============================] - 0s 333us/step - loss: 0.4132 - accuracy: 0.8069 Epoch 176/500 58/58 [==============================] - 0s 339us/step - loss: 0.4132 - accuracy: 0.8069 Epoch 177/500 58/58 [==============================] - 0s 345us/step - loss: 0.4123 - accuracy: 0.8042 Epoch 178/500 58/58 [==============================] - 0s 359us/step - loss: 0.4121 - accuracy: 0.8104 Epoch 179/500 58/58 [==============================] - 0s 342us/step - loss: 0.4120 - accuracy: 0.8042 Epoch 180/500 58/58 [==============================] - 0s 336us/step - loss: 0.4128 - accuracy: 0.8097 Epoch 181/500 58/58 [==============================] - 0s 345us/step - loss: 0.4115 - accuracy: 0.8069 Epoch 182/500 58/58 [==============================] - 0s 357us/step - loss: 0.4121 - accuracy: 0.8056 Epoch 183/500 58/58 [==============================] - 0s 340us/step - loss: 0.4122 - accuracy: 0.8076 Epoch 184/500 58/58 [==============================] - 0s 331us/step - loss: 0.4124 - accuracy: 0.8076 Epoch 185/500 58/58 [==============================] - 0s 332us/step - loss: 0.4118 - accuracy: 0.8056 Epoch 186/500 58/58 [==============================] - 0s 341us/step - loss: 0.4118 - accuracy: 0.8083 Epoch 187/500 58/58 [==============================] - 0s 337us/step - loss: 0.4129 - accuracy: 0.8118 Epoch 188/500 58/58 [==============================] - 0s 335us/step - loss: 0.4118 - accuracy: 0.8090 Epoch 189/500 58/58 [==============================] - 0s 328us/step - loss: 0.4113 - accuracy: 0.8076 Epoch 190/500 58/58 [==============================] - 0s 345us/step - loss: 0.4118 - accuracy: 0.8062 Epoch 191/500 58/58 [==============================] - 0s 342us/step - loss: 0.4118 - accuracy: 0.8118 Epoch 192/500 58/58 [==============================] - 0s 341us/step - loss: 0.4116 - accuracy: 0.8097 Epoch 193/500 58/58 [==============================] - 0s 347us/step - loss: 0.4121 - accuracy: 0.8042 Epoch 194/500 58/58 [==============================] - 0s 353us/step - loss: 0.4113 - accuracy: 0.8042 Epoch 195/500 58/58 [==============================] - 0s 335us/step - loss: 0.4111 - accuracy: 0.8132 Epoch 196/500 58/58 [==============================] - 0s 337us/step - loss: 0.4109 - accuracy: 0.8111 Epoch 197/500 58/58 [==============================] - 0s 335us/step - loss: 0.4116 - accuracy: 0.8111 Epoch 198/500 58/58 [==============================] - 0s 344us/step - loss: 0.4115 - accuracy: 0.8090 Epoch 199/500 58/58 [==============================] - 0s 338us/step - loss: 0.4115 - accuracy: 0.8083 Epoch 200/500 58/58 [==============================] - 0s 345us/step - loss: 0.4113 - accuracy: 0.8111 Epoch 201/500 58/58 [==============================] - 0s 341us/step - loss: 0.4107 - accuracy: 0.8125 Epoch 202/500 58/58 [==============================] - 0s 338us/step - loss: 0.4107 - accuracy: 0.8104 Epoch 203/500 58/58 [==============================] - 0s 341us/step - loss: 0.4105 - accuracy: 0.8160 Epoch 204/500 58/58 [==============================] - 0s 344us/step - loss: 0.4105 - accuracy: 0.8118 Epoch 205/500 58/58 [==============================] - 0s 345us/step - loss: 0.4111 - accuracy: 0.8139 Epoch 206/500 58/58 [==============================] - 0s 359us/step - loss: 0.4112 - accuracy: 0.8139 Epoch 207/500 58/58 [==============================] - 0s 329us/step - loss: 0.4111 - accuracy: 0.8118 Epoch 208/500 58/58 [==============================] - 0s 354us/step - loss: 0.4108 - accuracy: 0.8160 Epoch 209/500 58/58 [==============================] - 0s 365us/step - loss: 0.4119 - accuracy: 0.8111 Epoch 210/500 58/58 [==============================] - 0s 341us/step - loss: 0.4123 - accuracy: 0.8111 Epoch 211/500 58/58 [==============================] - 0s 338us/step - loss: 0.4109 - accuracy: 0.8146 Epoch 212/500 58/58 [==============================] - 0s 345us/step - loss: 0.4115 - accuracy: 0.8167 Epoch 213/500 58/58 [==============================] - 0s 351us/step - loss: 0.4106 - accuracy: 0.8146 Epoch 214/500 58/58 [==============================] - 0s 345us/step - loss: 0.4105 - accuracy: 0.8181 Epoch 215/500 58/58 [==============================] - 0s 333us/step - loss: 0.4098 - accuracy: 0.8104 Epoch 216/500 58/58 [==============================] - 0s 345us/step - loss: 0.4094 - accuracy: 0.8167 Epoch 217/500 58/58 [==============================] - 0s 328us/step - loss: 0.4091 - accuracy: 0.8104 Epoch 218/500 58/58 [==============================] - 0s 355us/step - loss: 0.4102 - accuracy: 0.8160 Epoch 219/500 58/58 [==============================] - 0s 340us/step - loss: 0.4100 - accuracy: 0.8104 Epoch 220/500 58/58 [==============================] - 0s 349us/step - loss: 0.4092 - accuracy: 0.8146 Epoch 221/500 58/58 [==============================] - 0s 332us/step - loss: 0.4095 - accuracy: 0.8118 Epoch 222/500 58/58 [==============================] - 0s 334us/step - loss: 0.4087 - accuracy: 0.8153 Epoch 223/500 58/58 [==============================] - 0s 333us/step - loss: 0.4089 - accuracy: 0.8208 Epoch 224/500 58/58 [==============================] - 0s 339us/step - loss: 0.4090 - accuracy: 0.8153 Epoch 225/500 58/58 [==============================] - 0s 328us/step - loss: 0.4084 - accuracy: 0.8160 Epoch 226/500 58/58 [==============================] - 0s 346us/step - loss: 0.4087 - accuracy: 0.8132 Epoch 227/500 58/58 [==============================] - 0s 355us/step - loss: 0.4085 - accuracy: 0.8125 Epoch 228/500 58/58 [==============================] - 0s 341us/step - loss: 0.4086 - accuracy: 0.8167 Epoch 229/500 58/58 [==============================] - 0s 344us/step - loss: 0.4088 - accuracy: 0.8194 Epoch 230/500 58/58 [==============================] - 0s 346us/step - loss: 0.4103 - accuracy: 0.8146 Epoch 231/500 58/58 [==============================] - 0s 342us/step - loss: 0.4095 - accuracy: 0.8153 Epoch 232/500 58/58 [==============================] - 0s 347us/step - loss: 0.4097 - accuracy: 0.8194 Epoch 233/500 58/58 [==============================] - 0s 343us/step - loss: 0.4090 - accuracy: 0.8132 Epoch 234/500 58/58 [==============================] - 0s 333us/step - loss: 0.4092 - accuracy: 0.8139 Epoch 235/500 58/58 [==============================] - 0s 344us/step - loss: 0.4091 - accuracy: 0.8132 Epoch 236/500 58/58 [==============================] - 0s 330us/step - loss: 0.4087 - accuracy: 0.8201 Epoch 237/500 58/58 [==============================] - 0s 341us/step - loss: 0.4085 - accuracy: 0.8153 Epoch 238/500 58/58 [==============================] - 0s 344us/step - loss: 0.4090 - accuracy: 0.8111 Epoch 239/500 58/58 [==============================] - 0s 339us/step - loss: 0.4083 - accuracy: 0.8167 Epoch 240/500 58/58 [==============================] - 0s 328us/step - loss: 0.4093 - accuracy: 0.8118 Epoch 241/500 58/58 [==============================] - 0s 342us/step - loss: 0.4083 - accuracy: 0.8188 Epoch 242/500 58/58 [==============================] - 0s 346us/step - loss: 0.4085 - accuracy: 0.8146 Epoch 243/500 58/58 [==============================] - 0s 350us/step - loss: 0.4082 - accuracy: 0.8167 Epoch 244/500 58/58 [==============================] - 0s 339us/step - loss: 0.4079 - accuracy: 0.8188 Epoch 245/500 58/58 [==============================] - 0s 342us/step - loss: 0.4084 - accuracy: 0.8181 Epoch 246/500 58/58 [==============================] - 0s 331us/step - loss: 0.4085 - accuracy: 0.8236 Epoch 247/500 58/58 [==============================] - 0s 335us/step - loss: 0.4077 - accuracy: 0.8167 Epoch 248/500 58/58 [==============================] - 0s 346us/step - loss: 0.4087 - accuracy: 0.8139 Epoch 249/500 58/58 [==============================] - 0s 344us/step - loss: 0.4074 - accuracy: 0.8174 Epoch 250/500 58/58 [==============================] - 0s 332us/step - loss: 0.4081 - accuracy: 0.8201 Epoch 251/500 58/58 [==============================] - 0s 341us/step - loss: 0.4092 - accuracy: 0.8181 Epoch 252/500 58/58 [==============================] - 0s 344us/step - loss: 0.4076 - accuracy: 0.8167 Epoch 253/500 58/58 [==============================] - 0s 344us/step - loss: 0.4075 - accuracy: 0.8174 Epoch 254/500 58/58 [==============================] - 0s 348us/step - loss: 0.4076 - accuracy: 0.8160 Epoch 255/500 58/58 [==============================] - 0s 357us/step - loss: 0.4075 - accuracy: 0.8174 Epoch 256/500 58/58 [==============================] - 0s 342us/step - loss: 0.4079 - accuracy: 0.8153 Epoch 257/500 58/58 [==============================] - 0s 340us/step - loss: 0.4081 - accuracy: 0.8201 Epoch 258/500 58/58 [==============================] - 0s 348us/step - loss: 0.4083 - accuracy: 0.8194 Epoch 259/500 58/58 [==============================] - 0s 343us/step - loss: 0.4082 - accuracy: 0.8153 Epoch 260/500 58/58 [==============================] - 0s 354us/step - loss: 0.4080 - accuracy: 0.8194 Epoch 261/500 58/58 [==============================] - 0s 338us/step - loss: 0.4078 - accuracy: 0.8132 Epoch 262/500 58/58 [==============================] - 0s 340us/step - loss: 0.4073 - accuracy: 0.8215 Epoch 263/500 58/58 [==============================] - 0s 342us/step - loss: 0.4084 - accuracy: 0.8083 Epoch 264/500 58/58 [==============================] - 0s 331us/step - loss: 0.4073 - accuracy: 0.8174 Epoch 265/500 58/58 [==============================] - 0s 339us/step - loss: 0.4072 - accuracy: 0.8208 Epoch 266/500 58/58 [==============================] - 0s 332us/step - loss: 0.4078 - accuracy: 0.8167 Epoch 267/500 58/58 [==============================] - 0s 342us/step - loss: 0.4077 - accuracy: 0.8188 Epoch 268/500 58/58 [==============================] - 0s 344us/step - loss: 0.4067 - accuracy: 0.8243 Epoch 269/500 58/58 [==============================] - 0s 337us/step - loss: 0.4081 - accuracy: 0.8167 Epoch 270/500 58/58 [==============================] - 0s 347us/step - loss: 0.4073 - accuracy: 0.8181 Epoch 271/500 58/58 [==============================] - 0s 341us/step - loss: 0.4071 - accuracy: 0.8188 Epoch 272/500 58/58 [==============================] - 0s 347us/step - loss: 0.4067 - accuracy: 0.8181 Epoch 273/500 58/58 [==============================] - 0s 331us/step - loss: 0.4070 - accuracy: 0.8208 Epoch 274/500 58/58 [==============================] - 0s 340us/step - loss: 0.4084 - accuracy: 0.8250 Epoch 275/500 58/58 [==============================] - 0s 348us/step - loss: 0.4081 - accuracy: 0.8215 Epoch 276/500 58/58 [==============================] - 0s 352us/step - loss: 0.4078 - accuracy: 0.8208 Epoch 277/500 58/58 [==============================] - 0s 329us/step - loss: 0.4079 - accuracy: 0.8181 Epoch 278/500 58/58 [==============================] - 0s 340us/step - loss: 0.4066 - accuracy: 0.8250 Epoch 279/500 58/58 [==============================] - 0s 351us/step - loss: 0.4068 - accuracy: 0.8188 Epoch 280/500 58/58 [==============================] - 0s 344us/step - loss: 0.4068 - accuracy: 0.8146 Epoch 281/500 58/58 [==============================] - 0s 344us/step - loss: 0.4083 - accuracy: 0.8188 Epoch 282/500 58/58 [==============================] - 0s 348us/step - loss: 0.4084 - accuracy: 0.8222 Epoch 283/500 58/58 [==============================] - 0s 338us/step - loss: 0.4070 - accuracy: 0.8201 Epoch 284/500 58/58 [==============================] - 0s 346us/step - loss: 0.4069 - accuracy: 0.8236 Epoch 285/500 58/58 [==============================] - 0s 343us/step - loss: 0.4072 - accuracy: 0.8208 Epoch 286/500 58/58 [==============================] - 0s 332us/step - loss: 0.4070 - accuracy: 0.8208 Epoch 287/500 58/58 [==============================] - 0s 343us/step - loss: 0.4072 - accuracy: 0.8243 Epoch 288/500 58/58 [==============================] - 0s 343us/step - loss: 0.4063 - accuracy: 0.8257 Epoch 289/500 58/58 [==============================] - 0s 331us/step - loss: 0.4071 - accuracy: 0.8181 Epoch 290/500 58/58 [==============================] - 0s 339us/step - loss: 0.4061 - accuracy: 0.8236 Epoch 291/500 58/58 [==============================] - 0s 361us/step - loss: 0.4066 - accuracy: 0.8257 Epoch 292/500 58/58 [==============================] - 0s 349us/step - loss: 0.4064 - accuracy: 0.8208 Epoch 293/500 58/58 [==============================] - 0s 353us/step - loss: 0.4079 - accuracy: 0.8194 Epoch 294/500 58/58 [==============================] - 0s 356us/step - loss: 0.4070 - accuracy: 0.8139 Epoch 295/500 58/58 [==============================] - 0s 333us/step - loss: 0.4071 - accuracy: 0.8229 Epoch 296/500 58/58 [==============================] - 0s 353us/step - loss: 0.4067 - accuracy: 0.8201 Epoch 297/500 58/58 [==============================] - 0s 368us/step - loss: 0.4067 - accuracy: 0.8208 Epoch 298/500 58/58 [==============================] - 0s 368us/step - loss: 0.4076 - accuracy: 0.8194 Epoch 299/500 58/58 [==============================] - 0s 361us/step - loss: 0.4073 - accuracy: 0.8208 Epoch 300/500 58/58 [==============================] - 0s 350us/step - loss: 0.4064 - accuracy: 0.8194 Epoch 301/500 58/58 [==============================] - 0s 345us/step - loss: 0.4090 - accuracy: 0.8146 Epoch 302/500 58/58 [==============================] - 0s 363us/step - loss: 0.4061 - accuracy: 0.8215 Epoch 303/500 58/58 [==============================] - 0s 360us/step - loss: 0.4071 - accuracy: 0.8250 Epoch 304/500 58/58 [==============================] - 0s 351us/step - loss: 0.4060 - accuracy: 0.8215 Epoch 305/500 58/58 [==============================] - 0s 349us/step - loss: 0.4069 - accuracy: 0.8194 Epoch 306/500 58/58 [==============================] - 0s 344us/step - loss: 0.4068 - accuracy: 0.8236 Epoch 307/500 58/58 [==============================] - 0s 334us/step - loss: 0.4063 - accuracy: 0.8201 Epoch 308/500 58/58 [==============================] - 0s 346us/step - loss: 0.4061 - accuracy: 0.8194 Epoch 309/500 58/58 [==============================] - 0s 350us/step - loss: 0.4070 - accuracy: 0.8222 Epoch 310/500 58/58 [==============================] - 0s 345us/step - loss: 0.4068 - accuracy: 0.8208 Epoch 311/500 58/58 [==============================] - 0s 366us/step - loss: 0.4069 - accuracy: 0.8188 Epoch 312/500 58/58 [==============================] - 0s 351us/step - loss: 0.4070 - accuracy: 0.8208 Epoch 313/500 58/58 [==============================] - 0s 347us/step - loss: 0.4068 - accuracy: 0.8215 Epoch 314/500 58/58 [==============================] - 0s 353us/step - loss: 0.4064 - accuracy: 0.8264 Epoch 315/500 58/58 [==============================] - 0s 362us/step - loss: 0.4072 - accuracy: 0.8194 Epoch 316/500 58/58 [==============================] - 0s 338us/step - loss: 0.4062 - accuracy: 0.8250 Epoch 317/500 58/58 [==============================] - 0s 353us/step - loss: 0.4069 - accuracy: 0.8160 Epoch 318/500 58/58 [==============================] - 0s 351us/step - loss: 0.4067 - accuracy: 0.8201 Epoch 319/500 58/58 [==============================] - 0s 355us/step - loss: 0.4060 - accuracy: 0.8215 Epoch 320/500 58/58 [==============================] - 0s 345us/step - loss: 0.4061 - accuracy: 0.8229 Epoch 321/500 58/58 [==============================] - 0s 370us/step - loss: 0.4063 - accuracy: 0.8222 Epoch 322/500 58/58 [==============================] - 0s 359us/step - loss: 0.4071 - accuracy: 0.8229 Epoch 323/500 58/58 [==============================] - 0s 346us/step - loss: 0.4066 - accuracy: 0.8250 Epoch 324/500 58/58 [==============================] - 0s 351us/step - loss: 0.4061 - accuracy: 0.8215 Epoch 325/500 58/58 [==============================] - 0s 348us/step - loss: 0.4055 - accuracy: 0.8215 Epoch 326/500 58/58 [==============================] - 0s 911us/step - loss: 0.4057 - accuracy: 0.8229 Epoch 327/500 58/58 [==============================] - 0s 354us/step - loss: 0.4059 - accuracy: 0.8201 Epoch 328/500 58/58 [==============================] - 0s 358us/step - loss: 0.4068 - accuracy: 0.8188 Epoch 329/500 58/58 [==============================] - 0s 364us/step - loss: 0.4064 - accuracy: 0.8229 Epoch 330/500 58/58 [==============================] - 0s 356us/step - loss: 0.4065 - accuracy: 0.8222 Epoch 331/500 58/58 [==============================] - 0s 370us/step - loss: 0.4061 - accuracy: 0.8250 Epoch 332/500 58/58 [==============================] - 0s 366us/step - loss: 0.4068 - accuracy: 0.8174 Epoch 333/500 58/58 [==============================] - 0s 368us/step - loss: 0.4059 - accuracy: 0.8181 Epoch 334/500 58/58 [==============================] - 0s 368us/step - loss: 0.4063 - accuracy: 0.8243 Epoch 335/500 58/58 [==============================] - 0s 371us/step - loss: 0.4059 - accuracy: 0.8201 Epoch 336/500 58/58 [==============================] - 0s 374us/step - loss: 0.4057 - accuracy: 0.8181 Epoch 337/500 58/58 [==============================] - 0s 356us/step - loss: 0.4052 - accuracy: 0.8188 Epoch 338/500 58/58 [==============================] - 0s 360us/step - loss: 0.4066 - accuracy: 0.8181 Epoch 339/500 58/58 [==============================] - 0s 351us/step - loss: 0.4059 - accuracy: 0.8208 Epoch 340/500 58/58 [==============================] - 0s 363us/step - loss: 0.4060 - accuracy: 0.8188 Epoch 341/500 58/58 [==============================] - 0s 368us/step - loss: 0.4059 - accuracy: 0.8188 Epoch 342/500 58/58 [==============================] - 0s 353us/step - loss: 0.4058 - accuracy: 0.8174 Epoch 343/500 58/58 [==============================] - 0s 353us/step - loss: 0.4059 - accuracy: 0.8208 Epoch 344/500 58/58 [==============================] - 0s 355us/step - loss: 0.4054 - accuracy: 0.8222 Epoch 345/500 58/58 [==============================] - 0s 360us/step - loss: 0.4066 - accuracy: 0.8174 Epoch 346/500 58/58 [==============================] - 0s 360us/step - loss: 0.4070 - accuracy: 0.8208 Epoch 347/500 58/58 [==============================] - 0s 346us/step - loss: 0.4058 - accuracy: 0.8188 Epoch 348/500 58/58 [==============================] - 0s 366us/step - loss: 0.4061 - accuracy: 0.8222 Epoch 349/500 58/58 [==============================] - 0s 349us/step - loss: 0.4056 - accuracy: 0.8229 Epoch 350/500 58/58 [==============================] - 0s 353us/step - loss: 0.4055 - accuracy: 0.8188 Epoch 351/500 58/58 [==============================] - 0s 341us/step - loss: 0.4050 - accuracy: 0.8208 Epoch 352/500 58/58 [==============================] - 0s 345us/step - loss: 0.4059 - accuracy: 0.8194 Epoch 353/500 58/58 [==============================] - 0s 341us/step - loss: 0.4068 - accuracy: 0.8222 Epoch 354/500 58/58 [==============================] - 0s 339us/step - loss: 0.4049 - accuracy: 0.8194 Epoch 355/500 58/58 [==============================] - 0s 342us/step - loss: 0.4052 - accuracy: 0.8181 Epoch 356/500 58/58 [==============================] - 0s 341us/step - loss: 0.4054 - accuracy: 0.8236 Epoch 357/500 58/58 [==============================] - 0s 350us/step - loss: 0.4054 - accuracy: 0.8194 Epoch 358/500 58/58 [==============================] - 0s 344us/step - loss: 0.4053 - accuracy: 0.8208 Epoch 359/500 58/58 [==============================] - 0s 352us/step - loss: 0.4055 - accuracy: 0.8201 Epoch 360/500 58/58 [==============================] - 0s 351us/step - loss: 0.4061 - accuracy: 0.8257 Epoch 361/500 58/58 [==============================] - 0s 349us/step - loss: 0.4047 - accuracy: 0.8236 Epoch 362/500 58/58 [==============================] - 0s 347us/step - loss: 0.4049 - accuracy: 0.8222 Epoch 363/500 58/58 [==============================] - 0s 341us/step - loss: 0.4055 - accuracy: 0.8229 Epoch 364/500 58/58 [==============================] - 0s 343us/step - loss: 0.4055 - accuracy: 0.8181 Epoch 365/500 58/58 [==============================] - 0s 354us/step - loss: 0.4049 - accuracy: 0.8250 Epoch 366/500 58/58 [==============================] - 0s 359us/step - loss: 0.4051 - accuracy: 0.8257 Epoch 367/500 58/58 [==============================] - 0s 354us/step - loss: 0.4056 - accuracy: 0.8208 Epoch 368/500 58/58 [==============================] - 0s 354us/step - loss: 0.4068 - accuracy: 0.8250 Epoch 369/500 58/58 [==============================] - 0s 342us/step - loss: 0.4055 - accuracy: 0.8208 Epoch 370/500 58/58 [==============================] - 0s 356us/step - loss: 0.4050 - accuracy: 0.8208 Epoch 371/500 58/58 [==============================] - 0s 355us/step - loss: 0.4043 - accuracy: 0.8243 Epoch 372/500 58/58 [==============================] - 0s 365us/step - loss: 0.4045 - accuracy: 0.8222 Epoch 373/500 58/58 [==============================] - 0s 343us/step - loss: 0.4045 - accuracy: 0.8174 Epoch 374/500 58/58 [==============================] - 0s 363us/step - loss: 0.4052 - accuracy: 0.8229 Epoch 375/500 58/58 [==============================] - 0s 348us/step - loss: 0.4059 - accuracy: 0.8194 Epoch 376/500 58/58 [==============================] - 0s 336us/step - loss: 0.4049 - accuracy: 0.8201 Epoch 377/500 58/58 [==============================] - 0s 346us/step - loss: 0.4043 - accuracy: 0.8188 Epoch 378/500 58/58 [==============================] - 0s 341us/step - loss: 0.4057 - accuracy: 0.8188 Epoch 379/500 58/58 [==============================] - 0s 350us/step - loss: 0.4047 - accuracy: 0.8215 Epoch 380/500 58/58 [==============================] - 0s 349us/step - loss: 0.4062 - accuracy: 0.8188 Epoch 381/500 58/58 [==============================] - 0s 333us/step - loss: 0.4044 - accuracy: 0.8167 Epoch 382/500 58/58 [==============================] - 0s 350us/step - loss: 0.4057 - accuracy: 0.8215 Epoch 383/500 58/58 [==============================] - 0s 338us/step - loss: 0.4051 - accuracy: 0.8160 Epoch 384/500 58/58 [==============================] - 0s 364us/step - loss: 0.4040 - accuracy: 0.8229 Epoch 385/500 58/58 [==============================] - 0s 342us/step - loss: 0.4050 - accuracy: 0.8201 Epoch 386/500 58/58 [==============================] - 0s 334us/step - loss: 0.4042 - accuracy: 0.8181 Epoch 387/500 58/58 [==============================] - 0s 346us/step - loss: 0.4059 - accuracy: 0.8215 Epoch 388/500 58/58 [==============================] - 0s 333us/step - loss: 0.4050 - accuracy: 0.8181 Epoch 389/500 58/58 [==============================] - 0s 343us/step - loss: 0.4051 - accuracy: 0.8181 Epoch 390/500 58/58 [==============================] - 0s 338us/step - loss: 0.4041 - accuracy: 0.8167 Epoch 391/500 58/58 [==============================] - 0s 345us/step - loss: 0.4044 - accuracy: 0.8181 Epoch 392/500 58/58 [==============================] - 0s 333us/step - loss: 0.4036 - accuracy: 0.8236 Epoch 393/500 58/58 [==============================] - 0s 351us/step - loss: 0.4053 - accuracy: 0.8125 Epoch 394/500 58/58 [==============================] - 0s 343us/step - loss: 0.4044 - accuracy: 0.8174 Epoch 395/500 58/58 [==============================] - 0s 329us/step - loss: 0.4044 - accuracy: 0.8201 Epoch 396/500 58/58 [==============================] - 0s 355us/step - loss: 0.4044 - accuracy: 0.8153 Epoch 397/500 58/58 [==============================] - 0s 366us/step - loss: 0.4043 - accuracy: 0.8229 Epoch 398/500 58/58 [==============================] - 0s 365us/step - loss: 0.4034 - accuracy: 0.8208 Epoch 399/500 58/58 [==============================] - 0s 349us/step - loss: 0.4040 - accuracy: 0.8188 Epoch 400/500 58/58 [==============================] - 0s 342us/step - loss: 0.4036 - accuracy: 0.8208 Epoch 401/500 58/58 [==============================] - 0s 338us/step - loss: 0.4034 - accuracy: 0.8208 Epoch 402/500 58/58 [==============================] - 0s 348us/step - loss: 0.4040 - accuracy: 0.8181 Epoch 403/500 58/58 [==============================] - 0s 350us/step - loss: 0.4047 - accuracy: 0.8236 Epoch 404/500 58/58 [==============================] - 0s 337us/step - loss: 0.4039 - accuracy: 0.8174 Epoch 405/500 58/58 [==============================] - 0s 340us/step - loss: 0.4034 - accuracy: 0.8229 Epoch 406/500 58/58 [==============================] - 0s 345us/step - loss: 0.4034 - accuracy: 0.8188 Epoch 407/500 58/58 [==============================] - 0s 342us/step - loss: 0.4035 - accuracy: 0.8201 Epoch 408/500 58/58 [==============================] - 0s 361us/step - loss: 0.4039 - accuracy: 0.8174 Epoch 409/500 58/58 [==============================] - 0s 350us/step - loss: 0.4042 - accuracy: 0.8250 Epoch 410/500 58/58 [==============================] - 0s 348us/step - loss: 0.4032 - accuracy: 0.8208 Epoch 411/500 58/58 [==============================] - 0s 340us/step - loss: 0.4032 - accuracy: 0.8167 Epoch 412/500 58/58 [==============================] - 0s 336us/step - loss: 0.4048 - accuracy: 0.8188 Epoch 413/500 58/58 [==============================] - 0s 344us/step - loss: 0.4039 - accuracy: 0.8160 Epoch 414/500 58/58 [==============================] - 0s 347us/step - loss: 0.4038 - accuracy: 0.8167 Epoch 415/500 58/58 [==============================] - 0s 381us/step - loss: 0.4046 - accuracy: 0.8243 Epoch 416/500 58/58 [==============================] - 0s 377us/step - loss: 0.4034 - accuracy: 0.8188 Epoch 417/500 58/58 [==============================] - 0s 392us/step - loss: 0.4032 - accuracy: 0.8188 Epoch 418/500 58/58 [==============================] - 0s 390us/step - loss: 0.4025 - accuracy: 0.8167 Epoch 419/500 58/58 [==============================] - 0s 393us/step - loss: 0.4028 - accuracy: 0.8167 Epoch 420/500 58/58 [==============================] - 0s 396us/step - loss: 0.4042 - accuracy: 0.8215 Epoch 421/500 58/58 [==============================] - 0s 382us/step - loss: 0.4043 - accuracy: 0.8264 Epoch 422/500 58/58 [==============================] - 0s 351us/step - loss: 0.4030 - accuracy: 0.8215 Epoch 423/500 58/58 [==============================] - 0s 355us/step - loss: 0.4025 - accuracy: 0.8174 Epoch 424/500 58/58 [==============================] - 0s 358us/step - loss: 0.4027 - accuracy: 0.8188 Epoch 425/500 58/58 [==============================] - 0s 352us/step - loss: 0.4041 - accuracy: 0.8167 Epoch 426/500 58/58 [==============================] - 0s 353us/step - loss: 0.4032 - accuracy: 0.8208 Epoch 427/500 58/58 [==============================] - 0s 353us/step - loss: 0.4035 - accuracy: 0.8208 Epoch 428/500 58/58 [==============================] - 0s 352us/step - loss: 0.4022 - accuracy: 0.8181 Epoch 429/500 58/58 [==============================] - 0s 340us/step - loss: 0.4049 - accuracy: 0.8194 Epoch 430/500 58/58 [==============================] - 0s 328us/step - loss: 0.4028 - accuracy: 0.8208 Epoch 431/500 58/58 [==============================] - 0s 336us/step - loss: 0.4027 - accuracy: 0.8236 Epoch 432/500 58/58 [==============================] - 0s 356us/step - loss: 0.4025 - accuracy: 0.8181 Epoch 433/500 58/58 [==============================] - 0s 344us/step - loss: 0.4027 - accuracy: 0.8250 Epoch 434/500 58/58 [==============================] - 0s 350us/step - loss: 0.4034 - accuracy: 0.8222 Epoch 435/500 58/58 [==============================] - 0s 335us/step - loss: 0.4021 - accuracy: 0.8194 Epoch 436/500 58/58 [==============================] - 0s 335us/step - loss: 0.4031 - accuracy: 0.8215 Epoch 437/500 58/58 [==============================] - 0s 335us/step - loss: 0.4023 - accuracy: 0.8236 Epoch 438/500 58/58 [==============================] - 0s 375us/step - loss: 0.4017 - accuracy: 0.8208 Epoch 439/500 58/58 [==============================] - 0s 389us/step - loss: 0.4021 - accuracy: 0.8271 Epoch 440/500 58/58 [==============================] - 0s 383us/step - loss: 0.4032 - accuracy: 0.8153 Epoch 441/500 58/58 [==============================] - 0s 400us/step - loss: 0.4031 - accuracy: 0.8243 Epoch 442/500 58/58 [==============================] - 0s 385us/step - loss: 0.4026 - accuracy: 0.8153 Epoch 443/500 58/58 [==============================] - 0s 400us/step - loss: 0.4018 - accuracy: 0.8174 Epoch 444/500 58/58 [==============================] - 0s 398us/step - loss: 0.4023 - accuracy: 0.8194 Epoch 445/500 58/58 [==============================] - 0s 389us/step - loss: 0.4029 - accuracy: 0.8250 Epoch 446/500 58/58 [==============================] - 0s 395us/step - loss: 0.4023 - accuracy: 0.8250 Epoch 447/500 58/58 [==============================] - 0s 394us/step - loss: 0.4022 - accuracy: 0.8229 Epoch 448/500 58/58 [==============================] - 0s 372us/step - loss: 0.4022 - accuracy: 0.8257 Epoch 449/500 58/58 [==============================] - 0s 399us/step - loss: 0.4012 - accuracy: 0.8222 Epoch 450/500 58/58 [==============================] - 0s 385us/step - loss: 0.4016 - accuracy: 0.8236 Epoch 451/500 58/58 [==============================] - 0s 395us/step - loss: 0.4025 - accuracy: 0.8278 Epoch 452/500 58/58 [==============================] - 0s 391us/step - loss: 0.4021 - accuracy: 0.8278 Epoch 453/500 58/58 [==============================] - 0s 387us/step - loss: 0.4009 - accuracy: 0.8188 Epoch 454/500 58/58 [==============================] - 0s 379us/step - loss: 0.4029 - accuracy: 0.8236 Epoch 455/500 58/58 [==============================] - 0s 382us/step - loss: 0.4005 - accuracy: 0.8257 Epoch 456/500 58/58 [==============================] - 0s 378us/step - loss: 0.4006 - accuracy: 0.8222 Epoch 457/500 58/58 [==============================] - 0s 388us/step - loss: 0.3999 - accuracy: 0.8243 Epoch 458/500 58/58 [==============================] - 0s 390us/step - loss: 0.4011 - accuracy: 0.8229 Epoch 459/500 58/58 [==============================] - 0s 386us/step - loss: 0.4008 - accuracy: 0.8299 Epoch 460/500 58/58 [==============================] - 0s 394us/step - loss: 0.4005 - accuracy: 0.8167 Epoch 461/500 58/58 [==============================] - 0s 374us/step - loss: 0.3999 - accuracy: 0.8236 Epoch 462/500 58/58 [==============================] - 0s 569us/step - loss: 0.4001 - accuracy: 0.8201 Epoch 463/500 58/58 [==============================] - 0s 381us/step - loss: 0.3988 - accuracy: 0.8222 Epoch 464/500 58/58 [==============================] - 0s 391us/step - loss: 0.3995 - accuracy: 0.8236 Epoch 465/500 58/58 [==============================] - 0s 394us/step - loss: 0.3994 - accuracy: 0.8208 Epoch 466/500 58/58 [==============================] - 0s 388us/step - loss: 0.4009 - accuracy: 0.8208 Epoch 467/500 58/58 [==============================] - 0s 391us/step - loss: 0.3990 - accuracy: 0.8250 Epoch 468/500 58/58 [==============================] - 0s 381us/step - loss: 0.3980 - accuracy: 0.8229 Epoch 469/500 58/58 [==============================] - 0s 382us/step - loss: 0.3987 - accuracy: 0.8174 Epoch 470/500 58/58 [==============================] - 0s 403us/step - loss: 0.3984 - accuracy: 0.8243 Epoch 471/500 58/58 [==============================] - 0s 425us/step - loss: 0.3975 - accuracy: 0.8264 Epoch 472/500 58/58 [==============================] - 0s 387us/step - loss: 0.4007 - accuracy: 0.8208 Epoch 473/500 58/58 [==============================] - 0s 350us/step - loss: 0.3984 - accuracy: 0.8215 Epoch 474/500 58/58 [==============================] - 0s 398us/step - loss: 0.3978 - accuracy: 0.8188 Epoch 475/500 58/58 [==============================] - 0s 392us/step - loss: 0.3969 - accuracy: 0.8208 Epoch 476/500 58/58 [==============================] - 0s 385us/step - loss: 0.3982 - accuracy: 0.8229 Epoch 477/500 58/58 [==============================] - 0s 387us/step - loss: 0.3968 - accuracy: 0.8236 Epoch 478/500 58/58 [==============================] - 0s 384us/step - loss: 0.3964 - accuracy: 0.8243 Epoch 479/500 58/58 [==============================] - 0s 393us/step - loss: 0.3962 - accuracy: 0.8257 Epoch 480/500 58/58 [==============================] - 0s 398us/step - loss: 0.3972 - accuracy: 0.8215 Epoch 481/500 58/58 [==============================] - 0s 387us/step - loss: 0.3970 - accuracy: 0.8250 Epoch 482/500 58/58 [==============================] - 0s 384us/step - loss: 0.3967 - accuracy: 0.8222 Epoch 483/500 58/58 [==============================] - 0s 378us/step - loss: 0.3959 - accuracy: 0.8222 Epoch 484/500 58/58 [==============================] - 0s 379us/step - loss: 0.3963 - accuracy: 0.8222 Epoch 485/500 58/58 [==============================] - 0s 1ms/step - loss: 0.3960 - accuracy: 0.8222 Epoch 486/500 58/58 [==============================] - 0s 401us/step - loss: 0.3960 - accuracy: 0.8236 Epoch 487/500 58/58 [==============================] - 0s 372us/step - loss: 0.3957 - accuracy: 0.8222 Epoch 488/500 58/58 [==============================] - 0s 381us/step - loss: 0.3956 - accuracy: 0.8243 Epoch 489/500 58/58 [==============================] - 0s 375us/step - loss: 0.3950 - accuracy: 0.8236 Epoch 490/500 58/58 [==============================] - 0s 380us/step - loss: 0.3954 - accuracy: 0.8215 Epoch 491/500 58/58 [==============================] - 0s 383us/step - loss: 0.3955 - accuracy: 0.8174 Epoch 492/500 58/58 [==============================] - 0s 395us/step - loss: 0.3956 - accuracy: 0.8292 Epoch 493/500 58/58 [==============================] - 0s 387us/step - loss: 0.3956 - accuracy: 0.8208 Epoch 494/500 58/58 [==============================] - 0s 394us/step - loss: 0.3957 - accuracy: 0.8194 Epoch 495/500 58/58 [==============================] - 0s 385us/step - loss: 0.3937 - accuracy: 0.8285 Epoch 496/500 58/58 [==============================] - 0s 387us/step - loss: 0.3969 - accuracy: 0.8208 Epoch 497/500 58/58 [==============================] - 0s 366us/step - loss: 0.3957 - accuracy: 0.8215 Epoch 498/500 58/58 [==============================] - 0s 368us/step - loss: 0.3956 - accuracy: 0.8201 Epoch 499/500 58/58 [==============================] - 0s 378us/step - loss: 0.3945 - accuracy: 0.8264 Epoch 500/500 58/58 [==============================] - 0s 361us/step - loss: 0.3940 - accuracy: 0.8236 5/5 [==============================] - 0s 541us/step Epoch 1/500 58/58 [==============================] - 0s 484us/step - loss: 0.6884 - accuracy: 0.6583 Epoch 2/500 58/58 [==============================] - 0s 465us/step - loss: 0.6734 - accuracy: 0.6646 Epoch 3/500 58/58 [==============================] - 0s 313us/step - loss: 0.6362 - accuracy: 0.7451 Epoch 4/500 58/58 [==============================] - 0s 358us/step - loss: 0.5753 - accuracy: 0.7639 Epoch 5/500 58/58 [==============================] - 0s 367us/step - loss: 0.5210 - accuracy: 0.7694 Epoch 6/500 58/58 [==============================] - 0s 393us/step - loss: 0.4918 - accuracy: 0.7715 Epoch 7/500 58/58 [==============================] - 0s 365us/step - loss: 0.4790 - accuracy: 0.7694 Epoch 8/500 58/58 [==============================] - 0s 368us/step - loss: 0.4720 - accuracy: 0.7743 Epoch 9/500 58/58 [==============================] - 0s 366us/step - loss: 0.4688 - accuracy: 0.7715 Epoch 10/500 58/58 [==============================] - 0s 375us/step - loss: 0.4663 - accuracy: 0.7764 Epoch 11/500 58/58 [==============================] - 0s 390us/step - loss: 0.4648 - accuracy: 0.7722 Epoch 12/500 58/58 [==============================] - 0s 359us/step - loss: 0.4634 - accuracy: 0.7729 Epoch 13/500 58/58 [==============================] - 0s 378us/step - loss: 0.4619 - accuracy: 0.7736 Epoch 14/500 58/58 [==============================] - 0s 382us/step - loss: 0.4614 - accuracy: 0.7743 Epoch 15/500 58/58 [==============================] - 0s 365us/step - loss: 0.4599 - accuracy: 0.7764 Epoch 16/500 58/58 [==============================] - 0s 370us/step - loss: 0.4589 - accuracy: 0.7750 Epoch 17/500 58/58 [==============================] - 0s 374us/step - loss: 0.4587 - accuracy: 0.7736 Epoch 18/500 58/58 [==============================] - 0s 366us/step - loss: 0.4571 - accuracy: 0.7743 Epoch 19/500 58/58 [==============================] - 0s 364us/step - loss: 0.4569 - accuracy: 0.7778 Epoch 20/500 58/58 [==============================] - 0s 369us/step - loss: 0.4563 - accuracy: 0.7799 Epoch 21/500 58/58 [==============================] - 0s 370us/step - loss: 0.4555 - accuracy: 0.7764 Epoch 22/500 58/58 [==============================] - 0s 358us/step - loss: 0.4554 - accuracy: 0.7750 Epoch 23/500 58/58 [==============================] - 0s 374us/step - loss: 0.4546 - accuracy: 0.7750 Epoch 24/500 58/58 [==============================] - 0s 374us/step - loss: 0.4537 - accuracy: 0.7764 Epoch 25/500 58/58 [==============================] - 0s 370us/step - loss: 0.4537 - accuracy: 0.7771 Epoch 26/500 58/58 [==============================] - 0s 359us/step - loss: 0.4533 - accuracy: 0.7799 Epoch 27/500 58/58 [==============================] - 0s 377us/step - loss: 0.4532 - accuracy: 0.7792 Epoch 28/500 58/58 [==============================] - 0s 386us/step - loss: 0.4528 - accuracy: 0.7757 Epoch 29/500 58/58 [==============================] - 0s 353us/step - loss: 0.4517 - accuracy: 0.7771 Epoch 30/500 58/58 [==============================] - 0s 366us/step - loss: 0.4515 - accuracy: 0.7750 Epoch 31/500 58/58 [==============================] - 0s 370us/step - loss: 0.4511 - accuracy: 0.7764 Epoch 32/500 58/58 [==============================] - 0s 356us/step - loss: 0.4502 - accuracy: 0.7757 Epoch 33/500 58/58 [==============================] - 0s 368us/step - loss: 0.4499 - accuracy: 0.7799 Epoch 34/500 58/58 [==============================] - 0s 334us/step - loss: 0.4497 - accuracy: 0.7792 Epoch 35/500 58/58 [==============================] - 0s 378us/step - loss: 0.4492 - accuracy: 0.7771 Epoch 36/500 58/58 [==============================] - 0s 1ms/step - loss: 0.4484 - accuracy: 0.7785 Epoch 37/500 58/58 [==============================] - 0s 365us/step - loss: 0.4481 - accuracy: 0.7792 Epoch 38/500 58/58 [==============================] - 0s 388us/step - loss: 0.4477 - accuracy: 0.7778 Epoch 39/500 58/58 [==============================] - 0s 362us/step - loss: 0.4470 - accuracy: 0.7750 Epoch 40/500 58/58 [==============================] - 0s 368us/step - loss: 0.4470 - accuracy: 0.7771 Epoch 41/500 58/58 [==============================] - 0s 367us/step - loss: 0.4466 - accuracy: 0.7771 Epoch 42/500 58/58 [==============================] - 0s 355us/step - loss: 0.4464 - accuracy: 0.7764 Epoch 43/500 58/58 [==============================] - 0s 355us/step - loss: 0.4459 - accuracy: 0.7792 Epoch 44/500 58/58 [==============================] - 0s 352us/step - loss: 0.4460 - accuracy: 0.7806 Epoch 45/500 58/58 [==============================] - 0s 347us/step - loss: 0.4457 - accuracy: 0.7799 Epoch 46/500 58/58 [==============================] - 0s 360us/step - loss: 0.4448 - accuracy: 0.7833 Epoch 47/500 58/58 [==============================] - 0s 345us/step - loss: 0.4444 - accuracy: 0.7799 Epoch 48/500 58/58 [==============================] - 0s 365us/step - loss: 0.4443 - accuracy: 0.7826 Epoch 49/500 58/58 [==============================] - 0s 360us/step - loss: 0.4443 - accuracy: 0.7833 Epoch 50/500 58/58 [==============================] - 0s 350us/step - loss: 0.4437 - accuracy: 0.7861 Epoch 51/500 58/58 [==============================] - 0s 339us/step - loss: 0.4432 - accuracy: 0.7882 Epoch 52/500 58/58 [==============================] - 0s 334us/step - loss: 0.4427 - accuracy: 0.7896 Epoch 53/500 58/58 [==============================] - 0s 343us/step - loss: 0.4426 - accuracy: 0.7910 Epoch 54/500 58/58 [==============================] - 0s 336us/step - loss: 0.4428 - accuracy: 0.7861 Epoch 55/500 58/58 [==============================] - 0s 331us/step - loss: 0.4426 - accuracy: 0.7840 Epoch 56/500 58/58 [==============================] - 0s 343us/step - loss: 0.4420 - accuracy: 0.7847 Epoch 57/500 58/58 [==============================] - 0s 339us/step - loss: 0.4415 - accuracy: 0.7861 Epoch 58/500 58/58 [==============================] - 0s 339us/step - loss: 0.4411 - accuracy: 0.7868 Epoch 59/500 58/58 [==============================] - 0s 345us/step - loss: 0.4412 - accuracy: 0.7917 Epoch 60/500 58/58 [==============================] - 0s 360us/step - loss: 0.4408 - accuracy: 0.7896 Epoch 61/500 58/58 [==============================] - 0s 370us/step - loss: 0.4407 - accuracy: 0.7868 Epoch 62/500 58/58 [==============================] - 0s 341us/step - loss: 0.4401 - accuracy: 0.7889 Epoch 63/500 58/58 [==============================] - 0s 342us/step - loss: 0.4401 - accuracy: 0.7917 Epoch 64/500 58/58 [==============================] - 0s 340us/step - loss: 0.4398 - accuracy: 0.7875 Epoch 65/500 58/58 [==============================] - 0s 340us/step - loss: 0.4400 - accuracy: 0.7889 Epoch 66/500 58/58 [==============================] - 0s 341us/step - loss: 0.4395 - accuracy: 0.7910 Epoch 67/500 58/58 [==============================] - 0s 340us/step - loss: 0.4394 - accuracy: 0.7875 Epoch 68/500 58/58 [==============================] - 0s 346us/step - loss: 0.4392 - accuracy: 0.7924 Epoch 69/500 58/58 [==============================] - 0s 352us/step - loss: 0.4395 - accuracy: 0.7903 Epoch 70/500 58/58 [==============================] - 0s 349us/step - loss: 0.4395 - accuracy: 0.7882 Epoch 71/500 58/58 [==============================] - 0s 360us/step - loss: 0.4395 - accuracy: 0.7937 Epoch 72/500 58/58 [==============================] - 0s 345us/step - loss: 0.4386 - accuracy: 0.7924 Epoch 73/500 58/58 [==============================] - 0s 357us/step - loss: 0.4389 - accuracy: 0.7924 Epoch 74/500 58/58 [==============================] - 0s 356us/step - loss: 0.4389 - accuracy: 0.7896 Epoch 75/500 58/58 [==============================] - 0s 350us/step - loss: 0.4384 - accuracy: 0.7896 Epoch 76/500 58/58 [==============================] - 0s 338us/step - loss: 0.4384 - accuracy: 0.7931 Epoch 77/500 58/58 [==============================] - 0s 354us/step - loss: 0.4383 - accuracy: 0.7924 Epoch 78/500 58/58 [==============================] - 0s 349us/step - loss: 0.4377 - accuracy: 0.7910 Epoch 79/500 58/58 [==============================] - 0s 346us/step - loss: 0.4379 - accuracy: 0.7868 Epoch 80/500 58/58 [==============================] - 0s 344us/step - loss: 0.4373 - accuracy: 0.7910 Epoch 81/500 58/58 [==============================] - 0s 342us/step - loss: 0.4372 - accuracy: 0.7910 Epoch 82/500 58/58 [==============================] - 0s 342us/step - loss: 0.4368 - accuracy: 0.7937 Epoch 83/500 58/58 [==============================] - 0s 341us/step - loss: 0.4372 - accuracy: 0.7896 Epoch 84/500 58/58 [==============================] - 0s 350us/step - loss: 0.4374 - accuracy: 0.7903 Epoch 85/500 58/58 [==============================] - 0s 344us/step - loss: 0.4365 - accuracy: 0.7910 Epoch 86/500 58/58 [==============================] - 0s 342us/step - loss: 0.4370 - accuracy: 0.7924 Epoch 87/500 58/58 [==============================] - 0s 350us/step - loss: 0.4363 - accuracy: 0.7924 Epoch 88/500 58/58 [==============================] - 0s 342us/step - loss: 0.4363 - accuracy: 0.7903 Epoch 89/500 58/58 [==============================] - 0s 345us/step - loss: 0.4363 - accuracy: 0.7917 Epoch 90/500 58/58 [==============================] - 0s 343us/step - loss: 0.4361 - accuracy: 0.7910 Epoch 91/500 58/58 [==============================] - 0s 341us/step - loss: 0.4359 - accuracy: 0.7910 Epoch 92/500 58/58 [==============================] - 0s 344us/step - loss: 0.4368 - accuracy: 0.7924 Epoch 93/500 58/58 [==============================] - 0s 348us/step - loss: 0.4363 - accuracy: 0.7924 Epoch 94/500 58/58 [==============================] - 0s 347us/step - loss: 0.4358 - accuracy: 0.7910 Epoch 95/500 58/58 [==============================] - 0s 338us/step - loss: 0.4361 - accuracy: 0.7917 Epoch 96/500 58/58 [==============================] - 0s 347us/step - loss: 0.4357 - accuracy: 0.7910 Epoch 97/500 58/58 [==============================] - 0s 361us/step - loss: 0.4350 - accuracy: 0.7917 Epoch 98/500 58/58 [==============================] - 0s 345us/step - loss: 0.4360 - accuracy: 0.7910 Epoch 99/500 58/58 [==============================] - 0s 345us/step - loss: 0.4361 - accuracy: 0.7861 Epoch 100/500 58/58 [==============================] - 0s 333us/step - loss: 0.4348 - accuracy: 0.7937 Epoch 101/500 58/58 [==============================] - 0s 335us/step - loss: 0.4348 - accuracy: 0.7951 Epoch 102/500 58/58 [==============================] - 0s 346us/step - loss: 0.4353 - accuracy: 0.7931 Epoch 103/500 58/58 [==============================] - 0s 337us/step - loss: 0.4349 - accuracy: 0.7917 Epoch 104/500 58/58 [==============================] - 0s 335us/step - loss: 0.4345 - accuracy: 0.7903 Epoch 105/500 58/58 [==============================] - 0s 347us/step - loss: 0.4339 - accuracy: 0.7958 Epoch 106/500 58/58 [==============================] - 0s 333us/step - loss: 0.4343 - accuracy: 0.7931 Epoch 107/500 58/58 [==============================] - 0s 330us/step - loss: 0.4338 - accuracy: 0.7944 Epoch 108/500 58/58 [==============================] - 0s 360us/step - loss: 0.4349 - accuracy: 0.7951 Epoch 109/500 58/58 [==============================] - 0s 378us/step - loss: 0.4340 - accuracy: 0.7896 Epoch 110/500 58/58 [==============================] - 0s 362us/step - loss: 0.4341 - accuracy: 0.7958 Epoch 111/500 58/58 [==============================] - 0s 377us/step - loss: 0.4335 - accuracy: 0.7965 Epoch 112/500 58/58 [==============================] - 0s 383us/step - loss: 0.4340 - accuracy: 0.7944 Epoch 113/500 58/58 [==============================] - 0s 381us/step - loss: 0.4330 - accuracy: 0.7951 Epoch 114/500 58/58 [==============================] - 0s 396us/step - loss: 0.4329 - accuracy: 0.7993 Epoch 115/500 58/58 [==============================] - 0s 389us/step - loss: 0.4327 - accuracy: 0.7917 Epoch 116/500 58/58 [==============================] - 0s 351us/step - loss: 0.4323 - accuracy: 0.7986 Epoch 117/500 58/58 [==============================] - 0s 407us/step - loss: 0.4321 - accuracy: 0.7972 Epoch 118/500 58/58 [==============================] - 0s 379us/step - loss: 0.4332 - accuracy: 0.7958 Epoch 119/500 58/58 [==============================] - 0s 367us/step - loss: 0.4318 - accuracy: 0.8000 Epoch 120/500 58/58 [==============================] - 0s 384us/step - loss: 0.4316 - accuracy: 0.7986 Epoch 121/500 58/58 [==============================] - 0s 384us/step - loss: 0.4317 - accuracy: 0.7972 Epoch 122/500 58/58 [==============================] - 0s 350us/step - loss: 0.4312 - accuracy: 0.7986 Epoch 123/500 58/58 [==============================] - 0s 341us/step - loss: 0.4317 - accuracy: 0.7972 Epoch 124/500 58/58 [==============================] - 0s 393us/step - loss: 0.4312 - accuracy: 0.8035 Epoch 125/500 58/58 [==============================] - 0s 383us/step - loss: 0.4305 - accuracy: 0.7979 Epoch 126/500 58/58 [==============================] - 0s 369us/step - loss: 0.4304 - accuracy: 0.8007 Epoch 127/500 58/58 [==============================] - 0s 343us/step - loss: 0.4297 - accuracy: 0.8021 Epoch 128/500 58/58 [==============================] - 0s 345us/step - loss: 0.4296 - accuracy: 0.7986 Epoch 129/500 58/58 [==============================] - 0s 339us/step - loss: 0.4296 - accuracy: 0.8007 Epoch 130/500 58/58 [==============================] - 0s 349us/step - loss: 0.4298 - accuracy: 0.8028 Epoch 131/500 58/58 [==============================] - 0s 340us/step - loss: 0.4303 - accuracy: 0.8007 Epoch 132/500 58/58 [==============================] - 0s 357us/step - loss: 0.4296 - accuracy: 0.8035 Epoch 133/500 58/58 [==============================] - 0s 351us/step - loss: 0.4293 - accuracy: 0.8007 Epoch 134/500 58/58 [==============================] - 0s 342us/step - loss: 0.4299 - accuracy: 0.8042 Epoch 135/500 58/58 [==============================] - 0s 347us/step - loss: 0.4288 - accuracy: 0.8028 Epoch 136/500 58/58 [==============================] - 0s 338us/step - loss: 0.4290 - accuracy: 0.8014 Epoch 137/500 58/58 [==============================] - 0s 349us/step - loss: 0.4286 - accuracy: 0.8007 Epoch 138/500 58/58 [==============================] - 0s 344us/step - loss: 0.4286 - accuracy: 0.8056 Epoch 139/500 58/58 [==============================] - 0s 343us/step - loss: 0.4285 - accuracy: 0.8021 Epoch 140/500 58/58 [==============================] - 0s 340us/step - loss: 0.4282 - accuracy: 0.8035 Epoch 141/500 58/58 [==============================] - 0s 352us/step - loss: 0.4280 - accuracy: 0.8042 Epoch 142/500 58/58 [==============================] - 0s 339us/step - loss: 0.4278 - accuracy: 0.8021 Epoch 143/500 58/58 [==============================] - 0s 342us/step - loss: 0.4282 - accuracy: 0.8049 Epoch 144/500 58/58 [==============================] - 0s 356us/step - loss: 0.4281 - accuracy: 0.8021 Epoch 145/500 58/58 [==============================] - 0s 350us/step - loss: 0.4283 - accuracy: 0.8028 Epoch 146/500 58/58 [==============================] - 0s 340us/step - loss: 0.4278 - accuracy: 0.8007 Epoch 147/500 58/58 [==============================] - 0s 347us/step - loss: 0.4269 - accuracy: 0.8062 Epoch 148/500 58/58 [==============================] - 0s 339us/step - loss: 0.4271 - accuracy: 0.8035 Epoch 149/500 58/58 [==============================] - 0s 376us/step - loss: 0.4277 - accuracy: 0.8007 Epoch 150/500 58/58 [==============================] - 0s 365us/step - loss: 0.4272 - accuracy: 0.8062 Epoch 151/500 58/58 [==============================] - 0s 350us/step - loss: 0.4271 - accuracy: 0.8035 Epoch 152/500 58/58 [==============================] - 0s 336us/step - loss: 0.4269 - accuracy: 0.8056 Epoch 153/500 58/58 [==============================] - 0s 348us/step - loss: 0.4267 - accuracy: 0.8042 Epoch 154/500 58/58 [==============================] - 0s 341us/step - loss: 0.4272 - accuracy: 0.8049 Epoch 155/500 58/58 [==============================] - 0s 339us/step - loss: 0.4269 - accuracy: 0.8028 Epoch 156/500 58/58 [==============================] - 0s 350us/step - loss: 0.4263 - accuracy: 0.8062 Epoch 157/500 58/58 [==============================] - 0s 353us/step - loss: 0.4282 - accuracy: 0.8028 Epoch 158/500 58/58 [==============================] - 0s 349us/step - loss: 0.4267 - accuracy: 0.8062 Epoch 159/500 58/58 [==============================] - 0s 347us/step - loss: 0.4261 - accuracy: 0.8056 Epoch 160/500 58/58 [==============================] - 0s 340us/step - loss: 0.4259 - accuracy: 0.8083 Epoch 161/500 58/58 [==============================] - 0s 340us/step - loss: 0.4250 - accuracy: 0.8097 Epoch 162/500 58/58 [==============================] - 0s 344us/step - loss: 0.4266 - accuracy: 0.8146 Epoch 163/500 58/58 [==============================] - 0s 345us/step - loss: 0.4249 - accuracy: 0.8035 Epoch 164/500 58/58 [==============================] - 0s 345us/step - loss: 0.4254 - accuracy: 0.8062 Epoch 165/500 58/58 [==============================] - 0s 342us/step - loss: 0.4256 - accuracy: 0.8014 Epoch 166/500 58/58 [==============================] - 0s 344us/step - loss: 0.4251 - accuracy: 0.8021 Epoch 167/500 58/58 [==============================] - 0s 345us/step - loss: 0.4248 - accuracy: 0.8083 Epoch 168/500 58/58 [==============================] - 0s 329us/step - loss: 0.4247 - accuracy: 0.8056 Epoch 169/500 58/58 [==============================] - 0s 359us/step - loss: 0.4241 - accuracy: 0.8097 Epoch 170/500 58/58 [==============================] - 0s 344us/step - loss: 0.4242 - accuracy: 0.8049 Epoch 171/500 58/58 [==============================] - 0s 335us/step - loss: 0.4236 - accuracy: 0.8104 Epoch 172/500 58/58 [==============================] - 0s 337us/step - loss: 0.4237 - accuracy: 0.8090 Epoch 173/500 58/58 [==============================] - 0s 336us/step - loss: 0.4240 - accuracy: 0.8076 Epoch 174/500 58/58 [==============================] - 0s 335us/step - loss: 0.4234 - accuracy: 0.8035 Epoch 175/500 58/58 [==============================] - 0s 340us/step - loss: 0.4234 - accuracy: 0.8049 Epoch 176/500 58/58 [==============================] - 0s 328us/step - loss: 0.4230 - accuracy: 0.8062 Epoch 177/500 58/58 [==============================] - 0s 336us/step - loss: 0.4230 - accuracy: 0.8021 Epoch 178/500 58/58 [==============================] - 0s 348us/step - loss: 0.4236 - accuracy: 0.8028 Epoch 179/500 58/58 [==============================] - 0s 348us/step - loss: 0.4233 - accuracy: 0.8076 Epoch 180/500 58/58 [==============================] - 0s 338us/step - loss: 0.4229 - accuracy: 0.8056 Epoch 181/500 58/58 [==============================] - 0s 367us/step - loss: 0.4235 - accuracy: 0.8056 Epoch 182/500 58/58 [==============================] - 0s 340us/step - loss: 0.4225 - accuracy: 0.8069 Epoch 183/500 58/58 [==============================] - 0s 343us/step - loss: 0.4232 - accuracy: 0.8028 Epoch 184/500 58/58 [==============================] - 0s 354us/step - loss: 0.4240 - accuracy: 0.8097 Epoch 185/500 58/58 [==============================] - 0s 339us/step - loss: 0.4222 - accuracy: 0.8049 Epoch 186/500 58/58 [==============================] - 0s 353us/step - loss: 0.4223 - accuracy: 0.8069 Epoch 187/500 58/58 [==============================] - 0s 337us/step - loss: 0.4223 - accuracy: 0.8069 Epoch 188/500 58/58 [==============================] - 0s 332us/step - loss: 0.4224 - accuracy: 0.8014 Epoch 189/500 58/58 [==============================] - 0s 349us/step - loss: 0.4217 - accuracy: 0.8056 Epoch 190/500 58/58 [==============================] - 0s 343us/step - loss: 0.4219 - accuracy: 0.8056 Epoch 191/500 58/58 [==============================] - 0s 342us/step - loss: 0.4223 - accuracy: 0.8035 Epoch 192/500 58/58 [==============================] - 0s 346us/step - loss: 0.4216 - accuracy: 0.8062 Epoch 193/500 58/58 [==============================] - 0s 356us/step - loss: 0.4215 - accuracy: 0.8042 Epoch 194/500 58/58 [==============================] - 0s 341us/step - loss: 0.4217 - accuracy: 0.8104 Epoch 195/500 58/58 [==============================] - 0s 337us/step - loss: 0.4218 - accuracy: 0.8056 Epoch 196/500 58/58 [==============================] - 0s 338us/step - loss: 0.4207 - accuracy: 0.8076 Epoch 197/500 58/58 [==============================] - 0s 350us/step - loss: 0.4208 - accuracy: 0.8049 Epoch 198/500 58/58 [==============================] - 0s 344us/step - loss: 0.4210 - accuracy: 0.8028 Epoch 199/500 58/58 [==============================] - 0s 347us/step - loss: 0.4207 - accuracy: 0.8049 Epoch 200/500 58/58 [==============================] - 0s 331us/step - loss: 0.4220 - accuracy: 0.8076 Epoch 201/500 58/58 [==============================] - 0s 337us/step - loss: 0.4208 - accuracy: 0.8028 Epoch 202/500 58/58 [==============================] - 0s 338us/step - loss: 0.4197 - accuracy: 0.8042 Epoch 203/500 58/58 [==============================] - 0s 347us/step - loss: 0.4204 - accuracy: 0.8049 Epoch 204/500 58/58 [==============================] - 0s 334us/step - loss: 0.4206 - accuracy: 0.8090 Epoch 205/500 58/58 [==============================] - 0s 360us/step - loss: 0.4203 - accuracy: 0.8042 Epoch 206/500 58/58 [==============================] - 0s 335us/step - loss: 0.4205 - accuracy: 0.8069 Epoch 207/500 58/58 [==============================] - 0s 353us/step - loss: 0.4198 - accuracy: 0.8062 Epoch 208/500 58/58 [==============================] - 0s 352us/step - loss: 0.4198 - accuracy: 0.8083 Epoch 209/500 58/58 [==============================] - 0s 343us/step - loss: 0.4195 - accuracy: 0.8049 Epoch 210/500 58/58 [==============================] - 0s 340us/step - loss: 0.4197 - accuracy: 0.8090 Epoch 211/500 58/58 [==============================] - 0s 344us/step - loss: 0.4200 - accuracy: 0.8062 Epoch 212/500 58/58 [==============================] - 0s 348us/step - loss: 0.4208 - accuracy: 0.8097 Epoch 213/500 58/58 [==============================] - 0s 333us/step - loss: 0.4198 - accuracy: 0.8021 Epoch 214/500 58/58 [==============================] - 0s 340us/step - loss: 0.4188 - accuracy: 0.8104 Epoch 215/500 58/58 [==============================] - 0s 341us/step - loss: 0.4194 - accuracy: 0.8056 Epoch 216/500 58/58 [==============================] - 0s 343us/step - loss: 0.4200 - accuracy: 0.8021 Epoch 217/500 58/58 [==============================] - 0s 341us/step - loss: 0.4190 - accuracy: 0.8062 Epoch 218/500 58/58 [==============================] - 0s 337us/step - loss: 0.4194 - accuracy: 0.8076 Epoch 219/500 58/58 [==============================] - 0s 340us/step - loss: 0.4188 - accuracy: 0.8111 Epoch 220/500 58/58 [==============================] - 0s 343us/step - loss: 0.4183 - accuracy: 0.8069 Epoch 221/500 58/58 [==============================] - 0s 345us/step - loss: 0.4187 - accuracy: 0.8062 Epoch 222/500 58/58 [==============================] - 0s 339us/step - loss: 0.4195 - accuracy: 0.8083 Epoch 223/500 58/58 [==============================] - 0s 329us/step - loss: 0.4190 - accuracy: 0.8049 Epoch 224/500 58/58 [==============================] - 0s 333us/step - loss: 0.4182 - accuracy: 0.8083 Epoch 225/500 58/58 [==============================] - 0s 339us/step - loss: 0.4187 - accuracy: 0.8097 Epoch 226/500 58/58 [==============================] - 0s 333us/step - loss: 0.4189 - accuracy: 0.8104 Epoch 227/500 58/58 [==============================] - 0s 331us/step - loss: 0.4188 - accuracy: 0.8097 Epoch 228/500 58/58 [==============================] - 0s 347us/step - loss: 0.4183 - accuracy: 0.8076 Epoch 229/500 58/58 [==============================] - 0s 353us/step - loss: 0.4187 - accuracy: 0.8076 Epoch 230/500 58/58 [==============================] - 0s 347us/step - loss: 0.4176 - accuracy: 0.8083 Epoch 231/500 58/58 [==============================] - 0s 331us/step - loss: 0.4184 - accuracy: 0.8090 Epoch 232/500 58/58 [==============================] - 0s 342us/step - loss: 0.4174 - accuracy: 0.8090 Epoch 233/500 58/58 [==============================] - 0s 345us/step - loss: 0.4175 - accuracy: 0.8049 Epoch 234/500 58/58 [==============================] - 0s 344us/step - loss: 0.4179 - accuracy: 0.8069 Epoch 235/500 58/58 [==============================] - 0s 346us/step - loss: 0.4173 - accuracy: 0.8076 Epoch 236/500 58/58 [==============================] - 0s 354us/step - loss: 0.4173 - accuracy: 0.8069 Epoch 237/500 58/58 [==============================] - 0s 342us/step - loss: 0.4169 - accuracy: 0.8069 Epoch 238/500 58/58 [==============================] - 0s 336us/step - loss: 0.4171 - accuracy: 0.8090 Epoch 239/500 58/58 [==============================] - 0s 343us/step - loss: 0.4167 - accuracy: 0.8097 Epoch 240/500 58/58 [==============================] - 0s 327us/step - loss: 0.4171 - accuracy: 0.8104 Epoch 241/500 58/58 [==============================] - 0s 345us/step - loss: 0.4170 - accuracy: 0.8056 Epoch 242/500 58/58 [==============================] - 0s 345us/step - loss: 0.4168 - accuracy: 0.8083 Epoch 243/500 58/58 [==============================] - 0s 412us/step - loss: 0.4169 - accuracy: 0.8076 Epoch 244/500 58/58 [==============================] - 0s 362us/step - loss: 0.4174 - accuracy: 0.8056 Epoch 245/500 58/58 [==============================] - 0s 353us/step - loss: 0.4166 - accuracy: 0.8062 Epoch 246/500 58/58 [==============================] - 0s 356us/step - loss: 0.4171 - accuracy: 0.8042 Epoch 247/500 58/58 [==============================] - 0s 354us/step - loss: 0.4169 - accuracy: 0.8062 Epoch 248/500 58/58 [==============================] - 0s 367us/step - loss: 0.4174 - accuracy: 0.8028 Epoch 249/500 58/58 [==============================] - 0s 362us/step - loss: 0.4162 - accuracy: 0.8049 Epoch 250/500 58/58 [==============================] - 0s 388us/step - loss: 0.4157 - accuracy: 0.8049 Epoch 251/500 58/58 [==============================] - 0s 347us/step - loss: 0.4165 - accuracy: 0.8062 Epoch 252/500 58/58 [==============================] - 0s 348us/step - loss: 0.4167 - accuracy: 0.8056 Epoch 253/500 58/58 [==============================] - 0s 356us/step - loss: 0.4168 - accuracy: 0.8076 Epoch 254/500 58/58 [==============================] - 0s 350us/step - loss: 0.4158 - accuracy: 0.8090 Epoch 255/500 58/58 [==============================] - 0s 335us/step - loss: 0.4151 - accuracy: 0.8035 Epoch 256/500 58/58 [==============================] - 0s 345us/step - loss: 0.4158 - accuracy: 0.8028 Epoch 257/500 58/58 [==============================] - 0s 333us/step - loss: 0.4156 - accuracy: 0.8049 Epoch 258/500 58/58 [==============================] - 0s 335us/step - loss: 0.4148 - accuracy: 0.8049 Epoch 259/500 58/58 [==============================] - 0s 338us/step - loss: 0.4144 - accuracy: 0.8062 Epoch 260/500 58/58 [==============================] - 0s 338us/step - loss: 0.4142 - accuracy: 0.8042 Epoch 261/500 58/58 [==============================] - 0s 331us/step - loss: 0.4139 - accuracy: 0.8021 Epoch 262/500 58/58 [==============================] - 0s 347us/step - loss: 0.4138 - accuracy: 0.7993 Epoch 263/500 58/58 [==============================] - 0s 351us/step - loss: 0.4143 - accuracy: 0.8076 Epoch 264/500 58/58 [==============================] - 0s 341us/step - loss: 0.4141 - accuracy: 0.8000 Epoch 265/500 58/58 [==============================] - 0s 333us/step - loss: 0.4133 - accuracy: 0.8090 Epoch 266/500 58/58 [==============================] - 0s 335us/step - loss: 0.4126 - accuracy: 0.8049 Epoch 267/500 58/58 [==============================] - 0s 340us/step - loss: 0.4152 - accuracy: 0.8076 Epoch 268/500 58/58 [==============================] - 0s 365us/step - loss: 0.4132 - accuracy: 0.8118 Epoch 269/500 58/58 [==============================] - 0s 342us/step - loss: 0.4125 - accuracy: 0.8104 Epoch 270/500 58/58 [==============================] - 0s 335us/step - loss: 0.4123 - accuracy: 0.8028 Epoch 271/500 58/58 [==============================] - 0s 333us/step - loss: 0.4127 - accuracy: 0.8062 Epoch 272/500 58/58 [==============================] - 0s 341us/step - loss: 0.4115 - accuracy: 0.8090 Epoch 273/500 58/58 [==============================] - 0s 336us/step - loss: 0.4130 - accuracy: 0.8028 Epoch 274/500 58/58 [==============================] - 0s 340us/step - loss: 0.4110 - accuracy: 0.8076 Epoch 275/500 58/58 [==============================] - 0s 330us/step - loss: 0.4108 - accuracy: 0.8014 Epoch 276/500 58/58 [==============================] - 0s 336us/step - loss: 0.4108 - accuracy: 0.8007 Epoch 277/500 58/58 [==============================] - 0s 335us/step - loss: 0.4117 - accuracy: 0.8062 Epoch 278/500 58/58 [==============================] - 0s 332us/step - loss: 0.4112 - accuracy: 0.8097 Epoch 279/500 58/58 [==============================] - 0s 341us/step - loss: 0.4113 - accuracy: 0.8035 Epoch 280/500 58/58 [==============================] - 0s 340us/step - loss: 0.4108 - accuracy: 0.8090 Epoch 281/500 58/58 [==============================] - 0s 335us/step - loss: 0.4104 - accuracy: 0.8028 Epoch 282/500 58/58 [==============================] - 0s 340us/step - loss: 0.4113 - accuracy: 0.8042 Epoch 283/500 58/58 [==============================] - 0s 333us/step - loss: 0.4098 - accuracy: 0.8056 Epoch 284/500 58/58 [==============================] - 0s 333us/step - loss: 0.4108 - accuracy: 0.8035 Epoch 285/500 58/58 [==============================] - 0s 332us/step - loss: 0.4109 - accuracy: 0.8069 Epoch 286/500 58/58 [==============================] - 0s 328us/step - loss: 0.4096 - accuracy: 0.8042 Epoch 287/500 58/58 [==============================] - 0s 330us/step - loss: 0.4103 - accuracy: 0.8021 Epoch 288/500 58/58 [==============================] - 0s 336us/step - loss: 0.4093 - accuracy: 0.8056 Epoch 289/500 58/58 [==============================] - 0s 333us/step - loss: 0.4098 - accuracy: 0.8104 Epoch 290/500 58/58 [==============================] - 0s 338us/step - loss: 0.4102 - accuracy: 0.8076 Epoch 291/500 58/58 [==============================] - 0s 333us/step - loss: 0.4096 - accuracy: 0.8049 Epoch 292/500 58/58 [==============================] - 0s 328us/step - loss: 0.4099 - accuracy: 0.8049 Epoch 293/500 58/58 [==============================] - 0s 340us/step - loss: 0.4107 - accuracy: 0.8062 Epoch 294/500 58/58 [==============================] - 0s 331us/step - loss: 0.4096 - accuracy: 0.8042 Epoch 295/500 58/58 [==============================] - 0s 336us/step - loss: 0.4090 - accuracy: 0.8069 Epoch 296/500 58/58 [==============================] - 0s 329us/step - loss: 0.4092 - accuracy: 0.8083 Epoch 297/500 58/58 [==============================] - 0s 335us/step - loss: 0.4088 - accuracy: 0.8028 Epoch 298/500 58/58 [==============================] - 0s 335us/step - loss: 0.4090 - accuracy: 0.8062 Epoch 299/500 58/58 [==============================] - 0s 336us/step - loss: 0.4093 - accuracy: 0.8069 Epoch 300/500 58/58 [==============================] - 0s 330us/step - loss: 0.4088 - accuracy: 0.8042 Epoch 301/500 58/58 [==============================] - 0s 336us/step - loss: 0.4091 - accuracy: 0.8069 Epoch 302/500 58/58 [==============================] - 0s 334us/step - loss: 0.4089 - accuracy: 0.8097 Epoch 303/500 58/58 [==============================] - 0s 335us/step - loss: 0.4087 - accuracy: 0.8042 Epoch 304/500 58/58 [==============================] - 0s 338us/step - loss: 0.4090 - accuracy: 0.8056 Epoch 305/500 58/58 [==============================] - 0s 333us/step - loss: 0.4086 - accuracy: 0.8049 Epoch 306/500 58/58 [==============================] - 0s 344us/step - loss: 0.4085 - accuracy: 0.8021 Epoch 307/500 58/58 [==============================] - 0s 335us/step - loss: 0.4083 - accuracy: 0.8062 Epoch 308/500 58/58 [==============================] - 0s 331us/step - loss: 0.4083 - accuracy: 0.8042 Epoch 309/500 58/58 [==============================] - 0s 336us/step - loss: 0.4087 - accuracy: 0.8014 Epoch 310/500 58/58 [==============================] - 0s 341us/step - loss: 0.4083 - accuracy: 0.8042 Epoch 311/500 58/58 [==============================] - 0s 332us/step - loss: 0.4088 - accuracy: 0.7993 Epoch 312/500 58/58 [==============================] - 0s 336us/step - loss: 0.4081 - accuracy: 0.8104 Epoch 313/500 58/58 [==============================] - 0s 338us/step - loss: 0.4078 - accuracy: 0.8049 Epoch 314/500 58/58 [==============================] - 0s 326us/step - loss: 0.4079 - accuracy: 0.8076 Epoch 315/500 58/58 [==============================] - 0s 335us/step - loss: 0.4087 - accuracy: 0.8062 Epoch 316/500 58/58 [==============================] - 0s 336us/step - loss: 0.4081 - accuracy: 0.8035 Epoch 317/500 58/58 [==============================] - 0s 342us/step - loss: 0.4078 - accuracy: 0.8049 Epoch 318/500 58/58 [==============================] - 0s 336us/step - loss: 0.4096 - accuracy: 0.8056 Epoch 319/500 58/58 [==============================] - 0s 335us/step - loss: 0.4078 - accuracy: 0.8028 Epoch 320/500 58/58 [==============================] - 0s 333us/step - loss: 0.4079 - accuracy: 0.8056 Epoch 321/500 58/58 [==============================] - 0s 330us/step - loss: 0.4073 - accuracy: 0.8062 Epoch 322/500 58/58 [==============================] - 0s 328us/step - loss: 0.4076 - accuracy: 0.8021 Epoch 323/500 58/58 [==============================] - 0s 346us/step - loss: 0.4090 - accuracy: 0.8104 Epoch 324/500 58/58 [==============================] - 0s 330us/step - loss: 0.4081 - accuracy: 0.8028 Epoch 325/500 58/58 [==============================] - 0s 338us/step - loss: 0.4083 - accuracy: 0.8049 Epoch 326/500 58/58 [==============================] - 0s 338us/step - loss: 0.4080 - accuracy: 0.8035 Epoch 327/500 58/58 [==============================] - 0s 345us/step - loss: 0.4086 - accuracy: 0.8049 Epoch 328/500 58/58 [==============================] - 0s 345us/step - loss: 0.4073 - accuracy: 0.8056 Epoch 329/500 58/58 [==============================] - 0s 338us/step - loss: 0.4085 - accuracy: 0.8035 Epoch 330/500 58/58 [==============================] - 0s 340us/step - loss: 0.4088 - accuracy: 0.8062 Epoch 331/500 58/58 [==============================] - 0s 338us/step - loss: 0.4075 - accuracy: 0.8049 Epoch 332/500 58/58 [==============================] - 0s 341us/step - loss: 0.4071 - accuracy: 0.8090 Epoch 333/500 58/58 [==============================] - 0s 353us/step - loss: 0.4078 - accuracy: 0.8014 Epoch 334/500 58/58 [==============================] - 0s 331us/step - loss: 0.4066 - accuracy: 0.8035 Epoch 335/500 58/58 [==============================] - 0s 334us/step - loss: 0.4083 - accuracy: 0.8062 Epoch 336/500 58/58 [==============================] - 0s 333us/step - loss: 0.4089 - accuracy: 0.8090 Epoch 337/500 58/58 [==============================] - 0s 339us/step - loss: 0.4071 - accuracy: 0.8076 Epoch 338/500 58/58 [==============================] - 0s 336us/step - loss: 0.4069 - accuracy: 0.8035 Epoch 339/500 58/58 [==============================] - 0s 333us/step - loss: 0.4070 - accuracy: 0.8076 Epoch 340/500 58/58 [==============================] - 0s 337us/step - loss: 0.4064 - accuracy: 0.8035 Epoch 341/500 58/58 [==============================] - 0s 484us/step - loss: 0.4072 - accuracy: 0.8049 Epoch 342/500 58/58 [==============================] - 0s 348us/step - loss: 0.4077 - accuracy: 0.8035 Epoch 343/500 58/58 [==============================] - 0s 346us/step - loss: 0.4076 - accuracy: 0.8076 Epoch 344/500 58/58 [==============================] - 0s 367us/step - loss: 0.4064 - accuracy: 0.8042 Epoch 345/500 58/58 [==============================] - 0s 347us/step - loss: 0.4082 - accuracy: 0.8028 Epoch 346/500 58/58 [==============================] - 0s 341us/step - loss: 0.4064 - accuracy: 0.8056 Epoch 347/500 58/58 [==============================] - 0s 348us/step - loss: 0.4065 - accuracy: 0.8035 Epoch 348/500 58/58 [==============================] - 0s 337us/step - loss: 0.4072 - accuracy: 0.8021 Epoch 349/500 58/58 [==============================] - 0s 331us/step - loss: 0.4058 - accuracy: 0.8062 Epoch 350/500 58/58 [==============================] - 0s 370us/step - loss: 0.4062 - accuracy: 0.8049 Epoch 351/500 58/58 [==============================] - 0s 344us/step - loss: 0.4057 - accuracy: 0.8049 Epoch 352/500 58/58 [==============================] - 0s 352us/step - loss: 0.4064 - accuracy: 0.8083 Epoch 353/500 58/58 [==============================] - 0s 355us/step - loss: 0.4063 - accuracy: 0.8049 Epoch 354/500 58/58 [==============================] - 0s 340us/step - loss: 0.4063 - accuracy: 0.8049 Epoch 355/500 58/58 [==============================] - 0s 377us/step - loss: 0.4069 - accuracy: 0.8021 Epoch 356/500 58/58 [==============================] - 0s 359us/step - loss: 0.4062 - accuracy: 0.8042 Epoch 357/500 58/58 [==============================] - 0s 347us/step - loss: 0.4062 - accuracy: 0.8042 Epoch 358/500 58/58 [==============================] - 0s 365us/step - loss: 0.4053 - accuracy: 0.8035 Epoch 359/500 58/58 [==============================] - 0s 338us/step - loss: 0.4053 - accuracy: 0.8056 Epoch 360/500 58/58 [==============================] - 0s 364us/step - loss: 0.4055 - accuracy: 0.8049 Epoch 361/500 58/58 [==============================] - 0s 349us/step - loss: 0.4050 - accuracy: 0.8090 Epoch 362/500 58/58 [==============================] - 0s 357us/step - loss: 0.4053 - accuracy: 0.8056 Epoch 363/500 58/58 [==============================] - 0s 379us/step - loss: 0.4051 - accuracy: 0.8090 Epoch 364/500 58/58 [==============================] - 0s 356us/step - loss: 0.4063 - accuracy: 0.8056 Epoch 365/500 58/58 [==============================] - 0s 353us/step - loss: 0.4052 - accuracy: 0.8062 Epoch 366/500 58/58 [==============================] - 0s 369us/step - loss: 0.4049 - accuracy: 0.8083 Epoch 367/500 58/58 [==============================] - 0s 340us/step - loss: 0.4061 - accuracy: 0.8062 Epoch 368/500 58/58 [==============================] - 0s 364us/step - loss: 0.4052 - accuracy: 0.8049 Epoch 369/500 58/58 [==============================] - 0s 357us/step - loss: 0.4057 - accuracy: 0.8076 Epoch 370/500 58/58 [==============================] - 0s 336us/step - loss: 0.4051 - accuracy: 0.8021 Epoch 371/500 58/58 [==============================] - 0s 357us/step - loss: 0.4051 - accuracy: 0.8076 Epoch 372/500 58/58 [==============================] - 0s 361us/step - loss: 0.4056 - accuracy: 0.8056 Epoch 373/500 58/58 [==============================] - 0s 345us/step - loss: 0.4047 - accuracy: 0.8090 Epoch 374/500 58/58 [==============================] - 0s 372us/step - loss: 0.4058 - accuracy: 0.8069 Epoch 375/500 58/58 [==============================] - 0s 343us/step - loss: 0.4041 - accuracy: 0.8083 Epoch 376/500 58/58 [==============================] - 0s 359us/step - loss: 0.4046 - accuracy: 0.8083 Epoch 377/500 58/58 [==============================] - 0s 347us/step - loss: 0.4051 - accuracy: 0.8049 Epoch 378/500 58/58 [==============================] - 0s 368us/step - loss: 0.4049 - accuracy: 0.8083 Epoch 379/500 58/58 [==============================] - 0s 370us/step - loss: 0.4047 - accuracy: 0.8042 Epoch 380/500 58/58 [==============================] - 0s 376us/step - loss: 0.4054 - accuracy: 0.8062 Epoch 381/500 58/58 [==============================] - 0s 356us/step - loss: 0.4052 - accuracy: 0.8076 Epoch 382/500 58/58 [==============================] - 0s 362us/step - loss: 0.4043 - accuracy: 0.8083 Epoch 383/500 58/58 [==============================] - 0s 346us/step - loss: 0.4042 - accuracy: 0.8056 Epoch 384/500 58/58 [==============================] - 0s 356us/step - loss: 0.4052 - accuracy: 0.8056 Epoch 385/500 58/58 [==============================] - 0s 346us/step - loss: 0.4046 - accuracy: 0.8076 Epoch 386/500 58/58 [==============================] - 0s 336us/step - loss: 0.4054 - accuracy: 0.8090 Epoch 387/500 58/58 [==============================] - 0s 365us/step - loss: 0.4060 - accuracy: 0.8021 Epoch 388/500 58/58 [==============================] - 0s 365us/step - loss: 0.4046 - accuracy: 0.8062 Epoch 389/500 58/58 [==============================] - 0s 350us/step - loss: 0.4040 - accuracy: 0.8076 Epoch 390/500 58/58 [==============================] - 0s 363us/step - loss: 0.4037 - accuracy: 0.8097 Epoch 391/500 58/58 [==============================] - 0s 339us/step - loss: 0.4047 - accuracy: 0.8090 Epoch 392/500 58/58 [==============================] - 0s 355us/step - loss: 0.4049 - accuracy: 0.8076 Epoch 393/500 58/58 [==============================] - 0s 363us/step - loss: 0.4053 - accuracy: 0.8069 Epoch 394/500 58/58 [==============================] - 0s 344us/step - loss: 0.4040 - accuracy: 0.8069 Epoch 395/500 58/58 [==============================] - 0s 332us/step - loss: 0.4043 - accuracy: 0.8062 Epoch 396/500 58/58 [==============================] - 0s 356us/step - loss: 0.4036 - accuracy: 0.8062 Epoch 397/500 58/58 [==============================] - 0s 355us/step - loss: 0.4039 - accuracy: 0.8056 Epoch 398/500 58/58 [==============================] - 0s 343us/step - loss: 0.4036 - accuracy: 0.8069 Epoch 399/500 58/58 [==============================] - 0s 334us/step - loss: 0.4043 - accuracy: 0.8056 Epoch 400/500 58/58 [==============================] - 0s 356us/step - loss: 0.4057 - accuracy: 0.8062 Epoch 401/500 58/58 [==============================] - 0s 340us/step - loss: 0.4054 - accuracy: 0.8076 Epoch 402/500 58/58 [==============================] - 0s 355us/step - loss: 0.4041 - accuracy: 0.8090 Epoch 403/500 58/58 [==============================] - 0s 351us/step - loss: 0.4041 - accuracy: 0.8042 Epoch 404/500 58/58 [==============================] - 0s 347us/step - loss: 0.4035 - accuracy: 0.8090 Epoch 405/500 58/58 [==============================] - 0s 346us/step - loss: 0.4035 - accuracy: 0.8035 Epoch 406/500 58/58 [==============================] - 0s 338us/step - loss: 0.4047 - accuracy: 0.8062 Epoch 407/500 58/58 [==============================] - 0s 335us/step - loss: 0.4043 - accuracy: 0.8111 Epoch 408/500 58/58 [==============================] - 0s 348us/step - loss: 0.4039 - accuracy: 0.8035 Epoch 409/500 58/58 [==============================] - 0s 340us/step - loss: 0.4036 - accuracy: 0.8042 Epoch 410/500 58/58 [==============================] - 0s 339us/step - loss: 0.4039 - accuracy: 0.8097 Epoch 411/500 58/58 [==============================] - 0s 335us/step - loss: 0.4033 - accuracy: 0.8076 Epoch 412/500 58/58 [==============================] - 0s 348us/step - loss: 0.4030 - accuracy: 0.8083 Epoch 413/500 58/58 [==============================] - 0s 338us/step - loss: 0.4031 - accuracy: 0.8062 Epoch 414/500 58/58 [==============================] - 0s 331us/step - loss: 0.4045 - accuracy: 0.8049 Epoch 415/500 58/58 [==============================] - 0s 342us/step - loss: 0.4042 - accuracy: 0.8056 Epoch 416/500 58/58 [==============================] - 0s 348us/step - loss: 0.4037 - accuracy: 0.8056 Epoch 417/500 58/58 [==============================] - 0s 366us/step - loss: 0.4038 - accuracy: 0.8049 Epoch 418/500 58/58 [==============================] - 0s 346us/step - loss: 0.4030 - accuracy: 0.8042 Epoch 419/500 58/58 [==============================] - 0s 353us/step - loss: 0.4036 - accuracy: 0.8076 Epoch 420/500 58/58 [==============================] - 0s 349us/step - loss: 0.4033 - accuracy: 0.8069 Epoch 421/500 58/58 [==============================] - 0s 333us/step - loss: 0.4039 - accuracy: 0.8083 Epoch 422/500 58/58 [==============================] - 0s 344us/step - loss: 0.4034 - accuracy: 0.8069 Epoch 423/500 58/58 [==============================] - 0s 333us/step - loss: 0.4033 - accuracy: 0.8062 Epoch 424/500 58/58 [==============================] - 0s 353us/step - loss: 0.4038 - accuracy: 0.8069 Epoch 425/500 58/58 [==============================] - 0s 350us/step - loss: 0.4051 - accuracy: 0.8035 Epoch 426/500 58/58 [==============================] - 0s 342us/step - loss: 0.4039 - accuracy: 0.8062 Epoch 427/500 58/58 [==============================] - 0s 332us/step - loss: 0.4030 - accuracy: 0.8056 Epoch 428/500 58/58 [==============================] - 0s 347us/step - loss: 0.4032 - accuracy: 0.8056 Epoch 429/500 58/58 [==============================] - 0s 348us/step - loss: 0.4038 - accuracy: 0.8056 Epoch 430/500 58/58 [==============================] - 0s 342us/step - loss: 0.4032 - accuracy: 0.8035 Epoch 431/500 58/58 [==============================] - 0s 352us/step - loss: 0.4029 - accuracy: 0.8076 Epoch 432/500 58/58 [==============================] - 0s 389us/step - loss: 0.4029 - accuracy: 0.8062 Epoch 433/500 58/58 [==============================] - 0s 359us/step - loss: 0.4033 - accuracy: 0.8062 Epoch 434/500 58/58 [==============================] - 0s 342us/step - loss: 0.4036 - accuracy: 0.8049 Epoch 435/500 58/58 [==============================] - 0s 355us/step - loss: 0.4027 - accuracy: 0.8076 Epoch 436/500 58/58 [==============================] - 0s 338us/step - loss: 0.4032 - accuracy: 0.8056 Epoch 437/500 58/58 [==============================] - 0s 335us/step - loss: 0.4028 - accuracy: 0.8076 Epoch 438/500 58/58 [==============================] - 0s 341us/step - loss: 0.4026 - accuracy: 0.8035 Epoch 439/500 58/58 [==============================] - 0s 347us/step - loss: 0.4036 - accuracy: 0.8062 Epoch 440/500 58/58 [==============================] - 0s 359us/step - loss: 0.4034 - accuracy: 0.8076 Epoch 441/500 58/58 [==============================] - 0s 341us/step - loss: 0.4031 - accuracy: 0.8028 Epoch 442/500 58/58 [==============================] - 0s 355us/step - loss: 0.4025 - accuracy: 0.8069 Epoch 443/500 58/58 [==============================] - 0s 361us/step - loss: 0.4031 - accuracy: 0.8062 Epoch 444/500 58/58 [==============================] - 0s 348us/step - loss: 0.4033 - accuracy: 0.8076 Epoch 445/500 58/58 [==============================] - 0s 344us/step - loss: 0.4028 - accuracy: 0.8035 Epoch 446/500 58/58 [==============================] - 0s 349us/step - loss: 0.4040 - accuracy: 0.8021 Epoch 447/500 58/58 [==============================] - 0s 353us/step - loss: 0.4036 - accuracy: 0.8118 Epoch 448/500 58/58 [==============================] - 0s 386us/step - loss: 0.4021 - accuracy: 0.8035 Epoch 449/500 58/58 [==============================] - 0s 367us/step - loss: 0.4038 - accuracy: 0.8069 Epoch 450/500 58/58 [==============================] - 0s 361us/step - loss: 0.4027 - accuracy: 0.8083 Epoch 451/500 58/58 [==============================] - 0s 371us/step - loss: 0.4032 - accuracy: 0.8069 Epoch 452/500 58/58 [==============================] - 0s 364us/step - loss: 0.4031 - accuracy: 0.8076 Epoch 453/500 58/58 [==============================] - 0s 349us/step - loss: 0.4039 - accuracy: 0.8042 Epoch 454/500 58/58 [==============================] - 0s 363us/step - loss: 0.4028 - accuracy: 0.8076 Epoch 455/500 58/58 [==============================] - 0s 367us/step - loss: 0.4019 - accuracy: 0.8056 Epoch 456/500 58/58 [==============================] - 0s 368us/step - loss: 0.4038 - accuracy: 0.8056 Epoch 457/500 58/58 [==============================] - 0s 371us/step - loss: 0.4023 - accuracy: 0.8062 Epoch 458/500 58/58 [==============================] - 0s 344us/step - loss: 0.4040 - accuracy: 0.8076 Epoch 459/500 58/58 [==============================] - 0s 438us/step - loss: 0.4034 - accuracy: 0.8076 Epoch 460/500 58/58 [==============================] - 0s 364us/step - loss: 0.4022 - accuracy: 0.8069 Epoch 461/500 58/58 [==============================] - 0s 359us/step - loss: 0.4034 - accuracy: 0.8021 Epoch 462/500 58/58 [==============================] - 0s 356us/step - loss: 0.4016 - accuracy: 0.8104 Epoch 463/500 58/58 [==============================] - 0s 306us/step - loss: 0.4027 - accuracy: 0.8014 Epoch 464/500 58/58 [==============================] - 0s 311us/step - loss: 0.4031 - accuracy: 0.8090 Epoch 465/500 58/58 [==============================] - 0s 317us/step - loss: 0.4033 - accuracy: 0.8056 Epoch 466/500 58/58 [==============================] - 0s 325us/step - loss: 0.4019 - accuracy: 0.8062 Epoch 467/500 58/58 [==============================] - 0s 331us/step - loss: 0.4026 - accuracy: 0.8056 Epoch 468/500 58/58 [==============================] - 0s 317us/step - loss: 0.4041 - accuracy: 0.8049 Epoch 469/500 58/58 [==============================] - 0s 328us/step - loss: 0.4023 - accuracy: 0.8056 Epoch 470/500 58/58 [==============================] - 0s 342us/step - loss: 0.4021 - accuracy: 0.8090 Epoch 471/500 58/58 [==============================] - 0s 341us/step - loss: 0.4022 - accuracy: 0.8042 Epoch 472/500 58/58 [==============================] - 0s 339us/step - loss: 0.4018 - accuracy: 0.8042 Epoch 473/500 58/58 [==============================] - 0s 381us/step - loss: 0.4024 - accuracy: 0.8021 Epoch 474/500 58/58 [==============================] - 0s 357us/step - loss: 0.4014 - accuracy: 0.8056 Epoch 475/500 58/58 [==============================] - 0s 367us/step - loss: 0.4024 - accuracy: 0.8069 Epoch 476/500 58/58 [==============================] - 0s 357us/step - loss: 0.4015 - accuracy: 0.8035 Epoch 477/500 58/58 [==============================] - 0s 352us/step - loss: 0.4030 - accuracy: 0.8076 Epoch 478/500 58/58 [==============================] - 0s 360us/step - loss: 0.4017 - accuracy: 0.8014 Epoch 479/500 58/58 [==============================] - 0s 344us/step - loss: 0.4018 - accuracy: 0.8042 Epoch 480/500 58/58 [==============================] - 0s 435us/step - loss: 0.4012 - accuracy: 0.8076 Epoch 481/500 58/58 [==============================] - 0s 365us/step - loss: 0.4020 - accuracy: 0.8021 Epoch 482/500 58/58 [==============================] - 0s 356us/step - loss: 0.4018 - accuracy: 0.8049 Epoch 483/500 58/58 [==============================] - 0s 879us/step - loss: 0.4015 - accuracy: 0.8097 Epoch 484/500 58/58 [==============================] - 0s 337us/step - loss: 0.4020 - accuracy: 0.8056 Epoch 485/500 58/58 [==============================] - 0s 321us/step - loss: 0.4020 - accuracy: 0.8056 Epoch 486/500 58/58 [==============================] - 0s 363us/step - loss: 0.4014 - accuracy: 0.8069 Epoch 487/500 58/58 [==============================] - 0s 391us/step - loss: 0.4013 - accuracy: 0.8049 Epoch 488/500 58/58 [==============================] - 0s 424us/step - loss: 0.4021 - accuracy: 0.8076 Epoch 489/500 58/58 [==============================] - 0s 398us/step - loss: 0.4022 - accuracy: 0.8056 Epoch 490/500 58/58 [==============================] - 0s 406us/step - loss: 0.4022 - accuracy: 0.8062 Epoch 491/500 58/58 [==============================] - 0s 407us/step - loss: 0.4024 - accuracy: 0.8056 Epoch 492/500 58/58 [==============================] - 0s 380us/step - loss: 0.4016 - accuracy: 0.8035 Epoch 493/500 58/58 [==============================] - 0s 1ms/step - loss: 0.4030 - accuracy: 0.8076 Epoch 494/500 58/58 [==============================] - 0s 376us/step - loss: 0.4007 - accuracy: 0.8069 Epoch 495/500 58/58 [==============================] - 0s 373us/step - loss: 0.4008 - accuracy: 0.8062 Epoch 496/500 58/58 [==============================] - 0s 388us/step - loss: 0.4019 - accuracy: 0.8049 Epoch 497/500 58/58 [==============================] - 0s 319us/step - loss: 0.4018 - accuracy: 0.8104 Epoch 498/500 58/58 [==============================] - 0s 359us/step - loss: 0.4008 - accuracy: 0.8042 Epoch 499/500 58/58 [==============================] - 0s 357us/step - loss: 0.4015 - accuracy: 0.8076 Epoch 500/500 58/58 [==============================] - 0s 379us/step - loss: 0.4015 - accuracy: 0.8049 5/5 [==============================] - 0s 504us/step Epoch 1/500 58/58 [==============================] - 0s 465us/step - loss: 0.6891 - accuracy: 0.6424 Epoch 2/500 58/58 [==============================] - 0s 419us/step - loss: 0.6756 - accuracy: 0.6514 Epoch 3/500 58/58 [==============================] - 0s 362us/step - loss: 0.6406 - accuracy: 0.6590 Epoch 4/500 58/58 [==============================] - 0s 364us/step - loss: 0.5825 - accuracy: 0.7528 Epoch 5/500 58/58 [==============================] - 0s 403us/step - loss: 0.5291 - accuracy: 0.7618 Epoch 6/500 58/58 [==============================] - 0s 430us/step - loss: 0.4999 - accuracy: 0.7604 Epoch 7/500 58/58 [==============================] - 0s 380us/step - loss: 0.4866 - accuracy: 0.7563 Epoch 8/500 58/58 [==============================] - 0s 378us/step - loss: 0.4810 - accuracy: 0.7604 Epoch 9/500 58/58 [==============================] - 0s 373us/step - loss: 0.4771 - accuracy: 0.7583 Epoch 10/500 58/58 [==============================] - 0s 365us/step - loss: 0.4751 - accuracy: 0.7576 Epoch 11/500 58/58 [==============================] - 0s 366us/step - loss: 0.4737 - accuracy: 0.7569 Epoch 12/500 58/58 [==============================] - 0s 375us/step - loss: 0.4723 - accuracy: 0.7590 Epoch 13/500 58/58 [==============================] - 0s 369us/step - loss: 0.4713 - accuracy: 0.7611 Epoch 14/500 58/58 [==============================] - 0s 367us/step - loss: 0.4701 - accuracy: 0.7639 Epoch 15/500 58/58 [==============================] - 0s 357us/step - loss: 0.4692 - accuracy: 0.7660 Epoch 16/500 58/58 [==============================] - 0s 377us/step - loss: 0.4683 - accuracy: 0.7646 Epoch 17/500 58/58 [==============================] - 0s 366us/step - loss: 0.4675 - accuracy: 0.7660 Epoch 18/500 58/58 [==============================] - 0s 353us/step - loss: 0.4666 - accuracy: 0.7708 Epoch 19/500 58/58 [==============================] - 0s 353us/step - loss: 0.4660 - accuracy: 0.7701 Epoch 20/500 58/58 [==============================] - 0s 358us/step - loss: 0.4658 - accuracy: 0.7618 Epoch 21/500 58/58 [==============================] - 0s 346us/step - loss: 0.4654 - accuracy: 0.7694 Epoch 22/500 58/58 [==============================] - 0s 357us/step - loss: 0.4647 - accuracy: 0.7694 Epoch 23/500 58/58 [==============================] - 0s 357us/step - loss: 0.4644 - accuracy: 0.7688 Epoch 24/500 58/58 [==============================] - 0s 361us/step - loss: 0.4636 - accuracy: 0.7722 Epoch 25/500 58/58 [==============================] - 0s 352us/step - loss: 0.4630 - accuracy: 0.7722 Epoch 26/500 58/58 [==============================] - 0s 348us/step - loss: 0.4631 - accuracy: 0.7715 Epoch 27/500 58/58 [==============================] - 0s 361us/step - loss: 0.4626 - accuracy: 0.7715 Epoch 28/500 58/58 [==============================] - 0s 355us/step - loss: 0.4623 - accuracy: 0.7729 Epoch 29/500 58/58 [==============================] - 0s 356us/step - loss: 0.4615 - accuracy: 0.7743 Epoch 30/500 58/58 [==============================] - 0s 352us/step - loss: 0.4611 - accuracy: 0.7778 Epoch 31/500 58/58 [==============================] - 0s 368us/step - loss: 0.4604 - accuracy: 0.7757 Epoch 32/500 58/58 [==============================] - 0s 377us/step - loss: 0.4599 - accuracy: 0.7743 Epoch 33/500 58/58 [==============================] - 0s 360us/step - loss: 0.4595 - accuracy: 0.7799 Epoch 34/500 58/58 [==============================] - 0s 359us/step - loss: 0.4595 - accuracy: 0.7778 Epoch 35/500 58/58 [==============================] - 0s 355us/step - loss: 0.4591 - accuracy: 0.7757 Epoch 36/500 58/58 [==============================] - 0s 356us/step - loss: 0.4591 - accuracy: 0.7764 Epoch 37/500 58/58 [==============================] - 0s 360us/step - loss: 0.4581 - accuracy: 0.7778 Epoch 38/500 58/58 [==============================] - 0s 361us/step - loss: 0.4578 - accuracy: 0.7764 Epoch 39/500 58/58 [==============================] - 0s 361us/step - loss: 0.4573 - accuracy: 0.7799 Epoch 40/500 58/58 [==============================] - 0s 357us/step - loss: 0.4569 - accuracy: 0.7771 Epoch 41/500 58/58 [==============================] - 0s 346us/step - loss: 0.4565 - accuracy: 0.7771 Epoch 42/500 58/58 [==============================] - 0s 365us/step - loss: 0.4559 - accuracy: 0.7764 Epoch 43/500 58/58 [==============================] - 0s 380us/step - loss: 0.4553 - accuracy: 0.7750 Epoch 44/500 58/58 [==============================] - 0s 429us/step - loss: 0.4546 - accuracy: 0.7785 Epoch 45/500 58/58 [==============================] - 0s 404us/step - loss: 0.4543 - accuracy: 0.7799 Epoch 46/500 58/58 [==============================] - 0s 429us/step - loss: 0.4540 - accuracy: 0.7799 Epoch 47/500 58/58 [==============================] - 0s 369us/step - loss: 0.4530 - accuracy: 0.7792 Epoch 48/500 58/58 [==============================] - 0s 1ms/step - loss: 0.4531 - accuracy: 0.7778 Epoch 49/500 58/58 [==============================] - 0s 417us/step - loss: 0.4524 - accuracy: 0.7799 Epoch 50/500 58/58 [==============================] - 0s 374us/step - loss: 0.4522 - accuracy: 0.7812 Epoch 51/500 58/58 [==============================] - 0s 361us/step - loss: 0.4513 - accuracy: 0.7785 Epoch 52/500 58/58 [==============================] - 0s 377us/step - loss: 0.4507 - accuracy: 0.7771 Epoch 53/500 58/58 [==============================] - 0s 374us/step - loss: 0.4506 - accuracy: 0.7812 Epoch 54/500 58/58 [==============================] - 0s 389us/step - loss: 0.4503 - accuracy: 0.7785 Epoch 55/500 58/58 [==============================] - 0s 369us/step - loss: 0.4495 - accuracy: 0.7771 Epoch 56/500 58/58 [==============================] - 0s 363us/step - loss: 0.4499 - accuracy: 0.7799 Epoch 57/500 58/58 [==============================] - 0s 358us/step - loss: 0.4490 - accuracy: 0.7868 Epoch 58/500 58/58 [==============================] - 0s 370us/step - loss: 0.4485 - accuracy: 0.7799 Epoch 59/500 58/58 [==============================] - 0s 364us/step - loss: 0.4480 - accuracy: 0.7785 Epoch 60/500 58/58 [==============================] - 0s 375us/step - loss: 0.4482 - accuracy: 0.7826 Epoch 61/500 58/58 [==============================] - 0s 371us/step - loss: 0.4480 - accuracy: 0.7826 Epoch 62/500 58/58 [==============================] - 0s 373us/step - loss: 0.4479 - accuracy: 0.7833 Epoch 63/500 58/58 [==============================] - 0s 354us/step - loss: 0.4464 - accuracy: 0.7840 Epoch 64/500 58/58 [==============================] - 0s 365us/step - loss: 0.4461 - accuracy: 0.7875 Epoch 65/500 58/58 [==============================] - 0s 356us/step - loss: 0.4457 - accuracy: 0.7889 Epoch 66/500 58/58 [==============================] - 0s 369us/step - loss: 0.4452 - accuracy: 0.7875 Epoch 67/500 58/58 [==============================] - 0s 340us/step - loss: 0.4449 - accuracy: 0.7924 Epoch 68/500 58/58 [==============================] - 0s 362us/step - loss: 0.4441 - accuracy: 0.7896 Epoch 69/500 58/58 [==============================] - 0s 372us/step - loss: 0.4437 - accuracy: 0.7917 Epoch 70/500 58/58 [==============================] - 0s 360us/step - loss: 0.4434 - accuracy: 0.7931 Epoch 71/500 58/58 [==============================] - 0s 351us/step - loss: 0.4424 - accuracy: 0.7944 Epoch 72/500 58/58 [==============================] - 0s 364us/step - loss: 0.4422 - accuracy: 0.7944 Epoch 73/500 58/58 [==============================] - 0s 352us/step - loss: 0.4418 - accuracy: 0.7951 Epoch 74/500 58/58 [==============================] - 0s 352us/step - loss: 0.4415 - accuracy: 0.7937 Epoch 75/500 58/58 [==============================] - 0s 369us/step - loss: 0.4405 - accuracy: 0.7944 Epoch 76/500 58/58 [==============================] - 0s 360us/step - loss: 0.4408 - accuracy: 0.7924 Epoch 77/500 58/58 [==============================] - 0s 365us/step - loss: 0.4399 - accuracy: 0.7944 Epoch 78/500 58/58 [==============================] - 0s 364us/step - loss: 0.4391 - accuracy: 0.7958 Epoch 79/500 58/58 [==============================] - 0s 360us/step - loss: 0.4387 - accuracy: 0.7944 Epoch 80/500 58/58 [==============================] - 0s 356us/step - loss: 0.4392 - accuracy: 0.7972 Epoch 81/500 58/58 [==============================] - 0s 358us/step - loss: 0.4376 - accuracy: 0.7972 Epoch 82/500 58/58 [==============================] - 0s 355us/step - loss: 0.4368 - accuracy: 0.7944 Epoch 83/500 58/58 [==============================] - 0s 344us/step - loss: 0.4369 - accuracy: 0.7944 Epoch 84/500 58/58 [==============================] - 0s 346us/step - loss: 0.4362 - accuracy: 0.7972 Epoch 85/500 58/58 [==============================] - 0s 378us/step - loss: 0.4354 - accuracy: 0.7958 Epoch 86/500 58/58 [==============================] - 0s 346us/step - loss: 0.4356 - accuracy: 0.7986 Epoch 87/500 58/58 [==============================] - 0s 355us/step - loss: 0.4353 - accuracy: 0.7993 Epoch 88/500 58/58 [==============================] - 0s 367us/step - loss: 0.4346 - accuracy: 0.7951 Epoch 89/500 58/58 [==============================] - 0s 373us/step - loss: 0.4339 - accuracy: 0.7986 Epoch 90/500 58/58 [==============================] - 0s 358us/step - loss: 0.4329 - accuracy: 0.7993 Epoch 91/500 58/58 [==============================] - 0s 359us/step - loss: 0.4326 - accuracy: 0.7979 Epoch 92/500 58/58 [==============================] - 0s 372us/step - loss: 0.4322 - accuracy: 0.7958 Epoch 93/500 58/58 [==============================] - 0s 363us/step - loss: 0.4317 - accuracy: 0.8028 Epoch 94/500 58/58 [==============================] - 0s 354us/step - loss: 0.4311 - accuracy: 0.8042 Epoch 95/500 58/58 [==============================] - 0s 361us/step - loss: 0.4308 - accuracy: 0.7972 Epoch 96/500 58/58 [==============================] - 0s 356us/step - loss: 0.4292 - accuracy: 0.7986 Epoch 97/500 58/58 [==============================] - 0s 362us/step - loss: 0.4297 - accuracy: 0.8056 Epoch 98/500 58/58 [==============================] - 0s 354us/step - loss: 0.4287 - accuracy: 0.8014 Epoch 99/500 58/58 [==============================] - 0s 368us/step - loss: 0.4286 - accuracy: 0.8035 Epoch 100/500 58/58 [==============================] - 0s 365us/step - loss: 0.4281 - accuracy: 0.8090 Epoch 101/500 58/58 [==============================] - 0s 352us/step - loss: 0.4273 - accuracy: 0.8035 Epoch 102/500 58/58 [==============================] - 0s 350us/step - loss: 0.4270 - accuracy: 0.8062 Epoch 103/500 58/58 [==============================] - 0s 365us/step - loss: 0.4273 - accuracy: 0.8000 Epoch 104/500 58/58 [==============================] - 0s 351us/step - loss: 0.4263 - accuracy: 0.8076 Epoch 105/500 58/58 [==============================] - 0s 337us/step - loss: 0.4263 - accuracy: 0.8090 Epoch 106/500 58/58 [==============================] - 0s 362us/step - loss: 0.4252 - accuracy: 0.8111 Epoch 107/500 58/58 [==============================] - 0s 364us/step - loss: 0.4252 - accuracy: 0.8035 Epoch 108/500 58/58 [==============================] - 0s 360us/step - loss: 0.4250 - accuracy: 0.8132 Epoch 109/500 58/58 [==============================] - 0s 350us/step - loss: 0.4243 - accuracy: 0.8076 Epoch 110/500 58/58 [==============================] - 0s 351us/step - loss: 0.4236 - accuracy: 0.8083 Epoch 111/500 58/58 [==============================] - 0s 347us/step - loss: 0.4238 - accuracy: 0.8146 Epoch 112/500 58/58 [==============================] - 0s 359us/step - loss: 0.4232 - accuracy: 0.8049 Epoch 113/500 58/58 [==============================] - 0s 351us/step - loss: 0.4225 - accuracy: 0.8097 Epoch 114/500 58/58 [==============================] - 0s 349us/step - loss: 0.4220 - accuracy: 0.8083 Epoch 115/500 58/58 [==============================] - 0s 345us/step - loss: 0.4219 - accuracy: 0.8104 Epoch 116/500 58/58 [==============================] - 0s 341us/step - loss: 0.4213 - accuracy: 0.8021 Epoch 117/500 58/58 [==============================] - 0s 340us/step - loss: 0.4211 - accuracy: 0.8083 Epoch 118/500 58/58 [==============================] - 0s 336us/step - loss: 0.4209 - accuracy: 0.8028 Epoch 119/500 58/58 [==============================] - 0s 345us/step - loss: 0.4213 - accuracy: 0.8097 Epoch 120/500 58/58 [==============================] - 0s 346us/step - loss: 0.4211 - accuracy: 0.8111 Epoch 121/500 58/58 [==============================] - 0s 346us/step - loss: 0.4199 - accuracy: 0.8069 Epoch 122/500 58/58 [==============================] - 0s 334us/step - loss: 0.4197 - accuracy: 0.8076 Epoch 123/500 58/58 [==============================] - 0s 340us/step - loss: 0.4192 - accuracy: 0.8090 Epoch 124/500 58/58 [==============================] - 0s 338us/step - loss: 0.4190 - accuracy: 0.8028 Epoch 125/500 58/58 [==============================] - 0s 343us/step - loss: 0.4186 - accuracy: 0.8097 Epoch 126/500 58/58 [==============================] - 0s 335us/step - loss: 0.4183 - accuracy: 0.8076 Epoch 127/500 58/58 [==============================] - 0s 336us/step - loss: 0.4175 - accuracy: 0.8118 Epoch 128/500 58/58 [==============================] - 0s 346us/step - loss: 0.4173 - accuracy: 0.8090 Epoch 129/500 58/58 [==============================] - 0s 346us/step - loss: 0.4174 - accuracy: 0.8076 Epoch 130/500 58/58 [==============================] - 0s 345us/step - loss: 0.4163 - accuracy: 0.8083 Epoch 131/500 58/58 [==============================] - 0s 352us/step - loss: 0.4167 - accuracy: 0.8111 Epoch 132/500 58/58 [==============================] - 0s 349us/step - loss: 0.4158 - accuracy: 0.8125 Epoch 133/500 58/58 [==============================] - 0s 357us/step - loss: 0.4161 - accuracy: 0.8062 Epoch 134/500 58/58 [==============================] - 0s 354us/step - loss: 0.4154 - accuracy: 0.8062 Epoch 135/500 58/58 [==============================] - 0s 365us/step - loss: 0.4153 - accuracy: 0.8125 Epoch 136/500 58/58 [==============================] - 0s 357us/step - loss: 0.4151 - accuracy: 0.8076 Epoch 137/500 58/58 [==============================] - 0s 350us/step - loss: 0.4145 - accuracy: 0.8111 Epoch 138/500 58/58 [==============================] - 0s 363us/step - loss: 0.4143 - accuracy: 0.8139 Epoch 139/500 58/58 [==============================] - 0s 358us/step - loss: 0.4139 - accuracy: 0.8139 Epoch 140/500 58/58 [==============================] - 0s 351us/step - loss: 0.4138 - accuracy: 0.8111 Epoch 141/500 58/58 [==============================] - 0s 374us/step - loss: 0.4135 - accuracy: 0.8160 Epoch 142/500 58/58 [==============================] - 0s 377us/step - loss: 0.4131 - accuracy: 0.8146 Epoch 143/500 58/58 [==============================] - 0s 368us/step - loss: 0.4131 - accuracy: 0.8146 Epoch 144/500 58/58 [==============================] - 0s 357us/step - loss: 0.4129 - accuracy: 0.8139 Epoch 145/500 58/58 [==============================] - 0s 336us/step - loss: 0.4125 - accuracy: 0.8111 Epoch 146/500 58/58 [==============================] - 0s 350us/step - loss: 0.4123 - accuracy: 0.8153 Epoch 147/500 58/58 [==============================] - 0s 351us/step - loss: 0.4118 - accuracy: 0.8139 Epoch 148/500 58/58 [==============================] - 0s 343us/step - loss: 0.4120 - accuracy: 0.8181 Epoch 149/500 58/58 [==============================] - 0s 338us/step - loss: 0.4111 - accuracy: 0.8132 Epoch 150/500 58/58 [==============================] - 0s 357us/step - loss: 0.4111 - accuracy: 0.8153 Epoch 151/500 58/58 [==============================] - 0s 357us/step - loss: 0.4112 - accuracy: 0.8125 Epoch 152/500 58/58 [==============================] - 0s 346us/step - loss: 0.4108 - accuracy: 0.8153 Epoch 153/500 58/58 [==============================] - 0s 340us/step - loss: 0.4108 - accuracy: 0.8153 Epoch 154/500 58/58 [==============================] - 0s 349us/step - loss: 0.4103 - accuracy: 0.8097 Epoch 155/500 58/58 [==============================] - 0s 341us/step - loss: 0.4097 - accuracy: 0.8160 Epoch 156/500 58/58 [==============================] - 0s 351us/step - loss: 0.4098 - accuracy: 0.8160 Epoch 157/500 58/58 [==============================] - 0s 343us/step - loss: 0.4098 - accuracy: 0.8153 Epoch 158/500 58/58 [==============================] - 0s 349us/step - loss: 0.4094 - accuracy: 0.8153 Epoch 159/500 58/58 [==============================] - 0s 347us/step - loss: 0.4090 - accuracy: 0.8132 Epoch 160/500 58/58 [==============================] - 0s 344us/step - loss: 0.4099 - accuracy: 0.8160 Epoch 161/500 58/58 [==============================] - 0s 336us/step - loss: 0.4088 - accuracy: 0.8174 Epoch 162/500 58/58 [==============================] - 0s 348us/step - loss: 0.4084 - accuracy: 0.8160 Epoch 163/500 58/58 [==============================] - 0s 353us/step - loss: 0.4081 - accuracy: 0.8132 Epoch 164/500 58/58 [==============================] - 0s 337us/step - loss: 0.4080 - accuracy: 0.8146 Epoch 165/500 58/58 [==============================] - 0s 340us/step - loss: 0.4080 - accuracy: 0.8174 Epoch 166/500 58/58 [==============================] - 0s 354us/step - loss: 0.4074 - accuracy: 0.8139 Epoch 167/500 58/58 [==============================] - 0s 349us/step - loss: 0.4073 - accuracy: 0.8188 Epoch 168/500 58/58 [==============================] - 0s 349us/step - loss: 0.4071 - accuracy: 0.8153 Epoch 169/500 58/58 [==============================] - 0s 343us/step - loss: 0.4075 - accuracy: 0.8181 Epoch 170/500 58/58 [==============================] - 0s 353us/step - loss: 0.4065 - accuracy: 0.8167 Epoch 171/500 58/58 [==============================] - 0s 351us/step - loss: 0.4072 - accuracy: 0.8139 Epoch 172/500 58/58 [==============================] - 0s 334us/step - loss: 0.4059 - accuracy: 0.8167 Epoch 173/500 58/58 [==============================] - 0s 342us/step - loss: 0.4063 - accuracy: 0.8153 Epoch 174/500 58/58 [==============================] - 0s 345us/step - loss: 0.4062 - accuracy: 0.8188 Epoch 175/500 58/58 [==============================] - 0s 349us/step - loss: 0.4057 - accuracy: 0.8139 Epoch 176/500 58/58 [==============================] - 0s 352us/step - loss: 0.4058 - accuracy: 0.8146 Epoch 177/500 58/58 [==============================] - 0s 352us/step - loss: 0.4063 - accuracy: 0.8146 Epoch 178/500 58/58 [==============================] - 0s 346us/step - loss: 0.4066 - accuracy: 0.8097 Epoch 179/500 58/58 [==============================] - 0s 350us/step - loss: 0.4053 - accuracy: 0.8167 Epoch 180/500 58/58 [==============================] - 0s 348us/step - loss: 0.4052 - accuracy: 0.8167 Epoch 181/500 58/58 [==============================] - 0s 345us/step - loss: 0.4052 - accuracy: 0.8181 Epoch 182/500 58/58 [==============================] - 0s 341us/step - loss: 0.4050 - accuracy: 0.8167 Epoch 183/500 58/58 [==============================] - 0s 336us/step - loss: 0.4048 - accuracy: 0.8167 Epoch 184/500 58/58 [==============================] - 0s 335us/step - loss: 0.4042 - accuracy: 0.8125 Epoch 185/500 58/58 [==============================] - 0s 483us/step - loss: 0.4041 - accuracy: 0.8181 Epoch 186/500 58/58 [==============================] - 0s 346us/step - loss: 0.4042 - accuracy: 0.8146 Epoch 187/500 58/58 [==============================] - 0s 350us/step - loss: 0.4038 - accuracy: 0.8188 Epoch 188/500 58/58 [==============================] - 0s 342us/step - loss: 0.4041 - accuracy: 0.8118 Epoch 189/500 58/58 [==============================] - 0s 333us/step - loss: 0.4036 - accuracy: 0.8153 Epoch 190/500 58/58 [==============================] - 0s 338us/step - loss: 0.4045 - accuracy: 0.8139 Epoch 191/500 58/58 [==============================] - 0s 340us/step - loss: 0.4033 - accuracy: 0.8188 Epoch 192/500 58/58 [==============================] - 0s 331us/step - loss: 0.4027 - accuracy: 0.8118 Epoch 193/500 58/58 [==============================] - 0s 391us/step - loss: 0.4033 - accuracy: 0.8167 Epoch 194/500 58/58 [==============================] - 0s 352us/step - loss: 0.4035 - accuracy: 0.8132 Epoch 195/500 58/58 [==============================] - 0s 346us/step - loss: 0.4026 - accuracy: 0.8153 Epoch 196/500 58/58 [==============================] - 0s 339us/step - loss: 0.4024 - accuracy: 0.8174 Epoch 197/500 58/58 [==============================] - 0s 339us/step - loss: 0.4025 - accuracy: 0.8111 Epoch 198/500 58/58 [==============================] - 0s 328us/step - loss: 0.4020 - accuracy: 0.8125 Epoch 199/500 58/58 [==============================] - 0s 340us/step - loss: 0.4030 - accuracy: 0.8132 Epoch 200/500 58/58 [==============================] - 0s 334us/step - loss: 0.4038 - accuracy: 0.8090 Epoch 201/500 58/58 [==============================] - 0s 331us/step - loss: 0.4018 - accuracy: 0.8167 Epoch 202/500 58/58 [==============================] - 0s 337us/step - loss: 0.4016 - accuracy: 0.8118 Epoch 203/500 58/58 [==============================] - 0s 339us/step - loss: 0.4019 - accuracy: 0.8201 Epoch 204/500 58/58 [==============================] - 0s 336us/step - loss: 0.4013 - accuracy: 0.8188 Epoch 205/500 58/58 [==============================] - 0s 338us/step - loss: 0.4009 - accuracy: 0.8160 Epoch 206/500 58/58 [==============================] - 0s 339us/step - loss: 0.4013 - accuracy: 0.8146 Epoch 207/500 58/58 [==============================] - 0s 337us/step - loss: 0.4007 - accuracy: 0.8160 Epoch 208/500 58/58 [==============================] - 0s 337us/step - loss: 0.4008 - accuracy: 0.8132 Epoch 209/500 58/58 [==============================] - 0s 336us/step - loss: 0.4008 - accuracy: 0.8139 Epoch 210/500 58/58 [==============================] - 0s 337us/step - loss: 0.4014 - accuracy: 0.8111 Epoch 211/500 58/58 [==============================] - 0s 335us/step - loss: 0.4004 - accuracy: 0.8174 Epoch 212/500 58/58 [==============================] - 0s 338us/step - loss: 0.4002 - accuracy: 0.8139 Epoch 213/500 58/58 [==============================] - 0s 338us/step - loss: 0.4010 - accuracy: 0.8188 Epoch 214/500 58/58 [==============================] - 0s 329us/step - loss: 0.4005 - accuracy: 0.8146 Epoch 215/500 58/58 [==============================] - 0s 331us/step - loss: 0.3998 - accuracy: 0.8194 Epoch 216/500 58/58 [==============================] - 0s 334us/step - loss: 0.4004 - accuracy: 0.8153 Epoch 217/500 58/58 [==============================] - 0s 341us/step - loss: 0.3999 - accuracy: 0.8132 Epoch 218/500 58/58 [==============================] - 0s 343us/step - loss: 0.3997 - accuracy: 0.8167 Epoch 219/500 58/58 [==============================] - 0s 333us/step - loss: 0.3995 - accuracy: 0.8181 Epoch 220/500 58/58 [==============================] - 0s 332us/step - loss: 0.4003 - accuracy: 0.8146 Epoch 221/500 58/58 [==============================] - 0s 332us/step - loss: 0.3994 - accuracy: 0.8139 Epoch 222/500 58/58 [==============================] - 0s 340us/step - loss: 0.3995 - accuracy: 0.8132 Epoch 223/500 58/58 [==============================] - 0s 334us/step - loss: 0.3995 - accuracy: 0.8160 Epoch 224/500 58/58 [==============================] - 0s 350us/step - loss: 0.3995 - accuracy: 0.8146 Epoch 225/500 58/58 [==============================] - 0s 342us/step - loss: 0.3994 - accuracy: 0.8139 Epoch 226/500 58/58 [==============================] - 0s 351us/step - loss: 0.3987 - accuracy: 0.8153 Epoch 227/500 58/58 [==============================] - 0s 346us/step - loss: 0.3992 - accuracy: 0.8181 Epoch 228/500 58/58 [==============================] - 0s 345us/step - loss: 0.3997 - accuracy: 0.8146 Epoch 229/500 58/58 [==============================] - 0s 342us/step - loss: 0.3989 - accuracy: 0.8160 Epoch 230/500 58/58 [==============================] - 0s 345us/step - loss: 0.3986 - accuracy: 0.8160 Epoch 231/500 58/58 [==============================] - 0s 336us/step - loss: 0.3989 - accuracy: 0.8132 Epoch 232/500 58/58 [==============================] - 0s 336us/step - loss: 0.3991 - accuracy: 0.8125 Epoch 233/500 58/58 [==============================] - 0s 324us/step - loss: 0.3986 - accuracy: 0.8125 Epoch 234/500 58/58 [==============================] - 0s 340us/step - loss: 0.3985 - accuracy: 0.8160 Epoch 235/500 58/58 [==============================] - 0s 333us/step - loss: 0.3979 - accuracy: 0.8146 Epoch 236/500 58/58 [==============================] - 0s 332us/step - loss: 0.3981 - accuracy: 0.8188 Epoch 237/500 58/58 [==============================] - 0s 331us/step - loss: 0.3985 - accuracy: 0.8160 Epoch 238/500 58/58 [==============================] - 0s 328us/step - loss: 0.3981 - accuracy: 0.8153 Epoch 239/500 58/58 [==============================] - 0s 334us/step - loss: 0.3986 - accuracy: 0.8146 Epoch 240/500 58/58 [==============================] - 0s 329us/step - loss: 0.3980 - accuracy: 0.8188 Epoch 241/500 58/58 [==============================] - 0s 336us/step - loss: 0.3974 - accuracy: 0.8153 Epoch 242/500 58/58 [==============================] - 0s 337us/step - loss: 0.3977 - accuracy: 0.8167 Epoch 243/500 58/58 [==============================] - 0s 335us/step - loss: 0.3972 - accuracy: 0.8174 Epoch 244/500 58/58 [==============================] - 0s 334us/step - loss: 0.3970 - accuracy: 0.8160 Epoch 245/500 58/58 [==============================] - 0s 336us/step - loss: 0.3967 - accuracy: 0.8194 Epoch 246/500 58/58 [==============================] - 0s 340us/step - loss: 0.3964 - accuracy: 0.8160 Epoch 247/500 58/58 [==============================] - 0s 332us/step - loss: 0.3965 - accuracy: 0.8201 Epoch 248/500 58/58 [==============================] - 0s 358us/step - loss: 0.3969 - accuracy: 0.8167 Epoch 249/500 58/58 [==============================] - 0s 354us/step - loss: 0.3964 - accuracy: 0.8153 Epoch 250/500 58/58 [==============================] - 0s 373us/step - loss: 0.3968 - accuracy: 0.8125 Epoch 251/500 58/58 [==============================] - 0s 360us/step - loss: 0.3956 - accuracy: 0.8181 Epoch 252/500 58/58 [==============================] - 0s 358us/step - loss: 0.3957 - accuracy: 0.8146 Epoch 253/500 58/58 [==============================] - 0s 360us/step - loss: 0.3955 - accuracy: 0.8139 Epoch 254/500 58/58 [==============================] - 0s 351us/step - loss: 0.3960 - accuracy: 0.8139 Epoch 255/500 58/58 [==============================] - 0s 330us/step - loss: 0.3956 - accuracy: 0.8160 Epoch 256/500 58/58 [==============================] - 0s 346us/step - loss: 0.3954 - accuracy: 0.8153 Epoch 257/500 58/58 [==============================] - 0s 354us/step - loss: 0.3950 - accuracy: 0.8125 Epoch 258/500 58/58 [==============================] - 0s 355us/step - loss: 0.3949 - accuracy: 0.8167 Epoch 259/500 58/58 [==============================] - 0s 344us/step - loss: 0.3946 - accuracy: 0.8153 Epoch 260/500 58/58 [==============================] - 0s 387us/step - loss: 0.3947 - accuracy: 0.8125 Epoch 261/500 58/58 [==============================] - 0s 366us/step - loss: 0.3945 - accuracy: 0.8146 Epoch 262/500 58/58 [==============================] - 0s 354us/step - loss: 0.3945 - accuracy: 0.8153 Epoch 263/500 58/58 [==============================] - 0s 358us/step - loss: 0.3938 - accuracy: 0.8160 Epoch 264/500 58/58 [==============================] - 0s 341us/step - loss: 0.3940 - accuracy: 0.8153 Epoch 265/500 58/58 [==============================] - 0s 344us/step - loss: 0.3942 - accuracy: 0.8139 Epoch 266/500 58/58 [==============================] - 0s 346us/step - loss: 0.3939 - accuracy: 0.8139 Epoch 267/500 58/58 [==============================] - 0s 351us/step - loss: 0.3934 - accuracy: 0.8139 Epoch 268/500 58/58 [==============================] - 0s 348us/step - loss: 0.3941 - accuracy: 0.8146 Epoch 269/500 58/58 [==============================] - 0s 362us/step - loss: 0.3935 - accuracy: 0.8146 Epoch 270/500 58/58 [==============================] - 0s 341us/step - loss: 0.3921 - accuracy: 0.8160 Epoch 271/500 58/58 [==============================] - 0s 345us/step - loss: 0.3920 - accuracy: 0.8132 Epoch 272/500 58/58 [==============================] - 0s 342us/step - loss: 0.3925 - accuracy: 0.8146 Epoch 273/500 58/58 [==============================] - 0s 344us/step - loss: 0.3934 - accuracy: 0.8104 Epoch 274/500 58/58 [==============================] - 0s 339us/step - loss: 0.3930 - accuracy: 0.8125 Epoch 275/500 58/58 [==============================] - 0s 338us/step - loss: 0.3924 - accuracy: 0.8111 Epoch 276/500 58/58 [==============================] - 0s 340us/step - loss: 0.3909 - accuracy: 0.8146 Epoch 277/500 58/58 [==============================] - 0s 333us/step - loss: 0.3908 - accuracy: 0.8153 Epoch 278/500 58/58 [==============================] - 0s 334us/step - loss: 0.3911 - accuracy: 0.8104 Epoch 279/500 58/58 [==============================] - 0s 338us/step - loss: 0.3905 - accuracy: 0.8153 Epoch 280/500 58/58 [==============================] - 0s 337us/step - loss: 0.3908 - accuracy: 0.8153 Epoch 281/500 58/58 [==============================] - 0s 329us/step - loss: 0.3892 - accuracy: 0.8132 Epoch 282/500 58/58 [==============================] - 0s 338us/step - loss: 0.3896 - accuracy: 0.8188 Epoch 283/500 58/58 [==============================] - 0s 336us/step - loss: 0.3892 - accuracy: 0.8188 Epoch 284/500 58/58 [==============================] - 0s 334us/step - loss: 0.3896 - accuracy: 0.8174 Epoch 285/500 58/58 [==============================] - 0s 333us/step - loss: 0.3892 - accuracy: 0.8201 Epoch 286/500 58/58 [==============================] - 0s 332us/step - loss: 0.3883 - accuracy: 0.8181 Epoch 287/500 58/58 [==============================] - 0s 334us/step - loss: 0.3882 - accuracy: 0.8215 Epoch 288/500 58/58 [==============================] - 0s 334us/step - loss: 0.3885 - accuracy: 0.8160 Epoch 289/500 58/58 [==============================] - 0s 341us/step - loss: 0.3880 - accuracy: 0.8257 Epoch 290/500 58/58 [==============================] - 0s 331us/step - loss: 0.3872 - accuracy: 0.8201 Epoch 291/500 58/58 [==============================] - 0s 330us/step - loss: 0.3875 - accuracy: 0.8215 Epoch 292/500 58/58 [==============================] - 0s 330us/step - loss: 0.3872 - accuracy: 0.8229 Epoch 293/500 58/58 [==============================] - 0s 337us/step - loss: 0.3872 - accuracy: 0.8201 Epoch 294/500 58/58 [==============================] - 0s 333us/step - loss: 0.3869 - accuracy: 0.8194 Epoch 295/500 58/58 [==============================] - 0s 327us/step - loss: 0.3871 - accuracy: 0.8181 Epoch 296/500 58/58 [==============================] - 0s 340us/step - loss: 0.3866 - accuracy: 0.8222 Epoch 297/500 58/58 [==============================] - 0s 330us/step - loss: 0.3860 - accuracy: 0.8222 Epoch 298/500 58/58 [==============================] - 0s 352us/step - loss: 0.3860 - accuracy: 0.8222 Epoch 299/500 58/58 [==============================] - 0s 330us/step - loss: 0.3861 - accuracy: 0.8194 Epoch 300/500 58/58 [==============================] - 0s 343us/step - loss: 0.3852 - accuracy: 0.8215 Epoch 301/500 58/58 [==============================] - 0s 337us/step - loss: 0.3853 - accuracy: 0.8257 Epoch 302/500 58/58 [==============================] - 0s 335us/step - loss: 0.3853 - accuracy: 0.8215 Epoch 303/500 58/58 [==============================] - 0s 341us/step - loss: 0.3854 - accuracy: 0.8264 Epoch 304/500 58/58 [==============================] - 0s 335us/step - loss: 0.3853 - accuracy: 0.8229 Epoch 305/500 58/58 [==============================] - 0s 339us/step - loss: 0.3847 - accuracy: 0.8215 Epoch 306/500 58/58 [==============================] - 0s 332us/step - loss: 0.3844 - accuracy: 0.8215 Epoch 307/500 58/58 [==============================] - 0s 334us/step - loss: 0.3852 - accuracy: 0.8243 Epoch 308/500 58/58 [==============================] - 0s 330us/step - loss: 0.3841 - accuracy: 0.8174 Epoch 309/500 58/58 [==============================] - 0s 337us/step - loss: 0.3847 - accuracy: 0.8250 Epoch 310/500 58/58 [==============================] - 0s 336us/step - loss: 0.3840 - accuracy: 0.8201 Epoch 311/500 58/58 [==============================] - 0s 338us/step - loss: 0.3851 - accuracy: 0.8229 Epoch 312/500 58/58 [==============================] - 0s 334us/step - loss: 0.3840 - accuracy: 0.8188 Epoch 313/500 58/58 [==============================] - 0s 339us/step - loss: 0.3848 - accuracy: 0.8229 Epoch 314/500 58/58 [==============================] - 0s 327us/step - loss: 0.3833 - accuracy: 0.8215 Epoch 315/500 58/58 [==============================] - 0s 332us/step - loss: 0.3827 - accuracy: 0.8194 Epoch 316/500 58/58 [==============================] - 0s 330us/step - loss: 0.3829 - accuracy: 0.8188 Epoch 317/500 58/58 [==============================] - 0s 334us/step - loss: 0.3829 - accuracy: 0.8243 Epoch 318/500 58/58 [==============================] - 0s 341us/step - loss: 0.3822 - accuracy: 0.8236 Epoch 319/500 58/58 [==============================] - 0s 330us/step - loss: 0.3823 - accuracy: 0.8243 Epoch 320/500 58/58 [==============================] - 0s 334us/step - loss: 0.3819 - accuracy: 0.8243 Epoch 321/500 58/58 [==============================] - 0s 326us/step - loss: 0.3815 - accuracy: 0.8222 Epoch 322/500 58/58 [==============================] - 0s 331us/step - loss: 0.3823 - accuracy: 0.8243 Epoch 323/500 58/58 [==============================] - 0s 336us/step - loss: 0.3823 - accuracy: 0.8201 Epoch 324/500 58/58 [==============================] - 0s 337us/step - loss: 0.3815 - accuracy: 0.8222 Epoch 325/500 58/58 [==============================] - 0s 337us/step - loss: 0.3813 - accuracy: 0.8222 Epoch 326/500 58/58 [==============================] - 0s 336us/step - loss: 0.3810 - accuracy: 0.8222 Epoch 327/500 58/58 [==============================] - 0s 335us/step - loss: 0.3823 - accuracy: 0.8222 Epoch 328/500 58/58 [==============================] - 0s 332us/step - loss: 0.3817 - accuracy: 0.8222 Epoch 329/500 58/58 [==============================] - 0s 331us/step - loss: 0.3814 - accuracy: 0.8201 Epoch 330/500 58/58 [==============================] - 0s 336us/step - loss: 0.3804 - accuracy: 0.8201 Epoch 331/500 58/58 [==============================] - 0s 329us/step - loss: 0.3810 - accuracy: 0.8208 Epoch 332/500 58/58 [==============================] - 0s 334us/step - loss: 0.3807 - accuracy: 0.8208 Epoch 333/500 58/58 [==============================] - 0s 328us/step - loss: 0.3803 - accuracy: 0.8222 Epoch 334/500 58/58 [==============================] - 0s 336us/step - loss: 0.3813 - accuracy: 0.8201 Epoch 335/500 58/58 [==============================] - 0s 335us/step - loss: 0.3803 - accuracy: 0.8208 Epoch 336/500 58/58 [==============================] - 0s 335us/step - loss: 0.3803 - accuracy: 0.8243 Epoch 337/500 58/58 [==============================] - 0s 333us/step - loss: 0.3817 - accuracy: 0.8174 Epoch 338/500 58/58 [==============================] - 0s 333us/step - loss: 0.3801 - accuracy: 0.8229 Epoch 339/500 58/58 [==============================] - 0s 334us/step - loss: 0.3803 - accuracy: 0.8208 Epoch 340/500 58/58 [==============================] - 0s 334us/step - loss: 0.3798 - accuracy: 0.8208 Epoch 341/500 58/58 [==============================] - 0s 341us/step - loss: 0.3799 - accuracy: 0.8208 Epoch 342/500 58/58 [==============================] - 0s 335us/step - loss: 0.3800 - accuracy: 0.8194 Epoch 343/500 58/58 [==============================] - 0s 336us/step - loss: 0.3808 - accuracy: 0.8229 Epoch 344/500 58/58 [==============================] - 0s 332us/step - loss: 0.3796 - accuracy: 0.8215 Epoch 345/500 58/58 [==============================] - 0s 345us/step - loss: 0.3791 - accuracy: 0.8250 Epoch 346/500 58/58 [==============================] - 0s 361us/step - loss: 0.3795 - accuracy: 0.8229 Epoch 347/500 58/58 [==============================] - 0s 372us/step - loss: 0.3797 - accuracy: 0.8201 Epoch 348/500 58/58 [==============================] - 0s 345us/step - loss: 0.3794 - accuracy: 0.8229 Epoch 349/500 58/58 [==============================] - 0s 368us/step - loss: 0.3792 - accuracy: 0.8229 Epoch 350/500 58/58 [==============================] - 0s 364us/step - loss: 0.3793 - accuracy: 0.8174 Epoch 351/500 58/58 [==============================] - 0s 375us/step - loss: 0.3796 - accuracy: 0.8229 Epoch 352/500 58/58 [==============================] - 0s 379us/step - loss: 0.3791 - accuracy: 0.8201 Epoch 353/500 58/58 [==============================] - 0s 368us/step - loss: 0.3786 - accuracy: 0.8215 Epoch 354/500 58/58 [==============================] - 0s 403us/step - loss: 0.3790 - accuracy: 0.8194 Epoch 355/500 58/58 [==============================] - 0s 398us/step - loss: 0.3794 - accuracy: 0.8236 Epoch 356/500 58/58 [==============================] - 0s 373us/step - loss: 0.3788 - accuracy: 0.8229 Epoch 357/500 58/58 [==============================] - 0s 371us/step - loss: 0.3787 - accuracy: 0.8243 Epoch 358/500 58/58 [==============================] - 0s 387us/step - loss: 0.3788 - accuracy: 0.8201 Epoch 359/500 58/58 [==============================] - 0s 377us/step - loss: 0.3788 - accuracy: 0.8215 Epoch 360/500 58/58 [==============================] - 0s 390us/step - loss: 0.3785 - accuracy: 0.8257 Epoch 361/500 58/58 [==============================] - 0s 405us/step - loss: 0.3792 - accuracy: 0.8215 Epoch 362/500 58/58 [==============================] - 0s 387us/step - loss: 0.3790 - accuracy: 0.8208 Epoch 363/500 58/58 [==============================] - 0s 386us/step - loss: 0.3780 - accuracy: 0.8201 Epoch 364/500 58/58 [==============================] - 0s 335us/step - loss: 0.3781 - accuracy: 0.8278 Epoch 365/500 58/58 [==============================] - 0s 352us/step - loss: 0.3776 - accuracy: 0.8229 Epoch 366/500 58/58 [==============================] - 0s 332us/step - loss: 0.3774 - accuracy: 0.8236 Epoch 367/500 58/58 [==============================] - 0s 332us/step - loss: 0.3775 - accuracy: 0.8188 Epoch 368/500 58/58 [==============================] - 0s 337us/step - loss: 0.3784 - accuracy: 0.8208 Epoch 369/500 58/58 [==============================] - 0s 338us/step - loss: 0.3770 - accuracy: 0.8222 Epoch 370/500 58/58 [==============================] - 0s 328us/step - loss: 0.3774 - accuracy: 0.8188 Epoch 371/500 58/58 [==============================] - 0s 333us/step - loss: 0.3787 - accuracy: 0.8243 Epoch 372/500 58/58 [==============================] - 0s 334us/step - loss: 0.3774 - accuracy: 0.8208 Epoch 373/500 58/58 [==============================] - 0s 334us/step - loss: 0.3778 - accuracy: 0.8194 Epoch 374/500 58/58 [==============================] - 0s 339us/step - loss: 0.3779 - accuracy: 0.8194 Epoch 375/500 58/58 [==============================] - 0s 338us/step - loss: 0.3776 - accuracy: 0.8174 Epoch 376/500 58/58 [==============================] - 0s 341us/step - loss: 0.3774 - accuracy: 0.8257 Epoch 377/500 58/58 [==============================] - 0s 338us/step - loss: 0.3776 - accuracy: 0.8236 Epoch 378/500 58/58 [==============================] - 0s 336us/step - loss: 0.3769 - accuracy: 0.8215 Epoch 379/500 58/58 [==============================] - 0s 340us/step - loss: 0.3788 - accuracy: 0.8215 Epoch 380/500 58/58 [==============================] - 0s 330us/step - loss: 0.3778 - accuracy: 0.8194 Epoch 381/500 58/58 [==============================] - 0s 330us/step - loss: 0.3781 - accuracy: 0.8243 Epoch 382/500 58/58 [==============================] - 0s 346us/step - loss: 0.3770 - accuracy: 0.8208 Epoch 383/500 58/58 [==============================] - 0s 344us/step - loss: 0.3770 - accuracy: 0.8236 Epoch 384/500 58/58 [==============================] - 0s 330us/step - loss: 0.3782 - accuracy: 0.8194 Epoch 385/500 58/58 [==============================] - 0s 337us/step - loss: 0.3771 - accuracy: 0.8201 Epoch 386/500 58/58 [==============================] - 0s 338us/step - loss: 0.3769 - accuracy: 0.8215 Epoch 387/500 58/58 [==============================] - 0s 329us/step - loss: 0.3771 - accuracy: 0.8215 Epoch 388/500 58/58 [==============================] - 0s 335us/step - loss: 0.3773 - accuracy: 0.8181 Epoch 389/500 58/58 [==============================] - 0s 338us/step - loss: 0.3764 - accuracy: 0.8257 Epoch 390/500 58/58 [==============================] - 0s 335us/step - loss: 0.3767 - accuracy: 0.8243 Epoch 391/500 58/58 [==============================] - 0s 334us/step - loss: 0.3766 - accuracy: 0.8257 Epoch 392/500 58/58 [==============================] - 0s 330us/step - loss: 0.3775 - accuracy: 0.8250 Epoch 393/500 58/58 [==============================] - 0s 340us/step - loss: 0.3767 - accuracy: 0.8222 Epoch 394/500 58/58 [==============================] - 0s 332us/step - loss: 0.3766 - accuracy: 0.8222 Epoch 395/500 58/58 [==============================] - 0s 329us/step - loss: 0.3756 - accuracy: 0.8257 Epoch 396/500 58/58 [==============================] - 0s 330us/step - loss: 0.3760 - accuracy: 0.8257 Epoch 397/500 58/58 [==============================] - 0s 336us/step - loss: 0.3770 - accuracy: 0.8229 Epoch 398/500 58/58 [==============================] - 0s 344us/step - loss: 0.3760 - accuracy: 0.8292 Epoch 399/500 58/58 [==============================] - 0s 342us/step - loss: 0.3754 - accuracy: 0.8278 Epoch 400/500 58/58 [==============================] - 0s 333us/step - loss: 0.3752 - accuracy: 0.8243 Epoch 401/500 58/58 [==============================] - 0s 338us/step - loss: 0.3753 - accuracy: 0.8250 Epoch 402/500 58/58 [==============================] - 0s 338us/step - loss: 0.3756 - accuracy: 0.8271 Epoch 403/500 58/58 [==============================] - 0s 337us/step - loss: 0.3755 - accuracy: 0.8250 Epoch 404/500 58/58 [==============================] - 0s 334us/step - loss: 0.3757 - accuracy: 0.8243 Epoch 405/500 58/58 [==============================] - 0s 337us/step - loss: 0.3753 - accuracy: 0.8278 Epoch 406/500 58/58 [==============================] - 0s 338us/step - loss: 0.3755 - accuracy: 0.8229 Epoch 407/500 58/58 [==============================] - 0s 334us/step - loss: 0.3746 - accuracy: 0.8222 Epoch 408/500 58/58 [==============================] - 0s 335us/step - loss: 0.3750 - accuracy: 0.8250 Epoch 409/500 58/58 [==============================] - 0s 329us/step - loss: 0.3750 - accuracy: 0.8215 Epoch 410/500 58/58 [==============================] - 0s 331us/step - loss: 0.3746 - accuracy: 0.8271 Epoch 411/500 58/58 [==============================] - 0s 338us/step - loss: 0.3761 - accuracy: 0.8222 Epoch 412/500 58/58 [==============================] - 0s 335us/step - loss: 0.3752 - accuracy: 0.8222 Epoch 413/500 58/58 [==============================] - 0s 327us/step - loss: 0.3749 - accuracy: 0.8264 Epoch 414/500 58/58 [==============================] - 0s 326us/step - loss: 0.3738 - accuracy: 0.8236 Epoch 415/500 58/58 [==============================] - 0s 326us/step - loss: 0.3745 - accuracy: 0.8243 Epoch 416/500 58/58 [==============================] - 0s 335us/step - loss: 0.3749 - accuracy: 0.8222 Epoch 417/500 58/58 [==============================] - 0s 339us/step - loss: 0.3751 - accuracy: 0.8229 Epoch 418/500 58/58 [==============================] - 0s 329us/step - loss: 0.3738 - accuracy: 0.8278 Epoch 419/500 58/58 [==============================] - 0s 332us/step - loss: 0.3741 - accuracy: 0.8188 Epoch 420/500 58/58 [==============================] - 0s 327us/step - loss: 0.3751 - accuracy: 0.8243 Epoch 421/500 58/58 [==============================] - 0s 339us/step - loss: 0.3742 - accuracy: 0.8250 Epoch 422/500 58/58 [==============================] - 0s 335us/step - loss: 0.3744 - accuracy: 0.8222 Epoch 423/500 58/58 [==============================] - 0s 337us/step - loss: 0.3749 - accuracy: 0.8236 Epoch 424/500 58/58 [==============================] - 0s 328us/step - loss: 0.3738 - accuracy: 0.8243 Epoch 425/500 58/58 [==============================] - 0s 334us/step - loss: 0.3738 - accuracy: 0.8243 Epoch 426/500 58/58 [==============================] - 0s 335us/step - loss: 0.3743 - accuracy: 0.8208 Epoch 427/500 58/58 [==============================] - 0s 331us/step - loss: 0.3742 - accuracy: 0.8278 Epoch 428/500 58/58 [==============================] - 0s 331us/step - loss: 0.3738 - accuracy: 0.8264 Epoch 429/500 58/58 [==============================] - 0s 338us/step - loss: 0.3747 - accuracy: 0.8194 Epoch 430/500 58/58 [==============================] - 0s 335us/step - loss: 0.3741 - accuracy: 0.8181 Epoch 431/500 58/58 [==============================] - 0s 334us/step - loss: 0.3744 - accuracy: 0.8250 Epoch 432/500 58/58 [==============================] - 0s 339us/step - loss: 0.3738 - accuracy: 0.8222 Epoch 433/500 58/58 [==============================] - 0s 336us/step - loss: 0.3732 - accuracy: 0.8250 Epoch 434/500 58/58 [==============================] - 0s 335us/step - loss: 0.3740 - accuracy: 0.8257 Epoch 435/500 58/58 [==============================] - 0s 337us/step - loss: 0.3746 - accuracy: 0.8222 Epoch 436/500 58/58 [==============================] - 0s 330us/step - loss: 0.3736 - accuracy: 0.8222 Epoch 437/500 58/58 [==============================] - 0s 335us/step - loss: 0.3736 - accuracy: 0.8250 Epoch 438/500 58/58 [==============================] - 0s 331us/step - loss: 0.3737 - accuracy: 0.8201 Epoch 439/500 58/58 [==============================] - 0s 332us/step - loss: 0.3730 - accuracy: 0.8208 Epoch 440/500 58/58 [==============================] - 0s 333us/step - loss: 0.3731 - accuracy: 0.8215 Epoch 441/500 58/58 [==============================] - 0s 333us/step - loss: 0.3740 - accuracy: 0.8222 Epoch 442/500 58/58 [==============================] - 0s 329us/step - loss: 0.3740 - accuracy: 0.8208 Epoch 443/500 58/58 [==============================] - 0s 335us/step - loss: 0.3733 - accuracy: 0.8208 Epoch 444/500 58/58 [==============================] - 0s 336us/step - loss: 0.3734 - accuracy: 0.8243 Epoch 445/500 58/58 [==============================] - 0s 330us/step - loss: 0.3728 - accuracy: 0.8188 Epoch 446/500 58/58 [==============================] - 0s 332us/step - loss: 0.3730 - accuracy: 0.8257 Epoch 447/500 58/58 [==============================] - 0s 334us/step - loss: 0.3738 - accuracy: 0.8264 Epoch 448/500 58/58 [==============================] - 0s 335us/step - loss: 0.3741 - accuracy: 0.8236 Epoch 449/500 58/58 [==============================] - 0s 332us/step - loss: 0.3729 - accuracy: 0.8208 Epoch 450/500 58/58 [==============================] - 0s 331us/step - loss: 0.3728 - accuracy: 0.8236 Epoch 451/500 58/58 [==============================] - 0s 332us/step - loss: 0.3726 - accuracy: 0.8229 Epoch 452/500 58/58 [==============================] - 0s 332us/step - loss: 0.3737 - accuracy: 0.8236 Epoch 453/500 58/58 [==============================] - 0s 331us/step - loss: 0.3729 - accuracy: 0.8229 Epoch 454/500 58/58 [==============================] - 0s 335us/step - loss: 0.3729 - accuracy: 0.8174 Epoch 455/500 58/58 [==============================] - 0s 330us/step - loss: 0.3730 - accuracy: 0.8264 Epoch 456/500 58/58 [==============================] - 0s 330us/step - loss: 0.3732 - accuracy: 0.8215 Epoch 457/500 58/58 [==============================] - 0s 329us/step - loss: 0.3734 - accuracy: 0.8243 Epoch 458/500 58/58 [==============================] - 0s 335us/step - loss: 0.3746 - accuracy: 0.8146 Epoch 459/500 58/58 [==============================] - 0s 331us/step - loss: 0.3725 - accuracy: 0.8222 Epoch 460/500 58/58 [==============================] - 0s 329us/step - loss: 0.3725 - accuracy: 0.8243 Epoch 461/500 58/58 [==============================] - 0s 334us/step - loss: 0.3729 - accuracy: 0.8257 Epoch 462/500 58/58 [==============================] - 0s 340us/step - loss: 0.3739 - accuracy: 0.8257 Epoch 463/500 58/58 [==============================] - 0s 331us/step - loss: 0.3723 - accuracy: 0.8201 Epoch 464/500 58/58 [==============================] - 0s 331us/step - loss: 0.3723 - accuracy: 0.8229 Epoch 465/500 58/58 [==============================] - 0s 337us/step - loss: 0.3731 - accuracy: 0.8222 Epoch 466/500 58/58 [==============================] - 0s 334us/step - loss: 0.3722 - accuracy: 0.8201 Epoch 467/500 58/58 [==============================] - 0s 334us/step - loss: 0.3729 - accuracy: 0.8215 Epoch 468/500 58/58 [==============================] - 0s 329us/step - loss: 0.3721 - accuracy: 0.8257 Epoch 469/500 58/58 [==============================] - 0s 337us/step - loss: 0.3721 - accuracy: 0.8215 Epoch 470/500 58/58 [==============================] - 0s 327us/step - loss: 0.3725 - accuracy: 0.8236 Epoch 471/500 58/58 [==============================] - 0s 333us/step - loss: 0.3719 - accuracy: 0.8215 Epoch 472/500 58/58 [==============================] - 0s 336us/step - loss: 0.3727 - accuracy: 0.8229 Epoch 473/500 58/58 [==============================] - 0s 338us/step - loss: 0.3728 - accuracy: 0.8229 Epoch 474/500 58/58 [==============================] - 0s 335us/step - loss: 0.3724 - accuracy: 0.8181 Epoch 475/500 58/58 [==============================] - 0s 333us/step - loss: 0.3728 - accuracy: 0.8264 Epoch 476/500 58/58 [==============================] - 0s 333us/step - loss: 0.3725 - accuracy: 0.8222 Epoch 477/500 58/58 [==============================] - 0s 333us/step - loss: 0.3727 - accuracy: 0.8208 Epoch 478/500 58/58 [==============================] - 0s 330us/step - loss: 0.3732 - accuracy: 0.8194 Epoch 479/500 58/58 [==============================] - 0s 333us/step - loss: 0.3728 - accuracy: 0.8222 Epoch 480/500 58/58 [==============================] - 0s 342us/step - loss: 0.3721 - accuracy: 0.8306 Epoch 481/500 58/58 [==============================] - 0s 335us/step - loss: 0.3725 - accuracy: 0.8188 Epoch 482/500 58/58 [==============================] - 0s 335us/step - loss: 0.3715 - accuracy: 0.8236 Epoch 483/500 58/58 [==============================] - 0s 342us/step - loss: 0.3721 - accuracy: 0.8243 Epoch 484/500 58/58 [==============================] - 0s 332us/step - loss: 0.3737 - accuracy: 0.8229 Epoch 485/500 58/58 [==============================] - 0s 333us/step - loss: 0.3725 - accuracy: 0.8250 Epoch 486/500 58/58 [==============================] - 0s 332us/step - loss: 0.3719 - accuracy: 0.8208 Epoch 487/500 58/58 [==============================] - 0s 334us/step - loss: 0.3721 - accuracy: 0.8250 Epoch 488/500 58/58 [==============================] - 0s 334us/step - loss: 0.3714 - accuracy: 0.8229 Epoch 489/500 58/58 [==============================] - 0s 330us/step - loss: 0.3726 - accuracy: 0.8250 Epoch 490/500 58/58 [==============================] - 0s 333us/step - loss: 0.3730 - accuracy: 0.8208 Epoch 491/500 58/58 [==============================] - 0s 330us/step - loss: 0.3724 - accuracy: 0.8222 Epoch 492/500 58/58 [==============================] - 0s 345us/step - loss: 0.3714 - accuracy: 0.8236 Epoch 493/500 58/58 [==============================] - 0s 335us/step - loss: 0.3714 - accuracy: 0.8236 Epoch 494/500 58/58 [==============================] - 0s 348us/step - loss: 0.3720 - accuracy: 0.8257 Epoch 495/500 58/58 [==============================] - 0s 352us/step - loss: 0.3710 - accuracy: 0.8229 Epoch 496/500 58/58 [==============================] - 0s 342us/step - loss: 0.3724 - accuracy: 0.8243 Epoch 497/500 58/58 [==============================] - 0s 336us/step - loss: 0.3715 - accuracy: 0.8299 Epoch 498/500 58/58 [==============================] - 0s 339us/step - loss: 0.3719 - accuracy: 0.8257 Epoch 499/500 58/58 [==============================] - 0s 342us/step - loss: 0.3716 - accuracy: 0.8264 Epoch 500/500 58/58 [==============================] - 0s 328us/step - loss: 0.3717 - accuracy: 0.8236 5/5 [==============================] - 0s 450us/step Epoch 1/500 58/58 [==============================] - 0s 474us/step - loss: 0.6894 - accuracy: 0.6486 Epoch 2/500 58/58 [==============================] - 0s 386us/step - loss: 0.6765 - accuracy: 0.6521 Epoch 3/500 58/58 [==============================] - 0s 337us/step - loss: 0.6428 - accuracy: 0.7382 Epoch 4/500 58/58 [==============================] - 0s 337us/step - loss: 0.5889 - accuracy: 0.7535 Epoch 5/500 58/58 [==============================] - 0s 338us/step - loss: 0.5387 - accuracy: 0.7486 Epoch 6/500 58/58 [==============================] - 0s 332us/step - loss: 0.5077 - accuracy: 0.7500 Epoch 7/500 58/58 [==============================] - 0s 334us/step - loss: 0.4933 - accuracy: 0.7493 Epoch 8/500 58/58 [==============================] - 0s 332us/step - loss: 0.4866 - accuracy: 0.7521 Epoch 9/500 58/58 [==============================] - 0s 333us/step - loss: 0.4828 - accuracy: 0.7569 Epoch 10/500 58/58 [==============================] - 0s 343us/step - loss: 0.4803 - accuracy: 0.7569 Epoch 11/500 58/58 [==============================] - 0s 337us/step - loss: 0.4785 - accuracy: 0.7563 Epoch 12/500 58/58 [==============================] - 0s 333us/step - loss: 0.4776 - accuracy: 0.7542 Epoch 13/500 58/58 [==============================] - 0s 332us/step - loss: 0.4766 - accuracy: 0.7569 Epoch 14/500 58/58 [==============================] - 0s 333us/step - loss: 0.4754 - accuracy: 0.7563 Epoch 15/500 58/58 [==============================] - 0s 327us/step - loss: 0.4747 - accuracy: 0.7597 Epoch 16/500 58/58 [==============================] - 0s 324us/step - loss: 0.4741 - accuracy: 0.7604 Epoch 17/500 58/58 [==============================] - 0s 341us/step - loss: 0.4733 - accuracy: 0.7590 Epoch 18/500 58/58 [==============================] - 0s 336us/step - loss: 0.4726 - accuracy: 0.7632 Epoch 19/500 58/58 [==============================] - 0s 330us/step - loss: 0.4721 - accuracy: 0.7646 Epoch 20/500 58/58 [==============================] - 0s 327us/step - loss: 0.4716 - accuracy: 0.7632 Epoch 21/500 58/58 [==============================] - 0s 332us/step - loss: 0.4709 - accuracy: 0.7632 Epoch 22/500 58/58 [==============================] - 0s 334us/step - loss: 0.4703 - accuracy: 0.7653 Epoch 23/500 58/58 [==============================] - 0s 335us/step - loss: 0.4704 - accuracy: 0.7674 Epoch 24/500 58/58 [==============================] - 0s 333us/step - loss: 0.4697 - accuracy: 0.7667 Epoch 25/500 58/58 [==============================] - 0s 331us/step - loss: 0.4689 - accuracy: 0.7681 Epoch 26/500 58/58 [==============================] - 0s 334us/step - loss: 0.4682 - accuracy: 0.7694 Epoch 27/500 58/58 [==============================] - 0s 327us/step - loss: 0.4680 - accuracy: 0.7674 Epoch 28/500 58/58 [==============================] - 0s 332us/step - loss: 0.4677 - accuracy: 0.7688 Epoch 29/500 58/58 [==============================] - 0s 325us/step - loss: 0.4677 - accuracy: 0.7681 Epoch 30/500 58/58 [==============================] - 0s 328us/step - loss: 0.4671 - accuracy: 0.7681 Epoch 31/500 58/58 [==============================] - 0s 331us/step - loss: 0.4661 - accuracy: 0.7688 Epoch 32/500 58/58 [==============================] - 0s 339us/step - loss: 0.4656 - accuracy: 0.7681 Epoch 33/500 58/58 [==============================] - 0s 333us/step - loss: 0.4651 - accuracy: 0.7653 Epoch 34/500 58/58 [==============================] - 0s 328us/step - loss: 0.4647 - accuracy: 0.7688 Epoch 35/500 58/58 [==============================] - 0s 325us/step - loss: 0.4641 - accuracy: 0.7688 Epoch 36/500 58/58 [==============================] - 0s 333us/step - loss: 0.4637 - accuracy: 0.7715 Epoch 37/500 58/58 [==============================] - 0s 330us/step - loss: 0.4627 - accuracy: 0.7715 Epoch 38/500 58/58 [==============================] - 0s 334us/step - loss: 0.4622 - accuracy: 0.7701 Epoch 39/500 58/58 [==============================] - 0s 332us/step - loss: 0.4615 - accuracy: 0.7743 Epoch 40/500 58/58 [==============================] - 0s 331us/step - loss: 0.4614 - accuracy: 0.7694 Epoch 41/500 58/58 [==============================] - 0s 329us/step - loss: 0.4607 - accuracy: 0.7764 Epoch 42/500 58/58 [==============================] - 0s 333us/step - loss: 0.4609 - accuracy: 0.7729 Epoch 43/500 58/58 [==============================] - 0s 331us/step - loss: 0.4597 - accuracy: 0.7750 Epoch 44/500 58/58 [==============================] - 0s 335us/step - loss: 0.4591 - accuracy: 0.7778 Epoch 45/500 58/58 [==============================] - 0s 333us/step - loss: 0.4590 - accuracy: 0.7778 Epoch 46/500 58/58 [==============================] - 0s 331us/step - loss: 0.4584 - accuracy: 0.7778 Epoch 47/500 58/58 [==============================] - 0s 329us/step - loss: 0.4583 - accuracy: 0.7778 Epoch 48/500 58/58 [==============================] - 0s 333us/step - loss: 0.4576 - accuracy: 0.7819 Epoch 49/500 58/58 [==============================] - 0s 330us/step - loss: 0.4571 - accuracy: 0.7847 Epoch 50/500 58/58 [==============================] - 0s 333us/step - loss: 0.4571 - accuracy: 0.7806 Epoch 51/500 58/58 [==============================] - 0s 329us/step - loss: 0.4565 - accuracy: 0.7819 Epoch 52/500 58/58 [==============================] - 0s 336us/step - loss: 0.4560 - accuracy: 0.7840 Epoch 53/500 58/58 [==============================] - 0s 336us/step - loss: 0.4565 - accuracy: 0.7792 Epoch 54/500 58/58 [==============================] - 0s 334us/step - loss: 0.4551 - accuracy: 0.7854 Epoch 55/500 58/58 [==============================] - 0s 340us/step - loss: 0.4548 - accuracy: 0.7771 Epoch 56/500 58/58 [==============================] - 0s 338us/step - loss: 0.4542 - accuracy: 0.7847 Epoch 57/500 58/58 [==============================] - 0s 337us/step - loss: 0.4539 - accuracy: 0.7875 Epoch 58/500 58/58 [==============================] - 0s 337us/step - loss: 0.4534 - accuracy: 0.7826 Epoch 59/500 58/58 [==============================] - 0s 335us/step - loss: 0.4529 - accuracy: 0.7819 Epoch 60/500 58/58 [==============================] - 0s 340us/step - loss: 0.4526 - accuracy: 0.7826 Epoch 61/500 58/58 [==============================] - 0s 336us/step - loss: 0.4519 - accuracy: 0.7868 Epoch 62/500 58/58 [==============================] - 0s 331us/step - loss: 0.4514 - accuracy: 0.7819 Epoch 63/500 58/58 [==============================] - 0s 337us/step - loss: 0.4514 - accuracy: 0.7812 Epoch 64/500 58/58 [==============================] - 0s 346us/step - loss: 0.4512 - accuracy: 0.7875 Epoch 65/500 58/58 [==============================] - 0s 334us/step - loss: 0.4499 - accuracy: 0.7847 Epoch 66/500 58/58 [==============================] - 0s 335us/step - loss: 0.4495 - accuracy: 0.7812 Epoch 67/500 58/58 [==============================] - 0s 332us/step - loss: 0.4492 - accuracy: 0.7819 Epoch 68/500 58/58 [==============================] - 0s 332us/step - loss: 0.4489 - accuracy: 0.7819 Epoch 69/500 58/58 [==============================] - 0s 338us/step - loss: 0.4483 - accuracy: 0.7847 Epoch 70/500 58/58 [==============================] - 0s 335us/step - loss: 0.4476 - accuracy: 0.7819 Epoch 71/500 58/58 [==============================] - 0s 341us/step - loss: 0.4471 - accuracy: 0.7826 Epoch 72/500 58/58 [==============================] - 0s 334us/step - loss: 0.4472 - accuracy: 0.7826 Epoch 73/500 58/58 [==============================] - 0s 326us/step - loss: 0.4467 - accuracy: 0.7792 Epoch 74/500 58/58 [==============================] - 0s 337us/step - loss: 0.4455 - accuracy: 0.7847 Epoch 75/500 58/58 [==============================] - 0s 331us/step - loss: 0.4451 - accuracy: 0.7819 Epoch 76/500 58/58 [==============================] - 0s 331us/step - loss: 0.4446 - accuracy: 0.7847 Epoch 77/500 58/58 [==============================] - 0s 328us/step - loss: 0.4448 - accuracy: 0.7854 Epoch 78/500 58/58 [==============================] - 0s 340us/step - loss: 0.4434 - accuracy: 0.7861 Epoch 79/500 58/58 [==============================] - 0s 467us/step - loss: 0.4429 - accuracy: 0.7861 Epoch 80/500 58/58 [==============================] - 0s 344us/step - loss: 0.4424 - accuracy: 0.7840 Epoch 81/500 58/58 [==============================] - 0s 341us/step - loss: 0.4420 - accuracy: 0.7854 Epoch 82/500 58/58 [==============================] - 0s 341us/step - loss: 0.4410 - accuracy: 0.7875 Epoch 83/500 58/58 [==============================] - 0s 339us/step - loss: 0.4407 - accuracy: 0.7833 Epoch 84/500 58/58 [==============================] - 0s 335us/step - loss: 0.4401 - accuracy: 0.7819 Epoch 85/500 58/58 [==============================] - 0s 331us/step - loss: 0.4394 - accuracy: 0.7812 Epoch 86/500 58/58 [==============================] - 0s 334us/step - loss: 0.4396 - accuracy: 0.7833 Epoch 87/500 58/58 [==============================] - 0s 330us/step - loss: 0.4392 - accuracy: 0.7826 Epoch 88/500 58/58 [==============================] - 0s 329us/step - loss: 0.4383 - accuracy: 0.7812 Epoch 89/500 58/58 [==============================] - 0s 335us/step - loss: 0.4373 - accuracy: 0.7847 Epoch 90/500 58/58 [==============================] - 0s 342us/step - loss: 0.4368 - accuracy: 0.7826 Epoch 91/500 58/58 [==============================] - 0s 331us/step - loss: 0.4360 - accuracy: 0.7833 Epoch 92/500 58/58 [==============================] - 0s 330us/step - loss: 0.4357 - accuracy: 0.7840 Epoch 93/500 58/58 [==============================] - 0s 333us/step - loss: 0.4355 - accuracy: 0.7826 Epoch 94/500 58/58 [==============================] - 0s 337us/step - loss: 0.4356 - accuracy: 0.7826 Epoch 95/500 58/58 [==============================] - 0s 335us/step - loss: 0.4350 - accuracy: 0.7896 Epoch 96/500 58/58 [==============================] - 0s 328us/step - loss: 0.4342 - accuracy: 0.7854 Epoch 97/500 58/58 [==============================] - 0s 330us/step - loss: 0.4331 - accuracy: 0.7875 Epoch 98/500 58/58 [==============================] - 0s 331us/step - loss: 0.4330 - accuracy: 0.7868 Epoch 99/500 58/58 [==============================] - 0s 340us/step - loss: 0.4325 - accuracy: 0.7896 Epoch 100/500 58/58 [==============================] - 0s 333us/step - loss: 0.4319 - accuracy: 0.7847 Epoch 101/500 58/58 [==============================] - 0s 333us/step - loss: 0.4319 - accuracy: 0.7861 Epoch 102/500 58/58 [==============================] - 0s 335us/step - loss: 0.4305 - accuracy: 0.7903 Epoch 103/500 58/58 [==============================] - 0s 329us/step - loss: 0.4303 - accuracy: 0.7896 Epoch 104/500 58/58 [==============================] - 0s 329us/step - loss: 0.4306 - accuracy: 0.7903 Epoch 105/500 58/58 [==============================] - 0s 329us/step - loss: 0.4295 - accuracy: 0.7875 Epoch 106/500 58/58 [==============================] - 0s 338us/step - loss: 0.4289 - accuracy: 0.7903 Epoch 107/500 58/58 [==============================] - 0s 332us/step - loss: 0.4286 - accuracy: 0.7917 Epoch 108/500 58/58 [==============================] - 0s 330us/step - loss: 0.4289 - accuracy: 0.7910 Epoch 109/500 58/58 [==============================] - 0s 334us/step - loss: 0.4276 - accuracy: 0.7937 Epoch 110/500 58/58 [==============================] - 0s 335us/step - loss: 0.4273 - accuracy: 0.7958 Epoch 111/500 58/58 [==============================] - 0s 335us/step - loss: 0.4275 - accuracy: 0.7951 Epoch 112/500 58/58 [==============================] - 0s 335us/step - loss: 0.4270 - accuracy: 0.7944 Epoch 113/500 58/58 [==============================] - 0s 327us/step - loss: 0.4259 - accuracy: 0.7972 Epoch 114/500 58/58 [==============================] - 0s 334us/step - loss: 0.4254 - accuracy: 0.7951 Epoch 115/500 58/58 [==============================] - 0s 334us/step - loss: 0.4248 - accuracy: 0.7986 Epoch 116/500 58/58 [==============================] - 0s 334us/step - loss: 0.4250 - accuracy: 0.7937 Epoch 117/500 58/58 [==============================] - 0s 328us/step - loss: 0.4234 - accuracy: 0.7986 Epoch 118/500 58/58 [==============================] - 0s 331us/step - loss: 0.4229 - accuracy: 0.7972 Epoch 119/500 58/58 [==============================] - 0s 334us/step - loss: 0.4225 - accuracy: 0.7958 Epoch 120/500 58/58 [==============================] - 0s 334us/step - loss: 0.4218 - accuracy: 0.7979 Epoch 121/500 58/58 [==============================] - 0s 336us/step - loss: 0.4214 - accuracy: 0.7972 Epoch 122/500 58/58 [==============================] - 0s 330us/step - loss: 0.4218 - accuracy: 0.7924 Epoch 123/500 58/58 [==============================] - 0s 331us/step - loss: 0.4204 - accuracy: 0.7979 Epoch 124/500 58/58 [==============================] - 0s 331us/step - loss: 0.4202 - accuracy: 0.7944 Epoch 125/500 58/58 [==============================] - 0s 338us/step - loss: 0.4190 - accuracy: 0.7972 Epoch 126/500 58/58 [==============================] - 0s 335us/step - loss: 0.4199 - accuracy: 0.8000 Epoch 127/500 58/58 [==============================] - 0s 327us/step - loss: 0.4188 - accuracy: 0.7972 Epoch 128/500 58/58 [==============================] - 0s 342us/step - loss: 0.4169 - accuracy: 0.7979 Epoch 129/500 58/58 [==============================] - 0s 328us/step - loss: 0.4168 - accuracy: 0.7972 Epoch 130/500 58/58 [==============================] - 0s 329us/step - loss: 0.4151 - accuracy: 0.7965 Epoch 131/500 58/58 [==============================] - 0s 337us/step - loss: 0.4166 - accuracy: 0.7972 Epoch 132/500 58/58 [==============================] - 0s 330us/step - loss: 0.4145 - accuracy: 0.7972 Epoch 133/500 58/58 [==============================] - 0s 336us/step - loss: 0.4138 - accuracy: 0.7986 Epoch 134/500 58/58 [==============================] - 0s 330us/step - loss: 0.4132 - accuracy: 0.7979 Epoch 135/500 58/58 [==============================] - 0s 336us/step - loss: 0.4130 - accuracy: 0.7965 Epoch 136/500 58/58 [==============================] - 0s 328us/step - loss: 0.4122 - accuracy: 0.8007 Epoch 137/500 58/58 [==============================] - 0s 336us/step - loss: 0.4125 - accuracy: 0.8007 Epoch 138/500 58/58 [==============================] - 0s 337us/step - loss: 0.4114 - accuracy: 0.7986 Epoch 139/500 58/58 [==============================] - 0s 332us/step - loss: 0.4116 - accuracy: 0.7986 Epoch 140/500 58/58 [==============================] - 0s 331us/step - loss: 0.4111 - accuracy: 0.8000 Epoch 141/500 58/58 [==============================] - 0s 330us/step - loss: 0.4109 - accuracy: 0.8007 Epoch 142/500 58/58 [==============================] - 0s 333us/step - loss: 0.4113 - accuracy: 0.8021 Epoch 143/500 58/58 [==============================] - 0s 331us/step - loss: 0.4099 - accuracy: 0.8007 Epoch 144/500 58/58 [==============================] - 0s 340us/step - loss: 0.4095 - accuracy: 0.8014 Epoch 145/500 58/58 [==============================] - 0s 329us/step - loss: 0.4095 - accuracy: 0.8069 Epoch 146/500 58/58 [==============================] - 0s 331us/step - loss: 0.4086 - accuracy: 0.8007 Epoch 147/500 58/58 [==============================] - 0s 332us/step - loss: 0.4082 - accuracy: 0.8056 Epoch 148/500 58/58 [==============================] - 0s 330us/step - loss: 0.4084 - accuracy: 0.8062 Epoch 149/500 58/58 [==============================] - 0s 330us/step - loss: 0.4074 - accuracy: 0.8028 Epoch 150/500 58/58 [==============================] - 0s 327us/step - loss: 0.4068 - accuracy: 0.8042 Epoch 151/500 58/58 [==============================] - 0s 332us/step - loss: 0.4063 - accuracy: 0.8021 Epoch 152/500 58/58 [==============================] - 0s 338us/step - loss: 0.4071 - accuracy: 0.8042 Epoch 153/500 58/58 [==============================] - 0s 332us/step - loss: 0.4057 - accuracy: 0.8056 Epoch 154/500 58/58 [==============================] - 0s 333us/step - loss: 0.4055 - accuracy: 0.8111 Epoch 155/500 58/58 [==============================] - 0s 332us/step - loss: 0.4057 - accuracy: 0.8049 Epoch 156/500 58/58 [==============================] - 0s 331us/step - loss: 0.4058 - accuracy: 0.8069 Epoch 157/500 58/58 [==============================] - 0s 335us/step - loss: 0.4046 - accuracy: 0.8007 Epoch 158/500 58/58 [==============================] - 0s 348us/step - loss: 0.4041 - accuracy: 0.8056 Epoch 159/500 58/58 [==============================] - 0s 351us/step - loss: 0.4034 - accuracy: 0.8076 Epoch 160/500 58/58 [==============================] - 0s 343us/step - loss: 0.4037 - accuracy: 0.8069 Epoch 161/500 58/58 [==============================] - 0s 340us/step - loss: 0.4038 - accuracy: 0.8062 Epoch 162/500 58/58 [==============================] - 0s 358us/step - loss: 0.4037 - accuracy: 0.8028 Epoch 163/500 58/58 [==============================] - 0s 349us/step - loss: 0.4030 - accuracy: 0.8056 Epoch 164/500 58/58 [==============================] - 0s 343us/step - loss: 0.4025 - accuracy: 0.8056 Epoch 165/500 58/58 [==============================] - 0s 347us/step - loss: 0.4021 - accuracy: 0.8090 Epoch 166/500 58/58 [==============================] - 0s 327us/step - loss: 0.4026 - accuracy: 0.8028 Epoch 167/500 58/58 [==============================] - 0s 328us/step - loss: 0.4019 - accuracy: 0.8035 Epoch 168/500 58/58 [==============================] - 0s 341us/step - loss: 0.4028 - accuracy: 0.8028 Epoch 169/500 58/58 [==============================] - 0s 336us/step - loss: 0.4018 - accuracy: 0.8083 Epoch 170/500 58/58 [==============================] - 0s 333us/step - loss: 0.4008 - accuracy: 0.8049 Epoch 171/500 58/58 [==============================] - 0s 327us/step - loss: 0.4009 - accuracy: 0.8062 Epoch 172/500 58/58 [==============================] - 0s 335us/step - loss: 0.4012 - accuracy: 0.8056 Epoch 173/500 58/58 [==============================] - 0s 337us/step - loss: 0.4000 - accuracy: 0.8056 Epoch 174/500 58/58 [==============================] - 0s 342us/step - loss: 0.3999 - accuracy: 0.8097 Epoch 175/500 58/58 [==============================] - 0s 329us/step - loss: 0.3991 - accuracy: 0.8042 Epoch 176/500 58/58 [==============================] - 0s 332us/step - loss: 0.3988 - accuracy: 0.8028 Epoch 177/500 58/58 [==============================] - 0s 333us/step - loss: 0.3994 - accuracy: 0.8056 Epoch 178/500 58/58 [==============================] - 0s 335us/step - loss: 0.3988 - accuracy: 0.8069 Epoch 179/500 58/58 [==============================] - 0s 328us/step - loss: 0.3984 - accuracy: 0.8042 Epoch 180/500 58/58 [==============================] - 0s 338us/step - loss: 0.3988 - accuracy: 0.8083 Epoch 181/500 58/58 [==============================] - 0s 330us/step - loss: 0.3988 - accuracy: 0.8118 Epoch 182/500 58/58 [==============================] - 0s 367us/step - loss: 0.3980 - accuracy: 0.8104 Epoch 183/500 58/58 [==============================] - 0s 353us/step - loss: 0.3985 - accuracy: 0.8083 Epoch 184/500 58/58 [==============================] - 0s 348us/step - loss: 0.3995 - accuracy: 0.8069 Epoch 185/500 58/58 [==============================] - 0s 350us/step - loss: 0.3970 - accuracy: 0.8049 Epoch 186/500 58/58 [==============================] - 0s 349us/step - loss: 0.3979 - accuracy: 0.8056 Epoch 187/500 58/58 [==============================] - 0s 334us/step - loss: 0.3964 - accuracy: 0.8111 Epoch 188/500 58/58 [==============================] - 0s 340us/step - loss: 0.3958 - accuracy: 0.8076 Epoch 189/500 58/58 [==============================] - 0s 342us/step - loss: 0.3959 - accuracy: 0.8069 Epoch 190/500 58/58 [==============================] - 0s 351us/step - loss: 0.3957 - accuracy: 0.8090 Epoch 191/500 58/58 [==============================] - 0s 351us/step - loss: 0.3953 - accuracy: 0.8069 Epoch 192/500 58/58 [==============================] - 0s 355us/step - loss: 0.3953 - accuracy: 0.8090 Epoch 193/500 58/58 [==============================] - 0s 338us/step - loss: 0.3960 - accuracy: 0.8069 Epoch 194/500 58/58 [==============================] - 0s 347us/step - loss: 0.3953 - accuracy: 0.8188 Epoch 195/500 58/58 [==============================] - 0s 344us/step - loss: 0.3945 - accuracy: 0.8076 Epoch 196/500 58/58 [==============================] - 0s 354us/step - loss: 0.3953 - accuracy: 0.8097 Epoch 197/500 58/58 [==============================] - 0s 348us/step - loss: 0.3944 - accuracy: 0.8042 Epoch 198/500 58/58 [==============================] - 0s 351us/step - loss: 0.3951 - accuracy: 0.8104 Epoch 199/500 58/58 [==============================] - 0s 333us/step - loss: 0.3947 - accuracy: 0.8118 Epoch 200/500 58/58 [==============================] - 0s 343us/step - loss: 0.3951 - accuracy: 0.8076 Epoch 201/500 58/58 [==============================] - 0s 343us/step - loss: 0.3932 - accuracy: 0.8125 Epoch 202/500 58/58 [==============================] - 0s 350us/step - loss: 0.3937 - accuracy: 0.8111 Epoch 203/500 58/58 [==============================] - 0s 328us/step - loss: 0.3933 - accuracy: 0.8111 Epoch 204/500 58/58 [==============================] - 0s 344us/step - loss: 0.3937 - accuracy: 0.8097 Epoch 205/500 58/58 [==============================] - 0s 343us/step - loss: 0.3921 - accuracy: 0.8146 Epoch 206/500 58/58 [==============================] - 0s 347us/step - loss: 0.3939 - accuracy: 0.8104 Epoch 207/500 58/58 [==============================] - 0s 342us/step - loss: 0.3910 - accuracy: 0.8188 Epoch 208/500 58/58 [==============================] - 0s 340us/step - loss: 0.3916 - accuracy: 0.8167 Epoch 209/500 58/58 [==============================] - 0s 381us/step - loss: 0.3914 - accuracy: 0.8125 Epoch 210/500 58/58 [==============================] - 0s 365us/step - loss: 0.3910 - accuracy: 0.8160 Epoch 211/500 58/58 [==============================] - 0s 344us/step - loss: 0.3905 - accuracy: 0.8083 Epoch 212/500 58/58 [==============================] - 0s 342us/step - loss: 0.3924 - accuracy: 0.8083 Epoch 213/500 58/58 [==============================] - 0s 346us/step - loss: 0.3905 - accuracy: 0.8181 Epoch 214/500 58/58 [==============================] - 0s 333us/step - loss: 0.3911 - accuracy: 0.8090 Epoch 215/500 58/58 [==============================] - 0s 349us/step - loss: 0.3914 - accuracy: 0.8146 Epoch 216/500 58/58 [==============================] - 0s 337us/step - loss: 0.3905 - accuracy: 0.8181 Epoch 217/500 58/58 [==============================] - 0s 350us/step - loss: 0.3896 - accuracy: 0.8132 Epoch 218/500 58/58 [==============================] - 0s 346us/step - loss: 0.3904 - accuracy: 0.8174 Epoch 219/500 58/58 [==============================] - 0s 336us/step - loss: 0.3899 - accuracy: 0.8153 Epoch 220/500 58/58 [==============================] - 0s 337us/step - loss: 0.3905 - accuracy: 0.8132 Epoch 221/500 58/58 [==============================] - 0s 333us/step - loss: 0.3894 - accuracy: 0.8146 Epoch 222/500 58/58 [==============================] - 0s 387us/step - loss: 0.3892 - accuracy: 0.8188 Epoch 223/500 58/58 [==============================] - 0s 361us/step - loss: 0.3892 - accuracy: 0.8118 Epoch 224/500 58/58 [==============================] - 0s 351us/step - loss: 0.3890 - accuracy: 0.8181 Epoch 225/500 58/58 [==============================] - 0s 371us/step - loss: 0.3911 - accuracy: 0.8125 Epoch 226/500 58/58 [==============================] - 0s 350us/step - loss: 0.3880 - accuracy: 0.8125 Epoch 227/500 58/58 [==============================] - 0s 374us/step - loss: 0.3894 - accuracy: 0.8167 Epoch 228/500 58/58 [==============================] - 0s 370us/step - loss: 0.3887 - accuracy: 0.8090 Epoch 229/500 58/58 [==============================] - 0s 370us/step - loss: 0.3882 - accuracy: 0.8139 Epoch 230/500 58/58 [==============================] - 0s 363us/step - loss: 0.3884 - accuracy: 0.8146 Epoch 231/500 58/58 [==============================] - 0s 363us/step - loss: 0.3877 - accuracy: 0.8118 Epoch 232/500 58/58 [==============================] - 0s 355us/step - loss: 0.3876 - accuracy: 0.8194 Epoch 233/500 58/58 [==============================] - 0s 362us/step - loss: 0.3873 - accuracy: 0.8167 Epoch 234/500 58/58 [==============================] - 0s 953us/step - loss: 0.3886 - accuracy: 0.8042 Epoch 235/500 58/58 [==============================] - 0s 344us/step - loss: 0.3874 - accuracy: 0.8104 Epoch 236/500 58/58 [==============================] - 0s 344us/step - loss: 0.3880 - accuracy: 0.8139 Epoch 237/500 58/58 [==============================] - 0s 342us/step - loss: 0.3881 - accuracy: 0.8132 Epoch 238/500 58/58 [==============================] - 0s 342us/step - loss: 0.3875 - accuracy: 0.8222 Epoch 239/500 58/58 [==============================] - 0s 331us/step - loss: 0.3867 - accuracy: 0.8146 Epoch 240/500 58/58 [==============================] - 0s 327us/step - loss: 0.3865 - accuracy: 0.8056 Epoch 241/500 58/58 [==============================] - 0s 338us/step - loss: 0.3864 - accuracy: 0.8132 Epoch 242/500 58/58 [==============================] - 0s 327us/step - loss: 0.3868 - accuracy: 0.8125 Epoch 243/500 58/58 [==============================] - 0s 338us/step - loss: 0.3866 - accuracy: 0.8174 Epoch 244/500 58/58 [==============================] - 0s 332us/step - loss: 0.3864 - accuracy: 0.8125 Epoch 245/500 58/58 [==============================] - 0s 332us/step - loss: 0.3862 - accuracy: 0.8132 Epoch 246/500 58/58 [==============================] - 0s 328us/step - loss: 0.3860 - accuracy: 0.8132 Epoch 247/500 58/58 [==============================] - 0s 338us/step - loss: 0.3859 - accuracy: 0.8174 Epoch 248/500 58/58 [==============================] - 0s 338us/step - loss: 0.3867 - accuracy: 0.8181 Epoch 249/500 58/58 [==============================] - 0s 333us/step - loss: 0.3874 - accuracy: 0.8097 Epoch 250/500 58/58 [==============================] - 0s 365us/step - loss: 0.3858 - accuracy: 0.8125 Epoch 251/500 58/58 [==============================] - 0s 356us/step - loss: 0.3847 - accuracy: 0.8132 Epoch 252/500 58/58 [==============================] - 0s 351us/step - loss: 0.3862 - accuracy: 0.8049 Epoch 253/500 58/58 [==============================] - 0s 370us/step - loss: 0.3856 - accuracy: 0.8174 Epoch 254/500 58/58 [==============================] - 0s 366us/step - loss: 0.3854 - accuracy: 0.8090 Epoch 255/500 58/58 [==============================] - 0s 365us/step - loss: 0.3846 - accuracy: 0.8097 Epoch 256/500 58/58 [==============================] - 0s 361us/step - loss: 0.3848 - accuracy: 0.8076 Epoch 257/500 58/58 [==============================] - 0s 335us/step - loss: 0.3847 - accuracy: 0.8083 Epoch 258/500 58/58 [==============================] - 0s 332us/step - loss: 0.3845 - accuracy: 0.8194 Epoch 259/500 58/58 [==============================] - 0s 335us/step - loss: 0.3845 - accuracy: 0.8097 Epoch 260/500 58/58 [==============================] - 0s 363us/step - loss: 0.3854 - accuracy: 0.8139 Epoch 261/500 58/58 [==============================] - 0s 341us/step - loss: 0.3847 - accuracy: 0.8167 Epoch 262/500 58/58 [==============================] - 0s 343us/step - loss: 0.3843 - accuracy: 0.8090 Epoch 263/500 58/58 [==============================] - 0s 379us/step - loss: 0.3851 - accuracy: 0.8153 Epoch 264/500 58/58 [==============================] - 0s 803us/step - loss: 0.3841 - accuracy: 0.8111 Epoch 265/500 58/58 [==============================] - 0s 341us/step - loss: 0.3832 - accuracy: 0.8056 Epoch 266/500 58/58 [==============================] - 0s 348us/step - loss: 0.3839 - accuracy: 0.8146 Epoch 267/500 58/58 [==============================] - 0s 343us/step - loss: 0.3839 - accuracy: 0.8069 Epoch 268/500 58/58 [==============================] - 0s 346us/step - loss: 0.3835 - accuracy: 0.8125 Epoch 269/500 58/58 [==============================] - 0s 345us/step - loss: 0.3841 - accuracy: 0.8104 Epoch 270/500 58/58 [==============================] - 0s 345us/step - loss: 0.3855 - accuracy: 0.8118 Epoch 271/500 58/58 [==============================] - 0s 371us/step - loss: 0.3824 - accuracy: 0.8132 Epoch 272/500 58/58 [==============================] - 0s 364us/step - loss: 0.3828 - accuracy: 0.8104 Epoch 273/500 58/58 [==============================] - 0s 351us/step - loss: 0.3831 - accuracy: 0.8111 Epoch 274/500 58/58 [==============================] - 0s 365us/step - loss: 0.3833 - accuracy: 0.8090 Epoch 275/500 58/58 [==============================] - 0s 374us/step - loss: 0.3835 - accuracy: 0.8118 Epoch 276/500 58/58 [==============================] - 0s 368us/step - loss: 0.3822 - accuracy: 0.8076 Epoch 277/500 58/58 [==============================] - 0s 354us/step - loss: 0.3820 - accuracy: 0.8153 Epoch 278/500 58/58 [==============================] - 0s 368us/step - loss: 0.3827 - accuracy: 0.8083 Epoch 279/500 58/58 [==============================] - 0s 358us/step - loss: 0.3825 - accuracy: 0.8146 Epoch 280/500 58/58 [==============================] - 0s 347us/step - loss: 0.3828 - accuracy: 0.8146 Epoch 281/500 58/58 [==============================] - 0s 375us/step - loss: 0.3807 - accuracy: 0.8090 Epoch 282/500 58/58 [==============================] - 0s 362us/step - loss: 0.3818 - accuracy: 0.8139 Epoch 283/500 58/58 [==============================] - 0s 354us/step - loss: 0.3813 - accuracy: 0.8097 Epoch 284/500 58/58 [==============================] - 0s 367us/step - loss: 0.3813 - accuracy: 0.8201 Epoch 285/500 58/58 [==============================] - 0s 370us/step - loss: 0.3819 - accuracy: 0.8083 Epoch 286/500 58/58 [==============================] - 0s 361us/step - loss: 0.3810 - accuracy: 0.8139 Epoch 287/500 58/58 [==============================] - 0s 363us/step - loss: 0.3816 - accuracy: 0.8139 Epoch 288/500 58/58 [==============================] - 0s 349us/step - loss: 0.3809 - accuracy: 0.8188 Epoch 289/500 58/58 [==============================] - 0s 354us/step - loss: 0.3808 - accuracy: 0.8104 Epoch 290/500 58/58 [==============================] - 0s 366us/step - loss: 0.3806 - accuracy: 0.8160 Epoch 291/500 58/58 [==============================] - 0s 363us/step - loss: 0.3795 - accuracy: 0.8097 Epoch 292/500 58/58 [==============================] - 0s 362us/step - loss: 0.3803 - accuracy: 0.8181 Epoch 293/500 58/58 [==============================] - 0s 379us/step - loss: 0.3793 - accuracy: 0.8160 Epoch 294/500 58/58 [==============================] - 0s 356us/step - loss: 0.3806 - accuracy: 0.8167 Epoch 295/500 58/58 [==============================] - 0s 400us/step - loss: 0.3797 - accuracy: 0.8125 Epoch 296/500 58/58 [==============================] - 0s 383us/step - loss: 0.3793 - accuracy: 0.8125 Epoch 297/500 58/58 [==============================] - 0s 375us/step - loss: 0.3786 - accuracy: 0.8167 Epoch 298/500 58/58 [==============================] - 0s 376us/step - loss: 0.3799 - accuracy: 0.8153 Epoch 299/500 58/58 [==============================] - 0s 374us/step - loss: 0.3784 - accuracy: 0.8118 Epoch 300/500 58/58 [==============================] - 0s 375us/step - loss: 0.3782 - accuracy: 0.8146 Epoch 301/500 58/58 [==============================] - 0s 405us/step - loss: 0.3796 - accuracy: 0.8146 Epoch 302/500 58/58 [==============================] - 0s 367us/step - loss: 0.3792 - accuracy: 0.8146 Epoch 303/500 58/58 [==============================] - 0s 362us/step - loss: 0.3784 - accuracy: 0.8160 Epoch 304/500 58/58 [==============================] - 0s 385us/step - loss: 0.3799 - accuracy: 0.8153 Epoch 305/500 58/58 [==============================] - 0s 378us/step - loss: 0.3805 - accuracy: 0.8111 Epoch 306/500 58/58 [==============================] - 0s 360us/step - loss: 0.3774 - accuracy: 0.8153 Epoch 307/500 58/58 [==============================] - 0s 371us/step - loss: 0.3772 - accuracy: 0.8208 Epoch 308/500 58/58 [==============================] - 0s 381us/step - loss: 0.3774 - accuracy: 0.8139 Epoch 309/500 58/58 [==============================] - 0s 355us/step - loss: 0.3767 - accuracy: 0.8208 Epoch 310/500 58/58 [==============================] - 0s 368us/step - loss: 0.3771 - accuracy: 0.8201 Epoch 311/500 58/58 [==============================] - 0s 381us/step - loss: 0.3765 - accuracy: 0.8160 Epoch 312/500 58/58 [==============================] - 0s 377us/step - loss: 0.3763 - accuracy: 0.8167 Epoch 313/500 58/58 [==============================] - 0s 363us/step - loss: 0.3770 - accuracy: 0.8153 Epoch 314/500 58/58 [==============================] - 0s 356us/step - loss: 0.3770 - accuracy: 0.8139 Epoch 315/500 58/58 [==============================] - 0s 368us/step - loss: 0.3777 - accuracy: 0.8111 Epoch 316/500 58/58 [==============================] - 0s 364us/step - loss: 0.3762 - accuracy: 0.8153 Epoch 317/500 58/58 [==============================] - 0s 369us/step - loss: 0.3768 - accuracy: 0.8139 Epoch 318/500 58/58 [==============================] - 0s 361us/step - loss: 0.3768 - accuracy: 0.8174 Epoch 319/500 58/58 [==============================] - 0s 384us/step - loss: 0.3762 - accuracy: 0.8146 Epoch 320/500 58/58 [==============================] - 0s 354us/step - loss: 0.3756 - accuracy: 0.8118 Epoch 321/500 58/58 [==============================] - 0s 332us/step - loss: 0.3764 - accuracy: 0.8090 Epoch 322/500 58/58 [==============================] - 0s 352us/step - loss: 0.3750 - accuracy: 0.8111 Epoch 323/500 58/58 [==============================] - 0s 365us/step - loss: 0.3744 - accuracy: 0.8181 Epoch 324/500 58/58 [==============================] - 0s 416us/step - loss: 0.3760 - accuracy: 0.8132 Epoch 325/500 58/58 [==============================] - 0s 354us/step - loss: 0.3752 - accuracy: 0.8111 Epoch 326/500 58/58 [==============================] - 0s 381us/step - loss: 0.3745 - accuracy: 0.8181 Epoch 327/500 58/58 [==============================] - 0s 372us/step - loss: 0.3757 - accuracy: 0.8146 Epoch 328/500 58/58 [==============================] - 0s 348us/step - loss: 0.3747 - accuracy: 0.8167 Epoch 329/500 58/58 [==============================] - 0s 392us/step - loss: 0.3737 - accuracy: 0.8132 Epoch 330/500 58/58 [==============================] - 0s 344us/step - loss: 0.3739 - accuracy: 0.8194 Epoch 331/500 58/58 [==============================] - 0s 359us/step - loss: 0.3738 - accuracy: 0.8181 Epoch 332/500 58/58 [==============================] - 0s 333us/step - loss: 0.3738 - accuracy: 0.8132 Epoch 333/500 58/58 [==============================] - 0s 369us/step - loss: 0.3734 - accuracy: 0.8215 Epoch 334/500 58/58 [==============================] - 0s 377us/step - loss: 0.3737 - accuracy: 0.8139 Epoch 335/500 58/58 [==============================] - 0s 359us/step - loss: 0.3739 - accuracy: 0.8174 Epoch 336/500 58/58 [==============================] - 0s 362us/step - loss: 0.3731 - accuracy: 0.8160 Epoch 337/500 58/58 [==============================] - 0s 368us/step - loss: 0.3727 - accuracy: 0.8167 Epoch 338/500 58/58 [==============================] - 0s 357us/step - loss: 0.3721 - accuracy: 0.8188 Epoch 339/500 58/58 [==============================] - 0s 1ms/step - loss: 0.3728 - accuracy: 0.8167 Epoch 340/500 58/58 [==============================] - 0s 484us/step - loss: 0.3720 - accuracy: 0.8188 Epoch 341/500 58/58 [==============================] - 0s 371us/step - loss: 0.3723 - accuracy: 0.8174 Epoch 342/500 58/58 [==============================] - 0s 369us/step - loss: 0.3713 - accuracy: 0.8125 Epoch 343/500 58/58 [==============================] - 0s 372us/step - loss: 0.3706 - accuracy: 0.8188 Epoch 344/500 58/58 [==============================] - 0s 367us/step - loss: 0.3716 - accuracy: 0.8174 Epoch 345/500 58/58 [==============================] - 0s 364us/step - loss: 0.3706 - accuracy: 0.8181 Epoch 346/500 58/58 [==============================] - 0s 360us/step - loss: 0.3713 - accuracy: 0.8194 Epoch 347/500 58/58 [==============================] - 0s 374us/step - loss: 0.3712 - accuracy: 0.8215 Epoch 348/500 58/58 [==============================] - 0s 375us/step - loss: 0.3722 - accuracy: 0.8181 Epoch 349/500 58/58 [==============================] - 0s 378us/step - loss: 0.3705 - accuracy: 0.8188 Epoch 350/500 58/58 [==============================] - 0s 378us/step - loss: 0.3700 - accuracy: 0.8174 Epoch 351/500 58/58 [==============================] - 0s 431us/step - loss: 0.3702 - accuracy: 0.8181 Epoch 352/500 58/58 [==============================] - 0s 427us/step - loss: 0.3697 - accuracy: 0.8222 Epoch 353/500 58/58 [==============================] - 0s 394us/step - loss: 0.3699 - accuracy: 0.8243 Epoch 354/500 58/58 [==============================] - 0s 356us/step - loss: 0.3702 - accuracy: 0.8215 Epoch 355/500 58/58 [==============================] - 0s 369us/step - loss: 0.3699 - accuracy: 0.8188 Epoch 356/500 58/58 [==============================] - 0s 378us/step - loss: 0.3694 - accuracy: 0.8174 Epoch 357/500 58/58 [==============================] - 0s 382us/step - loss: 0.3683 - accuracy: 0.8222 Epoch 358/500 58/58 [==============================] - 0s 370us/step - loss: 0.3690 - accuracy: 0.8201 Epoch 359/500 58/58 [==============================] - 0s 394us/step - loss: 0.3693 - accuracy: 0.8160 Epoch 360/500 58/58 [==============================] - 0s 416us/step - loss: 0.3677 - accuracy: 0.8167 Epoch 361/500 58/58 [==============================] - 0s 403us/step - loss: 0.3689 - accuracy: 0.8250 Epoch 362/500 58/58 [==============================] - 0s 385us/step - loss: 0.3703 - accuracy: 0.8229 Epoch 363/500 58/58 [==============================] - 0s 364us/step - loss: 0.3675 - accuracy: 0.8167 Epoch 364/500 58/58 [==============================] - 0s 373us/step - loss: 0.3671 - accuracy: 0.8243 Epoch 365/500 58/58 [==============================] - 0s 369us/step - loss: 0.3678 - accuracy: 0.8208 Epoch 366/500 58/58 [==============================] - 0s 373us/step - loss: 0.3669 - accuracy: 0.8201 Epoch 367/500 58/58 [==============================] - 0s 432us/step - loss: 0.3669 - accuracy: 0.8229 Epoch 368/500 58/58 [==============================] - 0s 374us/step - loss: 0.3672 - accuracy: 0.8229 Epoch 369/500 58/58 [==============================] - 0s 384us/step - loss: 0.3673 - accuracy: 0.8181 Epoch 370/500 58/58 [==============================] - 0s 392us/step - loss: 0.3671 - accuracy: 0.8229 Epoch 371/500 58/58 [==============================] - 0s 383us/step - loss: 0.3660 - accuracy: 0.8181 Epoch 372/500 58/58 [==============================] - 0s 388us/step - loss: 0.3676 - accuracy: 0.8222 Epoch 373/500 58/58 [==============================] - 0s 367us/step - loss: 0.3656 - accuracy: 0.8250 Epoch 374/500 58/58 [==============================] - 0s 365us/step - loss: 0.3669 - accuracy: 0.8153 Epoch 375/500 58/58 [==============================] - 0s 323us/step - loss: 0.3671 - accuracy: 0.8188 Epoch 376/500 58/58 [==============================] - 0s 413us/step - loss: 0.3665 - accuracy: 0.8222 Epoch 377/500 58/58 [==============================] - 0s 371us/step - loss: 0.3677 - accuracy: 0.8229 Epoch 378/500 58/58 [==============================] - 0s 368us/step - loss: 0.3657 - accuracy: 0.8188 Epoch 379/500 58/58 [==============================] - 0s 376us/step - loss: 0.3654 - accuracy: 0.8236 Epoch 380/500 58/58 [==============================] - 0s 360us/step - loss: 0.3650 - accuracy: 0.8278 Epoch 381/500 58/58 [==============================] - 0s 385us/step - loss: 0.3660 - accuracy: 0.8215 Epoch 382/500 58/58 [==============================] - 0s 370us/step - loss: 0.3649 - accuracy: 0.8194 Epoch 383/500 58/58 [==============================] - 0s 380us/step - loss: 0.3651 - accuracy: 0.8229 Epoch 384/500 58/58 [==============================] - 0s 403us/step - loss: 0.3656 - accuracy: 0.8208 Epoch 385/500 58/58 [==============================] - 0s 383us/step - loss: 0.3642 - accuracy: 0.8236 Epoch 386/500 58/58 [==============================] - 0s 367us/step - loss: 0.3659 - accuracy: 0.8188 Epoch 387/500 58/58 [==============================] - 0s 381us/step - loss: 0.3652 - accuracy: 0.8215 Epoch 388/500 58/58 [==============================] - 0s 379us/step - loss: 0.3654 - accuracy: 0.8215 Epoch 389/500 58/58 [==============================] - 0s 378us/step - loss: 0.3640 - accuracy: 0.8243 Epoch 390/500 58/58 [==============================] - 0s 370us/step - loss: 0.3635 - accuracy: 0.8278 Epoch 391/500 58/58 [==============================] - 0s 359us/step - loss: 0.3641 - accuracy: 0.8188 Epoch 392/500 58/58 [==============================] - 0s 382us/step - loss: 0.3650 - accuracy: 0.8243 Epoch 393/500 58/58 [==============================] - 0s 366us/step - loss: 0.3645 - accuracy: 0.8285 Epoch 394/500 58/58 [==============================] - 0s 376us/step - loss: 0.3645 - accuracy: 0.8250 Epoch 395/500 58/58 [==============================] - 0s 384us/step - loss: 0.3647 - accuracy: 0.8201 Epoch 396/500 58/58 [==============================] - 0s 368us/step - loss: 0.3644 - accuracy: 0.8250 Epoch 397/500 58/58 [==============================] - 0s 389us/step - loss: 0.3633 - accuracy: 0.8243 Epoch 398/500 58/58 [==============================] - 0s 360us/step - loss: 0.3626 - accuracy: 0.8215 Epoch 399/500 58/58 [==============================] - 0s 369us/step - loss: 0.3631 - accuracy: 0.8264 Epoch 400/500 58/58 [==============================] - 0s 378us/step - loss: 0.3634 - accuracy: 0.8208 Epoch 401/500 58/58 [==============================] - 0s 390us/step - loss: 0.3632 - accuracy: 0.8278 Epoch 402/500 58/58 [==============================] - 0s 396us/step - loss: 0.3639 - accuracy: 0.8264 Epoch 403/500 58/58 [==============================] - 0s 391us/step - loss: 0.3616 - accuracy: 0.8299 Epoch 404/500 58/58 [==============================] - 0s 475us/step - loss: 0.3634 - accuracy: 0.8271 Epoch 405/500 58/58 [==============================] - 0s 360us/step - loss: 0.3623 - accuracy: 0.8278 Epoch 406/500 58/58 [==============================] - 0s 359us/step - loss: 0.3621 - accuracy: 0.8229 Epoch 407/500 58/58 [==============================] - 0s 360us/step - loss: 0.3620 - accuracy: 0.8319 Epoch 408/500 58/58 [==============================] - 0s 379us/step - loss: 0.3619 - accuracy: 0.8313 Epoch 409/500 58/58 [==============================] - 0s 367us/step - loss: 0.3632 - accuracy: 0.8236 Epoch 410/500 58/58 [==============================] - 0s 370us/step - loss: 0.3627 - accuracy: 0.8243 Epoch 411/500 58/58 [==============================] - 0s 359us/step - loss: 0.3631 - accuracy: 0.8229 Epoch 412/500 58/58 [==============================] - 0s 364us/step - loss: 0.3620 - accuracy: 0.8222 Epoch 413/500 58/58 [==============================] - 0s 361us/step - loss: 0.3610 - accuracy: 0.8306 Epoch 414/500 58/58 [==============================] - 0s 369us/step - loss: 0.3625 - accuracy: 0.8306 Epoch 415/500 58/58 [==============================] - 0s 347us/step - loss: 0.3625 - accuracy: 0.8278 Epoch 416/500 58/58 [==============================] - 0s 352us/step - loss: 0.3620 - accuracy: 0.8333 Epoch 417/500 58/58 [==============================] - 0s 356us/step - loss: 0.3621 - accuracy: 0.8243 Epoch 418/500 58/58 [==============================] - 0s 387us/step - loss: 0.3608 - accuracy: 0.8306 Epoch 419/500 58/58 [==============================] - 0s 363us/step - loss: 0.3602 - accuracy: 0.8313 Epoch 420/500 58/58 [==============================] - 0s 341us/step - loss: 0.3612 - accuracy: 0.8264 Epoch 421/500 58/58 [==============================] - 0s 346us/step - loss: 0.3602 - accuracy: 0.8264 Epoch 422/500 58/58 [==============================] - 0s 398us/step - loss: 0.3623 - accuracy: 0.8250 Epoch 423/500 58/58 [==============================] - 0s 364us/step - loss: 0.3612 - accuracy: 0.8306 Epoch 424/500 58/58 [==============================] - 0s 321us/step - loss: 0.3607 - accuracy: 0.8326 Epoch 425/500 58/58 [==============================] - 0s 352us/step - loss: 0.3604 - accuracy: 0.8326 Epoch 426/500 58/58 [==============================] - 0s 339us/step - loss: 0.3607 - accuracy: 0.8313 Epoch 427/500 58/58 [==============================] - 0s 357us/step - loss: 0.3613 - accuracy: 0.8285 Epoch 428/500 58/58 [==============================] - 0s 373us/step - loss: 0.3614 - accuracy: 0.8313 Epoch 429/500 58/58 [==============================] - 0s 349us/step - loss: 0.3604 - accuracy: 0.8285 Epoch 430/500 58/58 [==============================] - 0s 367us/step - loss: 0.3595 - accuracy: 0.8313 Epoch 431/500 58/58 [==============================] - 0s 358us/step - loss: 0.3623 - accuracy: 0.8243 Epoch 432/500 58/58 [==============================] - 0s 358us/step - loss: 0.3587 - accuracy: 0.8319 Epoch 433/500 58/58 [==============================] - 0s 395us/step - loss: 0.3608 - accuracy: 0.8243 Epoch 434/500 58/58 [==============================] - 0s 364us/step - loss: 0.3590 - accuracy: 0.8333 Epoch 435/500 58/58 [==============================] - 0s 354us/step - loss: 0.3590 - accuracy: 0.8278 Epoch 436/500 58/58 [==============================] - 0s 353us/step - loss: 0.3586 - accuracy: 0.8347 Epoch 437/500 58/58 [==============================] - 0s 358us/step - loss: 0.3601 - accuracy: 0.8271 Epoch 438/500 58/58 [==============================] - 0s 351us/step - loss: 0.3598 - accuracy: 0.8368 Epoch 439/500 58/58 [==============================] - 0s 355us/step - loss: 0.3587 - accuracy: 0.8313 Epoch 440/500 58/58 [==============================] - 0s 347us/step - loss: 0.3590 - accuracy: 0.8271 Epoch 441/500 58/58 [==============================] - 0s 347us/step - loss: 0.3586 - accuracy: 0.8257 Epoch 442/500 58/58 [==============================] - 0s 347us/step - loss: 0.3591 - accuracy: 0.8278 Epoch 443/500 58/58 [==============================] - 0s 339us/step - loss: 0.3588 - accuracy: 0.8313 Epoch 444/500 58/58 [==============================] - 0s 355us/step - loss: 0.3600 - accuracy: 0.8257 Epoch 445/500 58/58 [==============================] - 0s 350us/step - loss: 0.3595 - accuracy: 0.8333 Epoch 446/500 58/58 [==============================] - 0s 356us/step - loss: 0.3594 - accuracy: 0.8361 Epoch 447/500 58/58 [==============================] - 0s 351us/step - loss: 0.3590 - accuracy: 0.8340 Epoch 448/500 58/58 [==============================] - 0s 340us/step - loss: 0.3587 - accuracy: 0.8319 Epoch 449/500 58/58 [==============================] - 0s 350us/step - loss: 0.3582 - accuracy: 0.8278 Epoch 450/500 58/58 [==============================] - 0s 347us/step - loss: 0.3582 - accuracy: 0.8278 Epoch 451/500 58/58 [==============================] - 0s 349us/step - loss: 0.3586 - accuracy: 0.8319 Epoch 452/500 58/58 [==============================] - 0s 345us/step - loss: 0.3575 - accuracy: 0.8250 Epoch 453/500 58/58 [==============================] - 0s 347us/step - loss: 0.3592 - accuracy: 0.8347 Epoch 454/500 58/58 [==============================] - 0s 347us/step - loss: 0.3566 - accuracy: 0.8354 Epoch 455/500 58/58 [==============================] - 0s 343us/step - loss: 0.3575 - accuracy: 0.8271 Epoch 456/500 58/58 [==============================] - 0s 345us/step - loss: 0.3589 - accuracy: 0.8285 Epoch 457/500 58/58 [==============================] - 0s 355us/step - loss: 0.3574 - accuracy: 0.8347 Epoch 458/500 58/58 [==============================] - 0s 347us/step - loss: 0.3603 - accuracy: 0.8319 Epoch 459/500 58/58 [==============================] - 0s 347us/step - loss: 0.3568 - accuracy: 0.8361 Epoch 460/500 58/58 [==============================] - 0s 343us/step - loss: 0.3579 - accuracy: 0.8292 Epoch 461/500 58/58 [==============================] - 0s 341us/step - loss: 0.3575 - accuracy: 0.8299 Epoch 462/500 58/58 [==============================] - 0s 342us/step - loss: 0.3566 - accuracy: 0.8375 Epoch 463/500 58/58 [==============================] - 0s 341us/step - loss: 0.3576 - accuracy: 0.8326 Epoch 464/500 58/58 [==============================] - 0s 332us/step - loss: 0.3576 - accuracy: 0.8326 Epoch 465/500 58/58 [==============================] - 0s 335us/step - loss: 0.3575 - accuracy: 0.8375 Epoch 466/500 58/58 [==============================] - 0s 348us/step - loss: 0.3578 - accuracy: 0.8389 Epoch 467/500 58/58 [==============================] - 0s 357us/step - loss: 0.3575 - accuracy: 0.8313 Epoch 468/500 58/58 [==============================] - 0s 338us/step - loss: 0.3565 - accuracy: 0.8333 Epoch 469/500 58/58 [==============================] - 0s 345us/step - loss: 0.3570 - accuracy: 0.8361 Epoch 470/500 58/58 [==============================] - 0s 346us/step - loss: 0.3578 - accuracy: 0.8375 Epoch 471/500 58/58 [==============================] - 0s 351us/step - loss: 0.3557 - accuracy: 0.8382 Epoch 472/500 58/58 [==============================] - 0s 341us/step - loss: 0.3557 - accuracy: 0.8333 Epoch 473/500 58/58 [==============================] - 0s 352us/step - loss: 0.3559 - accuracy: 0.8354 Epoch 474/500 58/58 [==============================] - 0s 344us/step - loss: 0.3554 - accuracy: 0.8333 Epoch 475/500 58/58 [==============================] - 0s 355us/step - loss: 0.3561 - accuracy: 0.8368 Epoch 476/500 58/58 [==============================] - 0s 349us/step - loss: 0.3563 - accuracy: 0.8313 Epoch 477/500 58/58 [==============================] - 0s 351us/step - loss: 0.3563 - accuracy: 0.8333 Epoch 478/500 58/58 [==============================] - 0s 340us/step - loss: 0.3545 - accuracy: 0.8340 Epoch 479/500 58/58 [==============================] - 0s 353us/step - loss: 0.3562 - accuracy: 0.8326 Epoch 480/500 58/58 [==============================] - 0s 339us/step - loss: 0.3559 - accuracy: 0.8292 Epoch 481/500 58/58 [==============================] - 0s 343us/step - loss: 0.3556 - accuracy: 0.8354 Epoch 482/500 58/58 [==============================] - 0s 337us/step - loss: 0.3554 - accuracy: 0.8285 Epoch 483/500 58/58 [==============================] - 0s 347us/step - loss: 0.3547 - accuracy: 0.8333 Epoch 484/500 58/58 [==============================] - 0s 346us/step - loss: 0.3541 - accuracy: 0.8354 Epoch 485/500 58/58 [==============================] - 0s 349us/step - loss: 0.3538 - accuracy: 0.8389 Epoch 486/500 58/58 [==============================] - 0s 353us/step - loss: 0.3553 - accuracy: 0.8319 Epoch 487/500 58/58 [==============================] - 0s 356us/step - loss: 0.3535 - accuracy: 0.8333 Epoch 488/500 58/58 [==============================] - 0s 353us/step - loss: 0.3541 - accuracy: 0.8361 Epoch 489/500 58/58 [==============================] - 0s 341us/step - loss: 0.3544 - accuracy: 0.8389 Epoch 490/500 58/58 [==============================] - 0s 355us/step - loss: 0.3546 - accuracy: 0.8361 Epoch 491/500 58/58 [==============================] - 0s 347us/step - loss: 0.3539 - accuracy: 0.8319 Epoch 492/500 58/58 [==============================] - 0s 352us/step - loss: 0.3547 - accuracy: 0.8347 Epoch 493/500 58/58 [==============================] - 0s 349us/step - loss: 0.3531 - accuracy: 0.8354 Epoch 494/500 58/58 [==============================] - 0s 342us/step - loss: 0.3555 - accuracy: 0.8361 Epoch 495/500 58/58 [==============================] - 0s 352us/step - loss: 0.3537 - accuracy: 0.8333 Epoch 496/500 58/58 [==============================] - 0s 342us/step - loss: 0.3545 - accuracy: 0.8333 Epoch 497/500 58/58 [==============================] - 0s 356us/step - loss: 0.3524 - accuracy: 0.8361 Epoch 498/500 58/58 [==============================] - 0s 365us/step - loss: 0.3545 - accuracy: 0.8299 Epoch 499/500 58/58 [==============================] - 0s 384us/step - loss: 0.3535 - accuracy: 0.8368 Epoch 500/500 58/58 [==============================] - 0s 387us/step - loss: 0.3524 - accuracy: 0.8382 5/5 [==============================] - 0s 515us/step Epoch 1/500 58/58 [==============================] - 0s 477us/step - loss: 0.6874 - accuracy: 0.6597 Epoch 2/500 58/58 [==============================] - 0s 421us/step - loss: 0.6634 - accuracy: 0.6597 Epoch 3/500 58/58 [==============================] - 0s 351us/step - loss: 0.6054 - accuracy: 0.6597 Epoch 4/500 58/58 [==============================] - 0s 345us/step - loss: 0.5451 - accuracy: 0.6674 Epoch 5/500 58/58 [==============================] - 0s 346us/step - loss: 0.5145 - accuracy: 0.7549 Epoch 6/500 58/58 [==============================] - 0s 336us/step - loss: 0.4990 - accuracy: 0.7688 Epoch 7/500 58/58 [==============================] - 0s 349us/step - loss: 0.4877 - accuracy: 0.7715 Epoch 8/500 58/58 [==============================] - 0s 362us/step - loss: 0.4807 - accuracy: 0.7632 Epoch 9/500 58/58 [==============================] - 0s 357us/step - loss: 0.4764 - accuracy: 0.7632 Epoch 10/500 58/58 [==============================] - 0s 360us/step - loss: 0.4736 - accuracy: 0.7639 Epoch 11/500 58/58 [==============================] - 0s 357us/step - loss: 0.4721 - accuracy: 0.7660 Epoch 12/500 58/58 [==============================] - 0s 391us/step - loss: 0.4709 - accuracy: 0.7639 Epoch 13/500 58/58 [==============================] - 0s 376us/step - loss: 0.4693 - accuracy: 0.7688 Epoch 14/500 58/58 [==============================] - 0s 376us/step - loss: 0.4681 - accuracy: 0.7639 Epoch 15/500 58/58 [==============================] - 0s 381us/step - loss: 0.4671 - accuracy: 0.7708 Epoch 16/500 58/58 [==============================] - 0s 371us/step - loss: 0.4659 - accuracy: 0.7660 Epoch 17/500 58/58 [==============================] - 0s 387us/step - loss: 0.4650 - accuracy: 0.7708 Epoch 18/500 58/58 [==============================] - 0s 379us/step - loss: 0.4644 - accuracy: 0.7701 Epoch 19/500 58/58 [==============================] - 0s 373us/step - loss: 0.4633 - accuracy: 0.7722 Epoch 20/500 58/58 [==============================] - 0s 347us/step - loss: 0.4631 - accuracy: 0.7729 Epoch 21/500 58/58 [==============================] - 0s 343us/step - loss: 0.4615 - accuracy: 0.7750 Epoch 22/500 58/58 [==============================] - 0s 341us/step - loss: 0.4608 - accuracy: 0.7743 Epoch 23/500 58/58 [==============================] - 0s 351us/step - loss: 0.4605 - accuracy: 0.7736 Epoch 24/500 58/58 [==============================] - 0s 346us/step - loss: 0.4597 - accuracy: 0.7757 Epoch 25/500 58/58 [==============================] - 0s 350us/step - loss: 0.4586 - accuracy: 0.7764 Epoch 26/500 58/58 [==============================] - 0s 361us/step - loss: 0.4575 - accuracy: 0.7771 Epoch 27/500 58/58 [==============================] - 0s 355us/step - loss: 0.4570 - accuracy: 0.7750 Epoch 28/500 58/58 [==============================] - 0s 353us/step - loss: 0.4562 - accuracy: 0.7750 Epoch 29/500 58/58 [==============================] - 0s 351us/step - loss: 0.4557 - accuracy: 0.7736 Epoch 30/500 58/58 [==============================] - 0s 363us/step - loss: 0.4552 - accuracy: 0.7743 Epoch 31/500 58/58 [==============================] - 0s 362us/step - loss: 0.4549 - accuracy: 0.7750 Epoch 32/500 58/58 [==============================] - 0s 366us/step - loss: 0.4540 - accuracy: 0.7729 Epoch 33/500 58/58 [==============================] - 0s 349us/step - loss: 0.4539 - accuracy: 0.7743 Epoch 34/500 58/58 [==============================] - 0s 349us/step - loss: 0.4535 - accuracy: 0.7778 Epoch 35/500 58/58 [==============================] - 0s 360us/step - loss: 0.4525 - accuracy: 0.7757 Epoch 36/500 58/58 [==============================] - 0s 349us/step - loss: 0.4521 - accuracy: 0.7792 Epoch 37/500 58/58 [==============================] - 0s 356us/step - loss: 0.4518 - accuracy: 0.7792 Epoch 38/500 58/58 [==============================] - 0s 358us/step - loss: 0.4512 - accuracy: 0.7778 Epoch 39/500 58/58 [==============================] - 0s 343us/step - loss: 0.4512 - accuracy: 0.7764 Epoch 40/500 58/58 [==============================] - 0s 358us/step - loss: 0.4502 - accuracy: 0.7785 Epoch 41/500 58/58 [==============================] - 0s 341us/step - loss: 0.4497 - accuracy: 0.7750 Epoch 42/500 58/58 [==============================] - 0s 362us/step - loss: 0.4495 - accuracy: 0.7792 Epoch 43/500 58/58 [==============================] - 0s 358us/step - loss: 0.4488 - accuracy: 0.7806 Epoch 44/500 58/58 [==============================] - 0s 343us/step - loss: 0.4483 - accuracy: 0.7785 Epoch 45/500 58/58 [==============================] - 0s 342us/step - loss: 0.4483 - accuracy: 0.7785 Epoch 46/500 58/58 [==============================] - 0s 350us/step - loss: 0.4481 - accuracy: 0.7764 Epoch 47/500 58/58 [==============================] - 0s 353us/step - loss: 0.4467 - accuracy: 0.7819 Epoch 48/500 58/58 [==============================] - 0s 378us/step - loss: 0.4466 - accuracy: 0.7736 Epoch 49/500 58/58 [==============================] - 0s 376us/step - loss: 0.4465 - accuracy: 0.7778 Epoch 50/500 58/58 [==============================] - 0s 379us/step - loss: 0.4457 - accuracy: 0.7764 Epoch 51/500 58/58 [==============================] - 0s 365us/step - loss: 0.4454 - accuracy: 0.7812 Epoch 52/500 58/58 [==============================] - 0s 378us/step - loss: 0.4444 - accuracy: 0.7750 Epoch 53/500 58/58 [==============================] - 0s 381us/step - loss: 0.4447 - accuracy: 0.7764 Epoch 54/500 58/58 [==============================] - 0s 381us/step - loss: 0.4439 - accuracy: 0.7757 Epoch 55/500 58/58 [==============================] - 0s 343us/step - loss: 0.4434 - accuracy: 0.7750 Epoch 56/500 58/58 [==============================] - 0s 345us/step - loss: 0.4432 - accuracy: 0.7715 Epoch 57/500 58/58 [==============================] - 0s 337us/step - loss: 0.4423 - accuracy: 0.7771 Epoch 58/500 58/58 [==============================] - 0s 340us/step - loss: 0.4420 - accuracy: 0.7792 Epoch 59/500 58/58 [==============================] - 0s 335us/step - loss: 0.4416 - accuracy: 0.7764 Epoch 60/500 58/58 [==============================] - 0s 354us/step - loss: 0.4419 - accuracy: 0.7771 Epoch 61/500 58/58 [==============================] - 0s 338us/step - loss: 0.4407 - accuracy: 0.7743 Epoch 62/500 58/58 [==============================] - 0s 355us/step - loss: 0.4404 - accuracy: 0.7750 Epoch 63/500 58/58 [==============================] - 0s 350us/step - loss: 0.4395 - accuracy: 0.7806 Epoch 64/500 58/58 [==============================] - 0s 343us/step - loss: 0.4396 - accuracy: 0.7785 Epoch 65/500 58/58 [==============================] - 0s 380us/step - loss: 0.4392 - accuracy: 0.7743 Epoch 66/500 58/58 [==============================] - 0s 362us/step - loss: 0.4387 - accuracy: 0.7792 Epoch 67/500 58/58 [==============================] - 0s 374us/step - loss: 0.4384 - accuracy: 0.7764 Epoch 68/500 58/58 [==============================] - 0s 380us/step - loss: 0.4383 - accuracy: 0.7812 Epoch 69/500 58/58 [==============================] - 0s 367us/step - loss: 0.4377 - accuracy: 0.7778 Epoch 70/500 58/58 [==============================] - 0s 376us/step - loss: 0.4370 - accuracy: 0.7771 Epoch 71/500 58/58 [==============================] - 0s 394us/step - loss: 0.4367 - accuracy: 0.7785 Epoch 72/500 58/58 [==============================] - 0s 384us/step - loss: 0.4364 - accuracy: 0.7792 Epoch 73/500 58/58 [==============================] - 0s 402us/step - loss: 0.4360 - accuracy: 0.7812 Epoch 74/500 58/58 [==============================] - 0s 399us/step - loss: 0.4357 - accuracy: 0.7806 Epoch 75/500 58/58 [==============================] - 0s 411us/step - loss: 0.4349 - accuracy: 0.7806 Epoch 76/500 58/58 [==============================] - 0s 403us/step - loss: 0.4347 - accuracy: 0.7812 Epoch 77/500 58/58 [==============================] - 0s 391us/step - loss: 0.4344 - accuracy: 0.7792 Epoch 78/500 58/58 [==============================] - 0s 415us/step - loss: 0.4339 - accuracy: 0.7792 Epoch 79/500 58/58 [==============================] - 0s 386us/step - loss: 0.4335 - accuracy: 0.7812 Epoch 80/500 58/58 [==============================] - 0s 386us/step - loss: 0.4333 - accuracy: 0.7819 Epoch 81/500 58/58 [==============================] - 0s 405us/step - loss: 0.4331 - accuracy: 0.7799 Epoch 82/500 58/58 [==============================] - 0s 411us/step - loss: 0.4325 - accuracy: 0.7806 Epoch 83/500 58/58 [==============================] - 0s 395us/step - loss: 0.4321 - accuracy: 0.7826 Epoch 84/500 58/58 [==============================] - 0s 381us/step - loss: 0.4314 - accuracy: 0.7840 Epoch 85/500 58/58 [==============================] - 0s 397us/step - loss: 0.4316 - accuracy: 0.7861 Epoch 86/500 58/58 [==============================] - 0s 394us/step - loss: 0.4310 - accuracy: 0.7840 Epoch 87/500 58/58 [==============================] - 0s 401us/step - loss: 0.4304 - accuracy: 0.7812 Epoch 88/500 58/58 [==============================] - 0s 418us/step - loss: 0.4300 - accuracy: 0.7861 Epoch 89/500 58/58 [==============================] - 0s 415us/step - loss: 0.4301 - accuracy: 0.7854 Epoch 90/500 58/58 [==============================] - 0s 452us/step - loss: 0.4293 - accuracy: 0.7861 Epoch 91/500 58/58 [==============================] - 0s 382us/step - loss: 0.4290 - accuracy: 0.7903 Epoch 92/500 58/58 [==============================] - 0s 416us/step - loss: 0.4287 - accuracy: 0.7917 Epoch 93/500 58/58 [==============================] - 0s 380us/step - loss: 0.4287 - accuracy: 0.7889 Epoch 94/500 58/58 [==============================] - 0s 372us/step - loss: 0.4280 - accuracy: 0.7889 Epoch 95/500 58/58 [==============================] - 0s 379us/step - loss: 0.4273 - accuracy: 0.7965 Epoch 96/500 58/58 [==============================] - 0s 365us/step - loss: 0.4272 - accuracy: 0.7951 Epoch 97/500 58/58 [==============================] - 0s 366us/step - loss: 0.4266 - accuracy: 0.7944 Epoch 98/500 58/58 [==============================] - 0s 352us/step - loss: 0.4264 - accuracy: 0.8000 Epoch 99/500 58/58 [==============================] - 0s 363us/step - loss: 0.4261 - accuracy: 0.7958 Epoch 100/500 58/58 [==============================] - 0s 352us/step - loss: 0.4252 - accuracy: 0.8000 Epoch 101/500 58/58 [==============================] - 0s 354us/step - loss: 0.4245 - accuracy: 0.7958 Epoch 102/500 58/58 [==============================] - 0s 377us/step - loss: 0.4244 - accuracy: 0.8035 Epoch 103/500 58/58 [==============================] - 0s 360us/step - loss: 0.4241 - accuracy: 0.8021 Epoch 104/500 58/58 [==============================] - 0s 356us/step - loss: 0.4242 - accuracy: 0.7993 Epoch 105/500 58/58 [==============================] - 0s 338us/step - loss: 0.4229 - accuracy: 0.8014 Epoch 106/500 58/58 [==============================] - 0s 360us/step - loss: 0.4225 - accuracy: 0.8049 Epoch 107/500 58/58 [==============================] - 0s 375us/step - loss: 0.4223 - accuracy: 0.8021 Epoch 108/500 58/58 [==============================] - 0s 356us/step - loss: 0.4212 - accuracy: 0.8056 Epoch 109/500 58/58 [==============================] - 0s 361us/step - loss: 0.4209 - accuracy: 0.8028 Epoch 110/500 58/58 [==============================] - 0s 348us/step - loss: 0.4203 - accuracy: 0.8062 Epoch 111/500 58/58 [==============================] - 0s 347us/step - loss: 0.4196 - accuracy: 0.8056 Epoch 112/500 58/58 [==============================] - 0s 342us/step - loss: 0.4200 - accuracy: 0.8035 Epoch 113/500 58/58 [==============================] - 0s 339us/step - loss: 0.4192 - accuracy: 0.8056 Epoch 114/500 58/58 [==============================] - 0s 353us/step - loss: 0.4178 - accuracy: 0.8056 Epoch 115/500 58/58 [==============================] - 0s 347us/step - loss: 0.4178 - accuracy: 0.8069 Epoch 116/500 58/58 [==============================] - 0s 345us/step - loss: 0.4178 - accuracy: 0.8097 Epoch 117/500 58/58 [==============================] - 0s 348us/step - loss: 0.4163 - accuracy: 0.8090 Epoch 118/500 58/58 [==============================] - 0s 345us/step - loss: 0.4158 - accuracy: 0.8049 Epoch 119/500 58/58 [==============================] - 0s 354us/step - loss: 0.4161 - accuracy: 0.8111 Epoch 120/500 58/58 [==============================] - 0s 339us/step - loss: 0.4151 - accuracy: 0.8097 Epoch 121/500 58/58 [==============================] - 0s 341us/step - loss: 0.4142 - accuracy: 0.8125 Epoch 122/500 58/58 [==============================] - 0s 350us/step - loss: 0.4147 - accuracy: 0.8104 Epoch 123/500 58/58 [==============================] - 0s 350us/step - loss: 0.4139 - accuracy: 0.8076 Epoch 124/500 58/58 [==============================] - 0s 344us/step - loss: 0.4130 - accuracy: 0.8097 Epoch 125/500 58/58 [==============================] - 0s 344us/step - loss: 0.4129 - accuracy: 0.8083 Epoch 126/500 58/58 [==============================] - 0s 345us/step - loss: 0.4125 - accuracy: 0.8111 Epoch 127/500 58/58 [==============================] - 0s 336us/step - loss: 0.4116 - accuracy: 0.8118 Epoch 128/500 58/58 [==============================] - 0s 352us/step - loss: 0.4117 - accuracy: 0.8132 Epoch 129/500 58/58 [==============================] - 0s 340us/step - loss: 0.4117 - accuracy: 0.8104 Epoch 130/500 58/58 [==============================] - 0s 340us/step - loss: 0.4103 - accuracy: 0.8125 Epoch 131/500 58/58 [==============================] - 0s 343us/step - loss: 0.4096 - accuracy: 0.8125 Epoch 132/500 58/58 [==============================] - 0s 338us/step - loss: 0.4099 - accuracy: 0.8125 Epoch 133/500 58/58 [==============================] - 0s 344us/step - loss: 0.4090 - accuracy: 0.8132 Epoch 134/500 58/58 [==============================] - 0s 347us/step - loss: 0.4091 - accuracy: 0.8118 Epoch 135/500 58/58 [==============================] - 0s 335us/step - loss: 0.4087 - accuracy: 0.8111 Epoch 136/500 58/58 [==============================] - 0s 347us/step - loss: 0.4082 - accuracy: 0.8097 Epoch 137/500 58/58 [==============================] - 0s 341us/step - loss: 0.4071 - accuracy: 0.8132 Epoch 138/500 58/58 [==============================] - 0s 356us/step - loss: 0.4075 - accuracy: 0.8153 Epoch 139/500 58/58 [==============================] - 0s 349us/step - loss: 0.4069 - accuracy: 0.8146 Epoch 140/500 58/58 [==============================] - 0s 376us/step - loss: 0.4066 - accuracy: 0.8118 Epoch 141/500 58/58 [==============================] - 0s 356us/step - loss: 0.4062 - accuracy: 0.8097 Epoch 142/500 58/58 [==============================] - 0s 363us/step - loss: 0.4060 - accuracy: 0.8111 Epoch 143/500 58/58 [==============================] - 0s 355us/step - loss: 0.4051 - accuracy: 0.8104 Epoch 144/500 58/58 [==============================] - 0s 368us/step - loss: 0.4048 - accuracy: 0.8111 Epoch 145/500 58/58 [==============================] - 0s 366us/step - loss: 0.4048 - accuracy: 0.8090 Epoch 146/500 58/58 [==============================] - 0s 350us/step - loss: 0.4047 - accuracy: 0.8069 Epoch 147/500 58/58 [==============================] - 0s 363us/step - loss: 0.4037 - accuracy: 0.8104 Epoch 148/500 58/58 [==============================] - 0s 349us/step - loss: 0.4041 - accuracy: 0.8090 Epoch 149/500 58/58 [==============================] - 0s 344us/step - loss: 0.4038 - accuracy: 0.8104 Epoch 150/500 58/58 [==============================] - 0s 353us/step - loss: 0.4034 - accuracy: 0.8104 Epoch 151/500 58/58 [==============================] - 0s 350us/step - loss: 0.4027 - accuracy: 0.8097 Epoch 152/500 58/58 [==============================] - 0s 340us/step - loss: 0.4025 - accuracy: 0.8090 Epoch 153/500 58/58 [==============================] - 0s 352us/step - loss: 0.4023 - accuracy: 0.8090 Epoch 154/500 58/58 [==============================] - 0s 353us/step - loss: 0.4022 - accuracy: 0.8111 Epoch 155/500 58/58 [==============================] - 0s 345us/step - loss: 0.4019 - accuracy: 0.8076 Epoch 156/500 58/58 [==============================] - 0s 343us/step - loss: 0.4014 - accuracy: 0.8097 Epoch 157/500 58/58 [==============================] - 0s 345us/step - loss: 0.4020 - accuracy: 0.8104 Epoch 158/500 58/58 [==============================] - 0s 350us/step - loss: 0.4004 - accuracy: 0.8104 Epoch 159/500 58/58 [==============================] - 0s 348us/step - loss: 0.4002 - accuracy: 0.8083 Epoch 160/500 58/58 [==============================] - 0s 349us/step - loss: 0.4001 - accuracy: 0.8076 Epoch 161/500 58/58 [==============================] - 0s 360us/step - loss: 0.3994 - accuracy: 0.8097 Epoch 162/500 58/58 [==============================] - 0s 350us/step - loss: 0.3992 - accuracy: 0.8083 Epoch 163/500 58/58 [==============================] - 0s 383us/step - loss: 0.3989 - accuracy: 0.8083 Epoch 164/500 58/58 [==============================] - 0s 397us/step - loss: 0.4002 - accuracy: 0.8097 Epoch 165/500 58/58 [==============================] - 0s 371us/step - loss: 0.3987 - accuracy: 0.8083 Epoch 166/500 58/58 [==============================] - 0s 376us/step - loss: 0.3986 - accuracy: 0.8097 Epoch 167/500 58/58 [==============================] - 0s 384us/step - loss: 0.3989 - accuracy: 0.8049 Epoch 168/500 58/58 [==============================] - 0s 371us/step - loss: 0.3974 - accuracy: 0.8069 Epoch 169/500 58/58 [==============================] - 0s 365us/step - loss: 0.3978 - accuracy: 0.8139 Epoch 170/500 58/58 [==============================] - 0s 378us/step - loss: 0.3977 - accuracy: 0.8146 Epoch 171/500 58/58 [==============================] - 0s 371us/step - loss: 0.3972 - accuracy: 0.8083 Epoch 172/500 58/58 [==============================] - 0s 361us/step - loss: 0.3969 - accuracy: 0.8090 Epoch 173/500 58/58 [==============================] - 0s 370us/step - loss: 0.3964 - accuracy: 0.8104 Epoch 174/500 58/58 [==============================] - 0s 379us/step - loss: 0.3964 - accuracy: 0.8146 Epoch 175/500 58/58 [==============================] - 0s 374us/step - loss: 0.3960 - accuracy: 0.8076 Epoch 176/500 58/58 [==============================] - 0s 363us/step - loss: 0.3961 - accuracy: 0.8125 Epoch 177/500 58/58 [==============================] - 0s 368us/step - loss: 0.3962 - accuracy: 0.8125 Epoch 178/500 58/58 [==============================] - 0s 363us/step - loss: 0.3955 - accuracy: 0.8104 Epoch 179/500 58/58 [==============================] - 0s 354us/step - loss: 0.3957 - accuracy: 0.8118 Epoch 180/500 58/58 [==============================] - 0s 367us/step - loss: 0.3952 - accuracy: 0.8125 Epoch 181/500 58/58 [==============================] - 0s 368us/step - loss: 0.3944 - accuracy: 0.8160 Epoch 182/500 58/58 [==============================] - 0s 363us/step - loss: 0.3940 - accuracy: 0.8139 Epoch 183/500 58/58 [==============================] - 0s 355us/step - loss: 0.3937 - accuracy: 0.8132 Epoch 184/500 58/58 [==============================] - 0s 365us/step - loss: 0.3933 - accuracy: 0.8153 Epoch 185/500 58/58 [==============================] - 0s 384us/step - loss: 0.3931 - accuracy: 0.8132 Epoch 186/500 58/58 [==============================] - 0s 541us/step - loss: 0.3934 - accuracy: 0.8160 Epoch 187/500 58/58 [==============================] - 0s 375us/step - loss: 0.3927 - accuracy: 0.8167 Epoch 188/500 58/58 [==============================] - 0s 362us/step - loss: 0.3929 - accuracy: 0.8132 Epoch 189/500 58/58 [==============================] - 0s 372us/step - loss: 0.3920 - accuracy: 0.8139 Epoch 190/500 58/58 [==============================] - 0s 366us/step - loss: 0.3923 - accuracy: 0.8104 Epoch 191/500 58/58 [==============================] - 0s 365us/step - loss: 0.3915 - accuracy: 0.8132 Epoch 192/500 58/58 [==============================] - 0s 379us/step - loss: 0.3925 - accuracy: 0.8153 Epoch 193/500 58/58 [==============================] - 0s 437us/step - loss: 0.3911 - accuracy: 0.8132 Epoch 194/500 58/58 [==============================] - 0s 402us/step - loss: 0.3912 - accuracy: 0.8132 Epoch 195/500 58/58 [==============================] - 0s 423us/step - loss: 0.3909 - accuracy: 0.8167 Epoch 196/500 58/58 [==============================] - 0s 367us/step - loss: 0.3903 - accuracy: 0.8146 Epoch 197/500 58/58 [==============================] - 0s 366us/step - loss: 0.3902 - accuracy: 0.8153 Epoch 198/500 58/58 [==============================] - 0s 386us/step - loss: 0.3899 - accuracy: 0.8111 Epoch 199/500 58/58 [==============================] - 0s 380us/step - loss: 0.3900 - accuracy: 0.8132 Epoch 200/500 58/58 [==============================] - 0s 365us/step - loss: 0.3902 - accuracy: 0.8139 Epoch 201/500 58/58 [==============================] - 0s 373us/step - loss: 0.3892 - accuracy: 0.8146 Epoch 202/500 58/58 [==============================] - 0s 365us/step - loss: 0.3889 - accuracy: 0.8139 Epoch 203/500 58/58 [==============================] - 0s 357us/step - loss: 0.3893 - accuracy: 0.8167 Epoch 204/500 58/58 [==============================] - 0s 346us/step - loss: 0.3890 - accuracy: 0.8146 Epoch 205/500 58/58 [==============================] - 0s 335us/step - loss: 0.3883 - accuracy: 0.8104 Epoch 206/500 58/58 [==============================] - 0s 367us/step - loss: 0.3883 - accuracy: 0.8132 Epoch 207/500 58/58 [==============================] - 0s 381us/step - loss: 0.3879 - accuracy: 0.8153 Epoch 208/500 58/58 [==============================] - 0s 373us/step - loss: 0.3877 - accuracy: 0.8111 Epoch 209/500 58/58 [==============================] - 0s 366us/step - loss: 0.3870 - accuracy: 0.8146 Epoch 210/500 58/58 [==============================] - 0s 399us/step - loss: 0.3872 - accuracy: 0.8104 Epoch 211/500 58/58 [==============================] - 0s 367us/step - loss: 0.3871 - accuracy: 0.8118 Epoch 212/500 58/58 [==============================] - 0s 381us/step - loss: 0.3875 - accuracy: 0.8118 Epoch 213/500 58/58 [==============================] - 0s 362us/step - loss: 0.3862 - accuracy: 0.8167 Epoch 214/500 58/58 [==============================] - 0s 372us/step - loss: 0.3867 - accuracy: 0.8132 Epoch 215/500 58/58 [==============================] - 0s 375us/step - loss: 0.3866 - accuracy: 0.8090 Epoch 216/500 58/58 [==============================] - 0s 371us/step - loss: 0.3859 - accuracy: 0.8243 Epoch 217/500 58/58 [==============================] - 0s 367us/step - loss: 0.3863 - accuracy: 0.8139 Epoch 218/500 58/58 [==============================] - 0s 371us/step - loss: 0.3871 - accuracy: 0.8174 Epoch 219/500 58/58 [==============================] - 0s 370us/step - loss: 0.3858 - accuracy: 0.8097 Epoch 220/500 58/58 [==============================] - 0s 363us/step - loss: 0.3861 - accuracy: 0.8153 Epoch 221/500 58/58 [==============================] - 0s 361us/step - loss: 0.3851 - accuracy: 0.8097 Epoch 222/500 58/58 [==============================] - 0s 371us/step - loss: 0.3849 - accuracy: 0.8090 Epoch 223/500 58/58 [==============================] - 0s 375us/step - loss: 0.3854 - accuracy: 0.8111 Epoch 224/500 58/58 [==============================] - 0s 363us/step - loss: 0.3849 - accuracy: 0.8118 Epoch 225/500 58/58 [==============================] - 0s 379us/step - loss: 0.3843 - accuracy: 0.8125 Epoch 226/500 58/58 [==============================] - 0s 360us/step - loss: 0.3845 - accuracy: 0.8104 Epoch 227/500 58/58 [==============================] - 0s 354us/step - loss: 0.3848 - accuracy: 0.8097 Epoch 228/500 58/58 [==============================] - 0s 379us/step - loss: 0.3839 - accuracy: 0.8056 Epoch 229/500 58/58 [==============================] - 0s 377us/step - loss: 0.3847 - accuracy: 0.8111 Epoch 230/500 58/58 [==============================] - 0s 364us/step - loss: 0.3845 - accuracy: 0.8111 Epoch 231/500 58/58 [==============================] - 0s 367us/step - loss: 0.3844 - accuracy: 0.8118 Epoch 232/500 58/58 [==============================] - 0s 384us/step - loss: 0.3845 - accuracy: 0.8090 Epoch 233/500 58/58 [==============================] - 0s 364us/step - loss: 0.3835 - accuracy: 0.8097 Epoch 234/500 58/58 [==============================] - 0s 358us/step - loss: 0.3837 - accuracy: 0.8083 Epoch 235/500 58/58 [==============================] - 0s 372us/step - loss: 0.3839 - accuracy: 0.8097 Epoch 236/500 58/58 [==============================] - 0s 384us/step - loss: 0.3838 - accuracy: 0.8139 Epoch 237/500 58/58 [==============================] - 0s 358us/step - loss: 0.3828 - accuracy: 0.8097 Epoch 238/500 58/58 [==============================] - 0s 367us/step - loss: 0.3824 - accuracy: 0.8111 Epoch 239/500 58/58 [==============================] - 0s 364us/step - loss: 0.3819 - accuracy: 0.8139 Epoch 240/500 58/58 [==============================] - 0s 369us/step - loss: 0.3824 - accuracy: 0.8125 Epoch 241/500 58/58 [==============================] - 0s 368us/step - loss: 0.3823 - accuracy: 0.8153 Epoch 242/500 58/58 [==============================] - 0s 356us/step - loss: 0.3823 - accuracy: 0.8090 Epoch 243/500 58/58 [==============================] - 0s 348us/step - loss: 0.3820 - accuracy: 0.8090 Epoch 244/500 58/58 [==============================] - 0s 346us/step - loss: 0.3825 - accuracy: 0.8125 Epoch 245/500 58/58 [==============================] - 0s 340us/step - loss: 0.3819 - accuracy: 0.8097 Epoch 246/500 58/58 [==============================] - 0s 348us/step - loss: 0.3818 - accuracy: 0.8153 Epoch 247/500 58/58 [==============================] - 0s 345us/step - loss: 0.3806 - accuracy: 0.8083 Epoch 248/500 58/58 [==============================] - 0s 339us/step - loss: 0.3814 - accuracy: 0.8139 Epoch 249/500 58/58 [==============================] - 0s 345us/step - loss: 0.3798 - accuracy: 0.8118 Epoch 250/500 58/58 [==============================] - 0s 346us/step - loss: 0.3805 - accuracy: 0.8146 Epoch 251/500 58/58 [==============================] - 0s 343us/step - loss: 0.3807 - accuracy: 0.8111 Epoch 252/500 58/58 [==============================] - 0s 344us/step - loss: 0.3799 - accuracy: 0.8194 Epoch 253/500 58/58 [==============================] - 0s 342us/step - loss: 0.3804 - accuracy: 0.8111 Epoch 254/500 58/58 [==============================] - 0s 337us/step - loss: 0.3796 - accuracy: 0.8132 Epoch 255/500 58/58 [==============================] - 0s 349us/step - loss: 0.3800 - accuracy: 0.8160 Epoch 256/500 58/58 [==============================] - 0s 345us/step - loss: 0.3790 - accuracy: 0.8153 Epoch 257/500 58/58 [==============================] - 0s 346us/step - loss: 0.3787 - accuracy: 0.8194 Epoch 258/500 58/58 [==============================] - 0s 345us/step - loss: 0.3791 - accuracy: 0.8174 Epoch 259/500 58/58 [==============================] - 0s 346us/step - loss: 0.3795 - accuracy: 0.8215 Epoch 260/500 58/58 [==============================] - 0s 367us/step - loss: 0.3783 - accuracy: 0.8160 Epoch 261/500 58/58 [==============================] - 0s 336us/step - loss: 0.3786 - accuracy: 0.8229 Epoch 262/500 58/58 [==============================] - 0s 344us/step - loss: 0.3778 - accuracy: 0.8201 Epoch 263/500 58/58 [==============================] - 0s 346us/step - loss: 0.3778 - accuracy: 0.8201 Epoch 264/500 58/58 [==============================] - 0s 352us/step - loss: 0.3769 - accuracy: 0.8215 Epoch 265/500 58/58 [==============================] - 0s 329us/step - loss: 0.3774 - accuracy: 0.8243 Epoch 266/500 58/58 [==============================] - 0s 334us/step - loss: 0.3790 - accuracy: 0.8222 Epoch 267/500 58/58 [==============================] - 0s 355us/step - loss: 0.3769 - accuracy: 0.8236 Epoch 268/500 58/58 [==============================] - 0s 338us/step - loss: 0.3761 - accuracy: 0.8271 Epoch 269/500 58/58 [==============================] - 0s 334us/step - loss: 0.3756 - accuracy: 0.8264 Epoch 270/500 58/58 [==============================] - 0s 351us/step - loss: 0.3753 - accuracy: 0.8208 Epoch 271/500 58/58 [==============================] - 0s 335us/step - loss: 0.3756 - accuracy: 0.8278 Epoch 272/500 58/58 [==============================] - 0s 344us/step - loss: 0.3748 - accuracy: 0.8271 Epoch 273/500 58/58 [==============================] - 0s 334us/step - loss: 0.3750 - accuracy: 0.8319 Epoch 274/500 58/58 [==============================] - 0s 341us/step - loss: 0.3742 - accuracy: 0.8299 Epoch 275/500 58/58 [==============================] - 0s 354us/step - loss: 0.3745 - accuracy: 0.8236 Epoch 276/500 58/58 [==============================] - 0s 336us/step - loss: 0.3751 - accuracy: 0.8250 Epoch 277/500 58/58 [==============================] - 0s 342us/step - loss: 0.3745 - accuracy: 0.8278 Epoch 278/500 58/58 [==============================] - 0s 341us/step - loss: 0.3749 - accuracy: 0.8236 Epoch 279/500 58/58 [==============================] - 0s 352us/step - loss: 0.3736 - accuracy: 0.8319 Epoch 280/500 58/58 [==============================] - 0s 340us/step - loss: 0.3727 - accuracy: 0.8292 Epoch 281/500 58/58 [==============================] - 0s 352us/step - loss: 0.3720 - accuracy: 0.8319 Epoch 282/500 58/58 [==============================] - 0s 341us/step - loss: 0.3723 - accuracy: 0.8278 Epoch 283/500 58/58 [==============================] - 0s 351us/step - loss: 0.3717 - accuracy: 0.8264 Epoch 284/500 58/58 [==============================] - 0s 351us/step - loss: 0.3714 - accuracy: 0.8333 Epoch 285/500 58/58 [==============================] - 0s 340us/step - loss: 0.3712 - accuracy: 0.8250 Epoch 286/500 58/58 [==============================] - 0s 333us/step - loss: 0.3715 - accuracy: 0.8313 Epoch 287/500 58/58 [==============================] - 0s 357us/step - loss: 0.3710 - accuracy: 0.8250 Epoch 288/500 58/58 [==============================] - 0s 341us/step - loss: 0.3709 - accuracy: 0.8264 Epoch 289/500 58/58 [==============================] - 0s 347us/step - loss: 0.3704 - accuracy: 0.8264 Epoch 290/500 58/58 [==============================] - 0s 337us/step - loss: 0.3697 - accuracy: 0.8264 Epoch 291/500 58/58 [==============================] - 0s 357us/step - loss: 0.3699 - accuracy: 0.8285 Epoch 292/500 58/58 [==============================] - 0s 342us/step - loss: 0.3707 - accuracy: 0.8299 Epoch 293/500 58/58 [==============================] - 0s 342us/step - loss: 0.3699 - accuracy: 0.8250 Epoch 294/500 58/58 [==============================] - 0s 339us/step - loss: 0.3695 - accuracy: 0.8264 Epoch 295/500 58/58 [==============================] - 0s 351us/step - loss: 0.3696 - accuracy: 0.8292 Epoch 296/500 58/58 [==============================] - 0s 345us/step - loss: 0.3685 - accuracy: 0.8236 Epoch 297/500 58/58 [==============================] - 0s 351us/step - loss: 0.3699 - accuracy: 0.8285 Epoch 298/500 58/58 [==============================] - 0s 346us/step - loss: 0.3696 - accuracy: 0.8313 Epoch 299/500 58/58 [==============================] - 0s 382us/step - loss: 0.3688 - accuracy: 0.8292 Epoch 300/500 58/58 [==============================] - 0s 340us/step - loss: 0.3688 - accuracy: 0.8285 Epoch 301/500 58/58 [==============================] - 0s 346us/step - loss: 0.3683 - accuracy: 0.8278 Epoch 302/500 58/58 [==============================] - 0s 333us/step - loss: 0.3683 - accuracy: 0.8271 Epoch 303/500 58/58 [==============================] - 0s 346us/step - loss: 0.3685 - accuracy: 0.8278 Epoch 304/500 58/58 [==============================] - 0s 336us/step - loss: 0.3684 - accuracy: 0.8264 Epoch 305/500 58/58 [==============================] - 0s 341us/step - loss: 0.3677 - accuracy: 0.8306 Epoch 306/500 58/58 [==============================] - 0s 347us/step - loss: 0.3675 - accuracy: 0.8271 Epoch 307/500 58/58 [==============================] - 0s 345us/step - loss: 0.3677 - accuracy: 0.8285 Epoch 308/500 58/58 [==============================] - 0s 358us/step - loss: 0.3679 - accuracy: 0.8285 Epoch 309/500 58/58 [==============================] - 0s 342us/step - loss: 0.3673 - accuracy: 0.8257 Epoch 310/500 58/58 [==============================] - 0s 340us/step - loss: 0.3683 - accuracy: 0.8229 Epoch 311/500 58/58 [==============================] - 0s 343us/step - loss: 0.3683 - accuracy: 0.8313 Epoch 312/500 58/58 [==============================] - 0s 346us/step - loss: 0.3678 - accuracy: 0.8299 Epoch 313/500 58/58 [==============================] - 0s 344us/step - loss: 0.3663 - accuracy: 0.8278 Epoch 314/500 58/58 [==============================] - 0s 332us/step - loss: 0.3669 - accuracy: 0.8313 Epoch 315/500 58/58 [==============================] - 0s 351us/step - loss: 0.3663 - accuracy: 0.8257 Epoch 316/500 58/58 [==============================] - 0s 344us/step - loss: 0.3672 - accuracy: 0.8292 Epoch 317/500 58/58 [==============================] - 0s 347us/step - loss: 0.3674 - accuracy: 0.8278 Epoch 318/500 58/58 [==============================] - 0s 339us/step - loss: 0.3669 - accuracy: 0.8306 Epoch 319/500 58/58 [==============================] - 0s 338us/step - loss: 0.3656 - accuracy: 0.8257 Epoch 320/500 58/58 [==============================] - 0s 331us/step - loss: 0.3665 - accuracy: 0.8326 Epoch 321/500 58/58 [==============================] - 0s 328us/step - loss: 0.3657 - accuracy: 0.8278 Epoch 322/500 58/58 [==============================] - 0s 329us/step - loss: 0.3666 - accuracy: 0.8285 Epoch 323/500 58/58 [==============================] - 0s 337us/step - loss: 0.3663 - accuracy: 0.8278 Epoch 324/500 58/58 [==============================] - 0s 330us/step - loss: 0.3657 - accuracy: 0.8285 Epoch 325/500 58/58 [==============================] - 0s 334us/step - loss: 0.3664 - accuracy: 0.8271 Epoch 326/500 58/58 [==============================] - 0s 332us/step - loss: 0.3649 - accuracy: 0.8278 Epoch 327/500 58/58 [==============================] - 0s 337us/step - loss: 0.3651 - accuracy: 0.8264 Epoch 328/500 58/58 [==============================] - 0s 327us/step - loss: 0.3653 - accuracy: 0.8340 Epoch 329/500 58/58 [==============================] - 0s 327us/step - loss: 0.3667 - accuracy: 0.8326 Epoch 330/500 58/58 [==============================] - 0s 328us/step - loss: 0.3654 - accuracy: 0.8271 Epoch 331/500 58/58 [==============================] - 0s 337us/step - loss: 0.3647 - accuracy: 0.8292 Epoch 332/500 58/58 [==============================] - 0s 327us/step - loss: 0.3649 - accuracy: 0.8299 Epoch 333/500 58/58 [==============================] - 0s 332us/step - loss: 0.3654 - accuracy: 0.8313 Epoch 334/500 58/58 [==============================] - 0s 334us/step - loss: 0.3644 - accuracy: 0.8306 Epoch 335/500 58/58 [==============================] - 0s 342us/step - loss: 0.3651 - accuracy: 0.8264 Epoch 336/500 58/58 [==============================] - 0s 341us/step - loss: 0.3639 - accuracy: 0.8285 Epoch 337/500 58/58 [==============================] - 0s 349us/step - loss: 0.3644 - accuracy: 0.8264 Epoch 338/500 58/58 [==============================] - 0s 334us/step - loss: 0.3642 - accuracy: 0.8264 Epoch 339/500 58/58 [==============================] - 0s 342us/step - loss: 0.3647 - accuracy: 0.8250 Epoch 340/500 58/58 [==============================] - 0s 339us/step - loss: 0.3638 - accuracy: 0.8326 Epoch 341/500 58/58 [==============================] - 0s 339us/step - loss: 0.3644 - accuracy: 0.8243 Epoch 342/500 58/58 [==============================] - 0s 331us/step - loss: 0.3635 - accuracy: 0.8285 Epoch 343/500 58/58 [==============================] - 0s 331us/step - loss: 0.3638 - accuracy: 0.8313 Epoch 344/500 58/58 [==============================] - 0s 335us/step - loss: 0.3634 - accuracy: 0.8313 Epoch 345/500 58/58 [==============================] - 0s 330us/step - loss: 0.3632 - accuracy: 0.8340 Epoch 346/500 58/58 [==============================] - 0s 330us/step - loss: 0.3642 - accuracy: 0.8264 Epoch 347/500 58/58 [==============================] - 0s 335us/step - loss: 0.3642 - accuracy: 0.8313 Epoch 348/500 58/58 [==============================] - 0s 335us/step - loss: 0.3633 - accuracy: 0.8299 Epoch 349/500 58/58 [==============================] - 0s 340us/step - loss: 0.3629 - accuracy: 0.8257 Epoch 350/500 58/58 [==============================] - 0s 332us/step - loss: 0.3633 - accuracy: 0.8313 Epoch 351/500 58/58 [==============================] - 0s 333us/step - loss: 0.3638 - accuracy: 0.8326 Epoch 352/500 58/58 [==============================] - 0s 328us/step - loss: 0.3631 - accuracy: 0.8271 Epoch 353/500 58/58 [==============================] - 0s 329us/step - loss: 0.3632 - accuracy: 0.8326 Epoch 354/500 58/58 [==============================] - 0s 329us/step - loss: 0.3620 - accuracy: 0.8264 Epoch 355/500 58/58 [==============================] - 0s 332us/step - loss: 0.3625 - accuracy: 0.8326 Epoch 356/500 58/58 [==============================] - 0s 329us/step - loss: 0.3621 - accuracy: 0.8347 Epoch 357/500 58/58 [==============================] - 0s 332us/step - loss: 0.3625 - accuracy: 0.8333 Epoch 358/500 58/58 [==============================] - 0s 326us/step - loss: 0.3636 - accuracy: 0.8278 Epoch 359/500 58/58 [==============================] - 0s 346us/step - loss: 0.3623 - accuracy: 0.8285 Epoch 360/500 58/58 [==============================] - 0s 331us/step - loss: 0.3620 - accuracy: 0.8319 Epoch 361/500 58/58 [==============================] - 0s 371us/step - loss: 0.3615 - accuracy: 0.8326 Epoch 362/500 58/58 [==============================] - 0s 347us/step - loss: 0.3619 - accuracy: 0.8347 Epoch 363/500 58/58 [==============================] - 0s 341us/step - loss: 0.3618 - accuracy: 0.8340 Epoch 364/500 58/58 [==============================] - 0s 343us/step - loss: 0.3622 - accuracy: 0.8299 Epoch 365/500 58/58 [==============================] - 0s 345us/step - loss: 0.3620 - accuracy: 0.8333 Epoch 366/500 58/58 [==============================] - 0s 361us/step - loss: 0.3620 - accuracy: 0.8285 Epoch 367/500 58/58 [==============================] - 0s 341us/step - loss: 0.3618 - accuracy: 0.8319 Epoch 368/500 58/58 [==============================] - 0s 339us/step - loss: 0.3619 - accuracy: 0.8368 Epoch 369/500 58/58 [==============================] - 0s 350us/step - loss: 0.3608 - accuracy: 0.8319 Epoch 370/500 58/58 [==============================] - 0s 343us/step - loss: 0.3612 - accuracy: 0.8257 Epoch 371/500 58/58 [==============================] - 0s 335us/step - loss: 0.3614 - accuracy: 0.8319 Epoch 372/500 58/58 [==============================] - 0s 335us/step - loss: 0.3618 - accuracy: 0.8319 Epoch 373/500 58/58 [==============================] - 0s 349us/step - loss: 0.3606 - accuracy: 0.8313 Epoch 374/500 58/58 [==============================] - 0s 349us/step - loss: 0.3605 - accuracy: 0.8354 Epoch 375/500 58/58 [==============================] - 0s 343us/step - loss: 0.3615 - accuracy: 0.8326 Epoch 376/500 58/58 [==============================] - 0s 346us/step - loss: 0.3603 - accuracy: 0.8313 Epoch 377/500 58/58 [==============================] - 0s 351us/step - loss: 0.3603 - accuracy: 0.8285 Epoch 378/500 58/58 [==============================] - 0s 339us/step - loss: 0.3597 - accuracy: 0.8354 Epoch 379/500 58/58 [==============================] - 0s 346us/step - loss: 0.3602 - accuracy: 0.8333 Epoch 380/500 58/58 [==============================] - 0s 341us/step - loss: 0.3602 - accuracy: 0.8326 Epoch 381/500 58/58 [==============================] - 0s 342us/step - loss: 0.3608 - accuracy: 0.8326 Epoch 382/500 58/58 [==============================] - 0s 345us/step - loss: 0.3617 - accuracy: 0.8319 Epoch 383/500 58/58 [==============================] - 0s 346us/step - loss: 0.3608 - accuracy: 0.8313 Epoch 384/500 58/58 [==============================] - 0s 341us/step - loss: 0.3602 - accuracy: 0.8333 Epoch 385/500 58/58 [==============================] - 0s 368us/step - loss: 0.3618 - accuracy: 0.8285 Epoch 386/500 58/58 [==============================] - 0s 594us/step - loss: 0.3606 - accuracy: 0.8306 Epoch 387/500 58/58 [==============================] - 0s 853us/step - loss: 0.3598 - accuracy: 0.8319 Epoch 388/500 58/58 [==============================] - 0s 367us/step - loss: 0.3603 - accuracy: 0.8361 Epoch 389/500 58/58 [==============================] - 0s 435us/step - loss: 0.3601 - accuracy: 0.8333 Epoch 390/500 58/58 [==============================] - 0s 345us/step - loss: 0.3595 - accuracy: 0.8306 Epoch 391/500 58/58 [==============================] - 0s 369us/step - loss: 0.3600 - accuracy: 0.8340 Epoch 392/500 58/58 [==============================] - 0s 354us/step - loss: 0.3600 - accuracy: 0.8306 Epoch 393/500 58/58 [==============================] - 0s 365us/step - loss: 0.3604 - accuracy: 0.8319 Epoch 394/500 58/58 [==============================] - 0s 375us/step - loss: 0.3601 - accuracy: 0.8347 Epoch 395/500 58/58 [==============================] - 0s 361us/step - loss: 0.3604 - accuracy: 0.8340 Epoch 396/500 58/58 [==============================] - 0s 372us/step - loss: 0.3599 - accuracy: 0.8319 Epoch 397/500 58/58 [==============================] - 0s 370us/step - loss: 0.3596 - accuracy: 0.8347 Epoch 398/500 58/58 [==============================] - 0s 362us/step - loss: 0.3592 - accuracy: 0.8313 Epoch 399/500 58/58 [==============================] - 0s 361us/step - loss: 0.3599 - accuracy: 0.8313 Epoch 400/500 58/58 [==============================] - 0s 358us/step - loss: 0.3594 - accuracy: 0.8319 Epoch 401/500 58/58 [==============================] - 0s 367us/step - loss: 0.3591 - accuracy: 0.8354 Epoch 402/500 58/58 [==============================] - 0s 374us/step - loss: 0.3594 - accuracy: 0.8319 Epoch 403/500 58/58 [==============================] - 0s 377us/step - loss: 0.3595 - accuracy: 0.8264 Epoch 404/500 58/58 [==============================] - 0s 387us/step - loss: 0.3607 - accuracy: 0.8319 Epoch 405/500 58/58 [==============================] - 0s 376us/step - loss: 0.3588 - accuracy: 0.8292 Epoch 406/500 58/58 [==============================] - 0s 386us/step - loss: 0.3595 - accuracy: 0.8333 Epoch 407/500 58/58 [==============================] - 0s 383us/step - loss: 0.3599 - accuracy: 0.8292 Epoch 408/500 58/58 [==============================] - 0s 412us/step - loss: 0.3590 - accuracy: 0.8340 Epoch 409/500 58/58 [==============================] - 0s 379us/step - loss: 0.3590 - accuracy: 0.8319 Epoch 410/500 58/58 [==============================] - 0s 381us/step - loss: 0.3598 - accuracy: 0.8347 Epoch 411/500 58/58 [==============================] - 0s 394us/step - loss: 0.3589 - accuracy: 0.8354 Epoch 412/500 58/58 [==============================] - 0s 387us/step - loss: 0.3593 - accuracy: 0.8313 Epoch 413/500 58/58 [==============================] - 0s 391us/step - loss: 0.3591 - accuracy: 0.8319 Epoch 414/500 58/58 [==============================] - 0s 383us/step - loss: 0.3591 - accuracy: 0.8347 Epoch 415/500 58/58 [==============================] - 0s 361us/step - loss: 0.3596 - accuracy: 0.8326 Epoch 416/500 58/58 [==============================] - 0s 375us/step - loss: 0.3584 - accuracy: 0.8319 Epoch 417/500 58/58 [==============================] - 0s 363us/step - loss: 0.3585 - accuracy: 0.8313 Epoch 418/500 58/58 [==============================] - 0s 363us/step - loss: 0.3592 - accuracy: 0.8333 Epoch 419/500 58/58 [==============================] - 0s 380us/step - loss: 0.3578 - accuracy: 0.8347 Epoch 420/500 58/58 [==============================] - 0s 372us/step - loss: 0.3580 - accuracy: 0.8313 Epoch 421/500 58/58 [==============================] - 0s 378us/step - loss: 0.3582 - accuracy: 0.8306 Epoch 422/500 58/58 [==============================] - 0s 363us/step - loss: 0.3584 - accuracy: 0.8319 Epoch 423/500 58/58 [==============================] - 0s 373us/step - loss: 0.3582 - accuracy: 0.8319 Epoch 424/500 58/58 [==============================] - 0s 361us/step - loss: 0.3584 - accuracy: 0.8340 Epoch 425/500 58/58 [==============================] - 0s 369us/step - loss: 0.3579 - accuracy: 0.8333 Epoch 426/500 58/58 [==============================] - 0s 356us/step - loss: 0.3585 - accuracy: 0.8326 Epoch 427/500 58/58 [==============================] - 0s 374us/step - loss: 0.3577 - accuracy: 0.8319 Epoch 428/500 58/58 [==============================] - 0s 363us/step - loss: 0.3578 - accuracy: 0.8306 Epoch 429/500 58/58 [==============================] - 0s 358us/step - loss: 0.3574 - accuracy: 0.8361 Epoch 430/500 58/58 [==============================] - 0s 358us/step - loss: 0.3574 - accuracy: 0.8375 Epoch 431/500 58/58 [==============================] - 0s 365us/step - loss: 0.3574 - accuracy: 0.8319 Epoch 432/500 58/58 [==============================] - 0s 356us/step - loss: 0.3588 - accuracy: 0.8326 Epoch 433/500 58/58 [==============================] - 0s 362us/step - loss: 0.3577 - accuracy: 0.8306 Epoch 434/500 58/58 [==============================] - 0s 359us/step - loss: 0.3580 - accuracy: 0.8299 Epoch 435/500 58/58 [==============================] - 0s 352us/step - loss: 0.3578 - accuracy: 0.8326 Epoch 436/500 58/58 [==============================] - 0s 346us/step - loss: 0.3573 - accuracy: 0.8313 Epoch 437/500 58/58 [==============================] - 0s 372us/step - loss: 0.3571 - accuracy: 0.8354 Epoch 438/500 58/58 [==============================] - 0s 350us/step - loss: 0.3572 - accuracy: 0.8313 Epoch 439/500 58/58 [==============================] - 0s 332us/step - loss: 0.3589 - accuracy: 0.8299 Epoch 440/500 58/58 [==============================] - 0s 344us/step - loss: 0.3581 - accuracy: 0.8306 Epoch 441/500 58/58 [==============================] - 0s 344us/step - loss: 0.3585 - accuracy: 0.8319 Epoch 442/500 58/58 [==============================] - 0s 340us/step - loss: 0.3575 - accuracy: 0.8333 Epoch 443/500 58/58 [==============================] - 0s 347us/step - loss: 0.3579 - accuracy: 0.8264 Epoch 444/500 58/58 [==============================] - 0s 349us/step - loss: 0.3578 - accuracy: 0.8306 Epoch 445/500 58/58 [==============================] - 0s 358us/step - loss: 0.3578 - accuracy: 0.8340 Epoch 446/500 58/58 [==============================] - 0s 372us/step - loss: 0.3585 - accuracy: 0.8299 Epoch 447/500 58/58 [==============================] - 0s 362us/step - loss: 0.3584 - accuracy: 0.8340 Epoch 448/500 58/58 [==============================] - 0s 350us/step - loss: 0.3574 - accuracy: 0.8313 Epoch 449/500 58/58 [==============================] - 0s 361us/step - loss: 0.3564 - accuracy: 0.8375 Epoch 450/500 58/58 [==============================] - 0s 354us/step - loss: 0.3570 - accuracy: 0.8326 Epoch 451/500 58/58 [==============================] - 0s 352us/step - loss: 0.3568 - accuracy: 0.8319 Epoch 452/500 58/58 [==============================] - 0s 352us/step - loss: 0.3564 - accuracy: 0.8354 Epoch 453/500 58/58 [==============================] - 0s 349us/step - loss: 0.3571 - accuracy: 0.8278 Epoch 454/500 58/58 [==============================] - 0s 366us/step - loss: 0.3566 - accuracy: 0.8340 Epoch 455/500 58/58 [==============================] - 0s 350us/step - loss: 0.3567 - accuracy: 0.8361 Epoch 456/500 58/58 [==============================] - 0s 353us/step - loss: 0.3565 - accuracy: 0.8326 Epoch 457/500 58/58 [==============================] - 0s 353us/step - loss: 0.3564 - accuracy: 0.8354 Epoch 458/500 58/58 [==============================] - 0s 363us/step - loss: 0.3568 - accuracy: 0.8326 Epoch 459/500 58/58 [==============================] - 0s 360us/step - loss: 0.3570 - accuracy: 0.8299 Epoch 460/500 58/58 [==============================] - 0s 359us/step - loss: 0.3561 - accuracy: 0.8313 Epoch 461/500 58/58 [==============================] - 0s 356us/step - loss: 0.3568 - accuracy: 0.8340 Epoch 462/500 58/58 [==============================] - 0s 350us/step - loss: 0.3567 - accuracy: 0.8347 Epoch 463/500 58/58 [==============================] - 0s 357us/step - loss: 0.3565 - accuracy: 0.8347 Epoch 464/500 58/58 [==============================] - 0s 350us/step - loss: 0.3567 - accuracy: 0.8313 Epoch 465/500 58/58 [==============================] - 0s 365us/step - loss: 0.3564 - accuracy: 0.8306 Epoch 466/500 58/58 [==============================] - 0s 369us/step - loss: 0.3564 - accuracy: 0.8326 Epoch 467/500 58/58 [==============================] - 0s 348us/step - loss: 0.3561 - accuracy: 0.8278 Epoch 468/500 58/58 [==============================] - 0s 362us/step - loss: 0.3566 - accuracy: 0.8333 Epoch 469/500 58/58 [==============================] - 0s 354us/step - loss: 0.3556 - accuracy: 0.8333 Epoch 470/500 58/58 [==============================] - 0s 367us/step - loss: 0.3556 - accuracy: 0.8340 Epoch 471/500 58/58 [==============================] - 0s 354us/step - loss: 0.3563 - accuracy: 0.8347 Epoch 472/500 58/58 [==============================] - 0s 360us/step - loss: 0.3557 - accuracy: 0.8333 Epoch 473/500 58/58 [==============================] - 0s 353us/step - loss: 0.3561 - accuracy: 0.8285 Epoch 474/500 58/58 [==============================] - 0s 362us/step - loss: 0.3557 - accuracy: 0.8333 Epoch 475/500 58/58 [==============================] - 0s 337us/step - loss: 0.3557 - accuracy: 0.8326 Epoch 476/500 58/58 [==============================] - 0s 355us/step - loss: 0.3555 - accuracy: 0.8326 Epoch 477/500 58/58 [==============================] - 0s 371us/step - loss: 0.3561 - accuracy: 0.8299 Epoch 478/500 58/58 [==============================] - 0s 350us/step - loss: 0.3557 - accuracy: 0.8257 Epoch 479/500 58/58 [==============================] - 0s 366us/step - loss: 0.3556 - accuracy: 0.8306 Epoch 480/500 58/58 [==============================] - 0s 355us/step - loss: 0.3556 - accuracy: 0.8319 Epoch 481/500 58/58 [==============================] - 0s 359us/step - loss: 0.3571 - accuracy: 0.8313 Epoch 482/500 58/58 [==============================] - 0s 351us/step - loss: 0.3554 - accuracy: 0.8375 Epoch 483/500 58/58 [==============================] - 0s 395us/step - loss: 0.3551 - accuracy: 0.8326 Epoch 484/500 58/58 [==============================] - 0s 365us/step - loss: 0.3557 - accuracy: 0.8306 Epoch 485/500 58/58 [==============================] - 0s 364us/step - loss: 0.3560 - accuracy: 0.8285 Epoch 486/500 58/58 [==============================] - 0s 368us/step - loss: 0.3553 - accuracy: 0.8340 Epoch 487/500 58/58 [==============================] - 0s 356us/step - loss: 0.3551 - accuracy: 0.8347 Epoch 488/500 58/58 [==============================] - 0s 345us/step - loss: 0.3552 - accuracy: 0.8340 Epoch 489/500 58/58 [==============================] - 0s 362us/step - loss: 0.3554 - accuracy: 0.8347 Epoch 490/500 58/58 [==============================] - 0s 350us/step - loss: 0.3553 - accuracy: 0.8313 Epoch 491/500 58/58 [==============================] - 0s 352us/step - loss: 0.3559 - accuracy: 0.8299 Epoch 492/500 58/58 [==============================] - 0s 352us/step - loss: 0.3548 - accuracy: 0.8333 Epoch 493/500 58/58 [==============================] - 0s 351us/step - loss: 0.3554 - accuracy: 0.8326 Epoch 494/500 58/58 [==============================] - 0s 363us/step - loss: 0.3552 - accuracy: 0.8333 Epoch 495/500 58/58 [==============================] - 0s 346us/step - loss: 0.3555 - accuracy: 0.8340 Epoch 496/500 58/58 [==============================] - 0s 347us/step - loss: 0.3570 - accuracy: 0.8299 Epoch 497/500 58/58 [==============================] - 0s 359us/step - loss: 0.3558 - accuracy: 0.8375 Epoch 498/500 58/58 [==============================] - 0s 363us/step - loss: 0.3549 - accuracy: 0.8285 Epoch 499/500 58/58 [==============================] - 0s 351us/step - loss: 0.3559 - accuracy: 0.8319 Epoch 500/500 58/58 [==============================] - 0s 359us/step - loss: 0.3548 - accuracy: 0.8306 5/5 [==============================] - 0s 510us/step Epoch 1/500 58/58 [==============================] - 0s 486us/step - loss: 0.6856 - accuracy: 0.6528 Epoch 2/500 58/58 [==============================] - 0s 427us/step - loss: 0.6618 - accuracy: 0.6590 Epoch 3/500 58/58 [==============================] - 0s 387us/step - loss: 0.6214 - accuracy: 0.6590 Epoch 4/500 58/58 [==============================] - 0s 379us/step - loss: 0.5784 - accuracy: 0.6590 Epoch 5/500 58/58 [==============================] - 0s 413us/step - loss: 0.5448 - accuracy: 0.6590 Epoch 6/500 58/58 [==============================] - 0s 394us/step - loss: 0.5250 - accuracy: 0.6590 Epoch 7/500 58/58 [==============================] - 0s 387us/step - loss: 0.5150 - accuracy: 0.6590 Epoch 8/500 58/58 [==============================] - 0s 386us/step - loss: 0.5077 - accuracy: 0.6590 Epoch 9/500 58/58 [==============================] - 0s 371us/step - loss: 0.5028 - accuracy: 0.6590 Epoch 10/500 58/58 [==============================] - 0s 387us/step - loss: 0.4991 - accuracy: 0.7153 Epoch 11/500 58/58 [==============================] - 0s 385us/step - loss: 0.4957 - accuracy: 0.7875 Epoch 12/500 58/58 [==============================] - 0s 383us/step - loss: 0.4928 - accuracy: 0.7868 Epoch 13/500 58/58 [==============================] - 0s 390us/step - loss: 0.4899 - accuracy: 0.7875 Epoch 14/500 58/58 [==============================] - 0s 398us/step - loss: 0.4876 - accuracy: 0.7847 Epoch 15/500 58/58 [==============================] - 0s 395us/step - loss: 0.4855 - accuracy: 0.7889 Epoch 16/500 58/58 [==============================] - 0s 378us/step - loss: 0.4835 - accuracy: 0.7868 Epoch 17/500 58/58 [==============================] - 0s 411us/step - loss: 0.4816 - accuracy: 0.7875 Epoch 18/500 58/58 [==============================] - 0s 405us/step - loss: 0.4801 - accuracy: 0.7861 Epoch 19/500 58/58 [==============================] - 0s 394us/step - loss: 0.4783 - accuracy: 0.7882 Epoch 20/500 58/58 [==============================] - 0s 404us/step - loss: 0.4766 - accuracy: 0.7861 Epoch 21/500 58/58 [==============================] - 0s 399us/step - loss: 0.4751 - accuracy: 0.7889 Epoch 22/500 58/58 [==============================] - 0s 413us/step - loss: 0.4739 - accuracy: 0.7854 Epoch 23/500 58/58 [==============================] - 0s 398us/step - loss: 0.4724 - accuracy: 0.7903 Epoch 24/500 58/58 [==============================] - 0s 394us/step - loss: 0.4708 - accuracy: 0.7889 Epoch 25/500 58/58 [==============================] - 0s 406us/step - loss: 0.4694 - accuracy: 0.7903 Epoch 26/500 58/58 [==============================] - 0s 406us/step - loss: 0.4684 - accuracy: 0.7882 Epoch 27/500 58/58 [==============================] - 0s 380us/step - loss: 0.4669 - accuracy: 0.7861 Epoch 28/500 58/58 [==============================] - 0s 385us/step - loss: 0.4658 - accuracy: 0.7875 Epoch 29/500 58/58 [==============================] - 0s 417us/step - loss: 0.4648 - accuracy: 0.7882 Epoch 30/500 58/58 [==============================] - 0s 385us/step - loss: 0.4637 - accuracy: 0.7910 Epoch 31/500 58/58 [==============================] - 0s 398us/step - loss: 0.4623 - accuracy: 0.7854 Epoch 32/500 58/58 [==============================] - 0s 386us/step - loss: 0.4612 - accuracy: 0.7889 Epoch 33/500 58/58 [==============================] - 0s 409us/step - loss: 0.4606 - accuracy: 0.7889 Epoch 34/500 58/58 [==============================] - 0s 394us/step - loss: 0.4596 - accuracy: 0.7910 Epoch 35/500 58/58 [==============================] - 0s 391us/step - loss: 0.4590 - accuracy: 0.7875 Epoch 36/500 58/58 [==============================] - 0s 393us/step - loss: 0.4579 - accuracy: 0.7868 Epoch 37/500 58/58 [==============================] - 0s 405us/step - loss: 0.4572 - accuracy: 0.7833 Epoch 38/500 58/58 [==============================] - 0s 379us/step - loss: 0.4566 - accuracy: 0.7896 Epoch 39/500 58/58 [==============================] - 0s 396us/step - loss: 0.4560 - accuracy: 0.7861 Epoch 40/500 58/58 [==============================] - 0s 401us/step - loss: 0.4553 - accuracy: 0.7868 Epoch 41/500 58/58 [==============================] - 0s 392us/step - loss: 0.4551 - accuracy: 0.7875 Epoch 42/500 58/58 [==============================] - 0s 385us/step - loss: 0.4540 - accuracy: 0.7868 Epoch 43/500 58/58 [==============================] - 0s 400us/step - loss: 0.4534 - accuracy: 0.7937 Epoch 44/500 58/58 [==============================] - 0s 397us/step - loss: 0.4529 - accuracy: 0.7917 Epoch 45/500 58/58 [==============================] - 0s 402us/step - loss: 0.4524 - accuracy: 0.7903 Epoch 46/500 58/58 [==============================] - 0s 397us/step - loss: 0.4517 - accuracy: 0.7889 Epoch 47/500 58/58 [==============================] - 0s 399us/step - loss: 0.4510 - accuracy: 0.7903 Epoch 48/500 58/58 [==============================] - 0s 394us/step - loss: 0.4508 - accuracy: 0.7903 Epoch 49/500 58/58 [==============================] - 0s 389us/step - loss: 0.4501 - accuracy: 0.7924 Epoch 50/500 58/58 [==============================] - 0s 416us/step - loss: 0.4497 - accuracy: 0.7903 Epoch 51/500 58/58 [==============================] - 0s 396us/step - loss: 0.4491 - accuracy: 0.7931 Epoch 52/500 58/58 [==============================] - 0s 401us/step - loss: 0.4489 - accuracy: 0.7896 Epoch 53/500 58/58 [==============================] - 0s 412us/step - loss: 0.4482 - accuracy: 0.7896 Epoch 54/500 58/58 [==============================] - 0s 399us/step - loss: 0.4482 - accuracy: 0.7896 Epoch 55/500 58/58 [==============================] - 0s 493us/step - loss: 0.4474 - accuracy: 0.7910 Epoch 56/500 58/58 [==============================] - 0s 411us/step - loss: 0.4472 - accuracy: 0.7924 Epoch 57/500 58/58 [==============================] - 0s 377us/step - loss: 0.4469 - accuracy: 0.7924 Epoch 58/500 58/58 [==============================] - 0s 384us/step - loss: 0.4462 - accuracy: 0.7882 Epoch 59/500 58/58 [==============================] - 0s 383us/step - loss: 0.4463 - accuracy: 0.7924 Epoch 60/500 58/58 [==============================] - 0s 388us/step - loss: 0.4459 - accuracy: 0.7889 Epoch 61/500 58/58 [==============================] - 0s 376us/step - loss: 0.4452 - accuracy: 0.7910 Epoch 62/500 58/58 [==============================] - 0s 413us/step - loss: 0.4451 - accuracy: 0.7917 Epoch 63/500 58/58 [==============================] - 0s 384us/step - loss: 0.4445 - accuracy: 0.7910 Epoch 64/500 58/58 [==============================] - 0s 372us/step - loss: 0.4441 - accuracy: 0.7931 Epoch 65/500 58/58 [==============================] - 0s 406us/step - loss: 0.4438 - accuracy: 0.7931 Epoch 66/500 58/58 [==============================] - 0s 380us/step - loss: 0.4437 - accuracy: 0.7965 Epoch 67/500 58/58 [==============================] - 0s 381us/step - loss: 0.4431 - accuracy: 0.7910 Epoch 68/500 58/58 [==============================] - 0s 392us/step - loss: 0.4430 - accuracy: 0.7924 Epoch 69/500 58/58 [==============================] - 0s 383us/step - loss: 0.4431 - accuracy: 0.7937 Epoch 70/500 58/58 [==============================] - 0s 375us/step - loss: 0.4426 - accuracy: 0.7951 Epoch 71/500 58/58 [==============================] - 0s 377us/step - loss: 0.4421 - accuracy: 0.7896 Epoch 72/500 58/58 [==============================] - 0s 382us/step - loss: 0.4421 - accuracy: 0.7944 Epoch 73/500 58/58 [==============================] - 0s 384us/step - loss: 0.4422 - accuracy: 0.7924 Epoch 74/500 58/58 [==============================] - 0s 869us/step - loss: 0.4418 - accuracy: 0.7903 Epoch 75/500 58/58 [==============================] - 0s 495us/step - loss: 0.4419 - accuracy: 0.7937 Epoch 76/500 58/58 [==============================] - 0s 355us/step - loss: 0.4416 - accuracy: 0.7917 Epoch 77/500 58/58 [==============================] - 0s 364us/step - loss: 0.4411 - accuracy: 0.7937 Epoch 78/500 58/58 [==============================] - 0s 534us/step - loss: 0.4408 - accuracy: 0.7917 Epoch 79/500 58/58 [==============================] - 0s 389us/step - loss: 0.4409 - accuracy: 0.7951 Epoch 80/500 58/58 [==============================] - 0s 397us/step - loss: 0.4403 - accuracy: 0.7965 Epoch 81/500 58/58 [==============================] - 0s 411us/step - loss: 0.4401 - accuracy: 0.7944 Epoch 82/500 58/58 [==============================] - 0s 390us/step - loss: 0.4397 - accuracy: 0.7951 Epoch 83/500 58/58 [==============================] - 0s 369us/step - loss: 0.4401 - accuracy: 0.7944 Epoch 84/500 58/58 [==============================] - 0s 391us/step - loss: 0.4395 - accuracy: 0.7972 Epoch 85/500 58/58 [==============================] - 0s 386us/step - loss: 0.4395 - accuracy: 0.7951 Epoch 86/500 58/58 [==============================] - 0s 362us/step - loss: 0.4387 - accuracy: 0.7924 Epoch 87/500 58/58 [==============================] - 0s 362us/step - loss: 0.4385 - accuracy: 0.8007 Epoch 88/500 58/58 [==============================] - 0s 374us/step - loss: 0.4389 - accuracy: 0.8007 Epoch 89/500 58/58 [==============================] - 0s 368us/step - loss: 0.4382 - accuracy: 0.7979 Epoch 90/500 58/58 [==============================] - 0s 364us/step - loss: 0.4383 - accuracy: 0.8035 Epoch 91/500 58/58 [==============================] - 0s 368us/step - loss: 0.4382 - accuracy: 0.8014 Epoch 92/500 58/58 [==============================] - 0s 363us/step - loss: 0.4380 - accuracy: 0.7965 Epoch 93/500 58/58 [==============================] - 0s 353us/step - loss: 0.4380 - accuracy: 0.8007 Epoch 94/500 58/58 [==============================] - 0s 357us/step - loss: 0.4378 - accuracy: 0.8000 Epoch 95/500 58/58 [==============================] - 0s 362us/step - loss: 0.4375 - accuracy: 0.8007 Epoch 96/500 58/58 [==============================] - 0s 360us/step - loss: 0.4376 - accuracy: 0.7986 Epoch 97/500 58/58 [==============================] - 0s 355us/step - loss: 0.4369 - accuracy: 0.8014 Epoch 98/500 58/58 [==============================] - 0s 352us/step - loss: 0.4368 - accuracy: 0.7986 Epoch 99/500 58/58 [==============================] - 0s 355us/step - loss: 0.4367 - accuracy: 0.7993 Epoch 100/500 58/58 [==============================] - 0s 359us/step - loss: 0.4366 - accuracy: 0.8000 Epoch 101/500 58/58 [==============================] - 0s 362us/step - loss: 0.4365 - accuracy: 0.8042 Epoch 102/500 58/58 [==============================] - 0s 364us/step - loss: 0.4361 - accuracy: 0.7986 Epoch 103/500 58/58 [==============================] - 0s 398us/step - loss: 0.4358 - accuracy: 0.8049 Epoch 104/500 58/58 [==============================] - 0s 379us/step - loss: 0.4357 - accuracy: 0.7972 Epoch 105/500 58/58 [==============================] - 0s 379us/step - loss: 0.4360 - accuracy: 0.8028 Epoch 106/500 58/58 [==============================] - 0s 381us/step - loss: 0.4356 - accuracy: 0.8014 Epoch 107/500 58/58 [==============================] - 0s 371us/step - loss: 0.4353 - accuracy: 0.8007 Epoch 108/500 58/58 [==============================] - 0s 373us/step - loss: 0.4353 - accuracy: 0.8014 Epoch 109/500 58/58 [==============================] - 0s 383us/step - loss: 0.4352 - accuracy: 0.7993 Epoch 110/500 58/58 [==============================] - 0s 358us/step - loss: 0.4346 - accuracy: 0.8049 Epoch 111/500 58/58 [==============================] - 0s 372us/step - loss: 0.4349 - accuracy: 0.8021 Epoch 112/500 58/58 [==============================] - 0s 378us/step - loss: 0.4346 - accuracy: 0.8014 Epoch 113/500 58/58 [==============================] - 0s 373us/step - loss: 0.4345 - accuracy: 0.8000 Epoch 114/500 58/58 [==============================] - 0s 376us/step - loss: 0.4343 - accuracy: 0.8028 Epoch 115/500 58/58 [==============================] - 0s 380us/step - loss: 0.4338 - accuracy: 0.8014 Epoch 116/500 58/58 [==============================] - 0s 405us/step - loss: 0.4337 - accuracy: 0.8049 Epoch 117/500 58/58 [==============================] - 0s 376us/step - loss: 0.4336 - accuracy: 0.8014 Epoch 118/500 58/58 [==============================] - 0s 382us/step - loss: 0.4338 - accuracy: 0.7993 Epoch 119/500 58/58 [==============================] - 0s 374us/step - loss: 0.4332 - accuracy: 0.8014 Epoch 120/500 58/58 [==============================] - 0s 364us/step - loss: 0.4332 - accuracy: 0.8007 Epoch 121/500 58/58 [==============================] - 0s 379us/step - loss: 0.4330 - accuracy: 0.8049 Epoch 122/500 58/58 [==============================] - 0s 370us/step - loss: 0.4326 - accuracy: 0.8021 Epoch 123/500 58/58 [==============================] - 0s 381us/step - loss: 0.4323 - accuracy: 0.8042 Epoch 124/500 58/58 [==============================] - 0s 363us/step - loss: 0.4325 - accuracy: 0.8056 Epoch 125/500 58/58 [==============================] - 0s 366us/step - loss: 0.4313 - accuracy: 0.8056 Epoch 126/500 58/58 [==============================] - 0s 372us/step - loss: 0.4311 - accuracy: 0.8042 Epoch 127/500 58/58 [==============================] - 0s 359us/step - loss: 0.4307 - accuracy: 0.8090 Epoch 128/500 58/58 [==============================] - 0s 343us/step - loss: 0.4308 - accuracy: 0.8069 Epoch 129/500 58/58 [==============================] - 0s 344us/step - loss: 0.4308 - accuracy: 0.8062 Epoch 130/500 58/58 [==============================] - 0s 349us/step - loss: 0.4304 - accuracy: 0.8076 Epoch 131/500 58/58 [==============================] - 0s 340us/step - loss: 0.4302 - accuracy: 0.8049 Epoch 132/500 58/58 [==============================] - 0s 340us/step - loss: 0.4300 - accuracy: 0.8056 Epoch 133/500 58/58 [==============================] - 0s 348us/step - loss: 0.4297 - accuracy: 0.8049 Epoch 134/500 58/58 [==============================] - 0s 345us/step - loss: 0.4297 - accuracy: 0.8062 Epoch 135/500 58/58 [==============================] - 0s 351us/step - loss: 0.4293 - accuracy: 0.8042 Epoch 136/500 58/58 [==============================] - 0s 350us/step - loss: 0.4297 - accuracy: 0.8062 Epoch 137/500 58/58 [==============================] - 0s 348us/step - loss: 0.4286 - accuracy: 0.8076 Epoch 138/500 58/58 [==============================] - 0s 352us/step - loss: 0.4294 - accuracy: 0.8056 Epoch 139/500 58/58 [==============================] - 0s 345us/step - loss: 0.4289 - accuracy: 0.8056 Epoch 140/500 58/58 [==============================] - 0s 345us/step - loss: 0.4287 - accuracy: 0.8042 Epoch 141/500 58/58 [==============================] - 0s 340us/step - loss: 0.4286 - accuracy: 0.8076 Epoch 142/500 58/58 [==============================] - 0s 359us/step - loss: 0.4285 - accuracy: 0.8056 Epoch 143/500 58/58 [==============================] - 0s 353us/step - loss: 0.4283 - accuracy: 0.8062 Epoch 144/500 58/58 [==============================] - 0s 350us/step - loss: 0.4282 - accuracy: 0.8042 Epoch 145/500 58/58 [==============================] - 0s 344us/step - loss: 0.4281 - accuracy: 0.8049 Epoch 146/500 58/58 [==============================] - 0s 355us/step - loss: 0.4279 - accuracy: 0.8042 Epoch 147/500 58/58 [==============================] - 0s 346us/step - loss: 0.4280 - accuracy: 0.8056 Epoch 148/500 58/58 [==============================] - 0s 345us/step - loss: 0.4278 - accuracy: 0.8076 Epoch 149/500 58/58 [==============================] - 0s 343us/step - loss: 0.4277 - accuracy: 0.8069 Epoch 150/500 58/58 [==============================] - 0s 352us/step - loss: 0.4268 - accuracy: 0.8069 Epoch 151/500 58/58 [==============================] - 0s 365us/step - loss: 0.4272 - accuracy: 0.8069 Epoch 152/500 58/58 [==============================] - 0s 383us/step - loss: 0.4269 - accuracy: 0.8062 Epoch 153/500 58/58 [==============================] - 0s 393us/step - loss: 0.4268 - accuracy: 0.8069 Epoch 154/500 58/58 [==============================] - 0s 367us/step - loss: 0.4270 - accuracy: 0.8069 Epoch 155/500 58/58 [==============================] - 0s 375us/step - loss: 0.4267 - accuracy: 0.8097 Epoch 156/500 58/58 [==============================] - 0s 428us/step - loss: 0.4264 - accuracy: 0.8139 Epoch 157/500 58/58 [==============================] - 0s 382us/step - loss: 0.4269 - accuracy: 0.8056 Epoch 158/500 58/58 [==============================] - 0s 401us/step - loss: 0.4261 - accuracy: 0.8069 Epoch 159/500 58/58 [==============================] - 0s 319us/step - loss: 0.4258 - accuracy: 0.8104 Epoch 160/500 58/58 [==============================] - 0s 354us/step - loss: 0.4261 - accuracy: 0.8021 Epoch 161/500 58/58 [==============================] - 0s 390us/step - loss: 0.4259 - accuracy: 0.8111 Epoch 162/500 58/58 [==============================] - 0s 403us/step - loss: 0.4264 - accuracy: 0.8035 Epoch 163/500 58/58 [==============================] - 0s 474us/step - loss: 0.4255 - accuracy: 0.8069 Epoch 164/500 58/58 [==============================] - 0s 424us/step - loss: 0.4260 - accuracy: 0.8083 Epoch 165/500 58/58 [==============================] - 0s 410us/step - loss: 0.4258 - accuracy: 0.8049 Epoch 166/500 58/58 [==============================] - 0s 401us/step - loss: 0.4255 - accuracy: 0.8097 Epoch 167/500 58/58 [==============================] - 0s 356us/step - loss: 0.4249 - accuracy: 0.8069 Epoch 168/500 58/58 [==============================] - 0s 332us/step - loss: 0.4257 - accuracy: 0.8049 Epoch 169/500 58/58 [==============================] - 0s 330us/step - loss: 0.4255 - accuracy: 0.8090 Epoch 170/500 58/58 [==============================] - 0s 334us/step - loss: 0.4251 - accuracy: 0.8076 Epoch 171/500 58/58 [==============================] - 0s 316us/step - loss: 0.4249 - accuracy: 0.8118 Epoch 172/500 58/58 [==============================] - 0s 359us/step - loss: 0.4251 - accuracy: 0.8118 Epoch 173/500 58/58 [==============================] - 0s 389us/step - loss: 0.4248 - accuracy: 0.8090 Epoch 174/500 58/58 [==============================] - 0s 368us/step - loss: 0.4249 - accuracy: 0.8056 Epoch 175/500 58/58 [==============================] - 0s 383us/step - loss: 0.4247 - accuracy: 0.8069 Epoch 176/500 58/58 [==============================] - 0s 377us/step - loss: 0.4247 - accuracy: 0.8076 Epoch 177/500 58/58 [==============================] - 0s 360us/step - loss: 0.4238 - accuracy: 0.8083 Epoch 178/500 58/58 [==============================] - 0s 383us/step - loss: 0.4238 - accuracy: 0.8139 Epoch 179/500 58/58 [==============================] - 0s 363us/step - loss: 0.4241 - accuracy: 0.8118 Epoch 180/500 58/58 [==============================] - 0s 365us/step - loss: 0.4241 - accuracy: 0.8083 Epoch 181/500 58/58 [==============================] - 0s 398us/step - loss: 0.4242 - accuracy: 0.8097 Epoch 182/500 58/58 [==============================] - 0s 413us/step - loss: 0.4239 - accuracy: 0.8062 Epoch 183/500 58/58 [==============================] - 0s 404us/step - loss: 0.4238 - accuracy: 0.8104 Epoch 184/500 58/58 [==============================] - 0s 380us/step - loss: 0.4237 - accuracy: 0.8083 Epoch 185/500 58/58 [==============================] - 0s 398us/step - loss: 0.4233 - accuracy: 0.8083 Epoch 186/500 58/58 [==============================] - 0s 386us/step - loss: 0.4234 - accuracy: 0.8076 Epoch 187/500 58/58 [==============================] - 0s 378us/step - loss: 0.4228 - accuracy: 0.8062 Epoch 188/500 58/58 [==============================] - 0s 377us/step - loss: 0.4234 - accuracy: 0.8062 Epoch 189/500 58/58 [==============================] - 0s 375us/step - loss: 0.4230 - accuracy: 0.8056 Epoch 190/500 58/58 [==============================] - 0s 371us/step - loss: 0.4222 - accuracy: 0.8097 Epoch 191/500 58/58 [==============================] - 0s 371us/step - loss: 0.4232 - accuracy: 0.8062 Epoch 192/500 58/58 [==============================] - 0s 363us/step - loss: 0.4223 - accuracy: 0.8083 Epoch 193/500 58/58 [==============================] - 0s 372us/step - loss: 0.4227 - accuracy: 0.8097 Epoch 194/500 58/58 [==============================] - 0s 354us/step - loss: 0.4224 - accuracy: 0.8104 Epoch 195/500 58/58 [==============================] - 0s 340us/step - loss: 0.4227 - accuracy: 0.8062 Epoch 196/500 58/58 [==============================] - 0s 382us/step - loss: 0.4226 - accuracy: 0.8069 Epoch 197/500 58/58 [==============================] - 0s 365us/step - loss: 0.4222 - accuracy: 0.8090 Epoch 198/500 58/58 [==============================] - 0s 407us/step - loss: 0.4228 - accuracy: 0.8118 Epoch 199/500 58/58 [==============================] - 0s 405us/step - loss: 0.4216 - accuracy: 0.8111 Epoch 200/500 58/58 [==============================] - 0s 393us/step - loss: 0.4223 - accuracy: 0.8021 Epoch 201/500 58/58 [==============================] - 0s 417us/step - loss: 0.4218 - accuracy: 0.8083 Epoch 202/500 58/58 [==============================] - 0s 392us/step - loss: 0.4216 - accuracy: 0.8076 Epoch 203/500 58/58 [==============================] - 0s 371us/step - loss: 0.4219 - accuracy: 0.8062 Epoch 204/500 58/58 [==============================] - 0s 392us/step - loss: 0.4218 - accuracy: 0.8069 Epoch 205/500 58/58 [==============================] - 0s 368us/step - loss: 0.4213 - accuracy: 0.8104 Epoch 206/500 58/58 [==============================] - 0s 356us/step - loss: 0.4219 - accuracy: 0.8049 Epoch 207/500 58/58 [==============================] - 0s 359us/step - loss: 0.4213 - accuracy: 0.8097 Epoch 208/500 58/58 [==============================] - 0s 352us/step - loss: 0.4212 - accuracy: 0.8076 Epoch 209/500 58/58 [==============================] - 0s 372us/step - loss: 0.4212 - accuracy: 0.8090 Epoch 210/500 58/58 [==============================] - 0s 366us/step - loss: 0.4213 - accuracy: 0.8049 Epoch 211/500 58/58 [==============================] - 0s 395us/step - loss: 0.4210 - accuracy: 0.8104 Epoch 212/500 58/58 [==============================] - 0s 401us/step - loss: 0.4212 - accuracy: 0.8104 Epoch 213/500 58/58 [==============================] - 0s 379us/step - loss: 0.4207 - accuracy: 0.8083 Epoch 214/500 58/58 [==============================] - 0s 386us/step - loss: 0.4209 - accuracy: 0.8097 Epoch 215/500 58/58 [==============================] - 0s 446us/step - loss: 0.4214 - accuracy: 0.8069 Epoch 216/500 58/58 [==============================] - 0s 384us/step - loss: 0.4197 - accuracy: 0.8111 Epoch 217/500 58/58 [==============================] - 0s 369us/step - loss: 0.4202 - accuracy: 0.8097 Epoch 218/500 58/58 [==============================] - 0s 406us/step - loss: 0.4209 - accuracy: 0.8125 Epoch 219/500 58/58 [==============================] - 0s 387us/step - loss: 0.4203 - accuracy: 0.8104 Epoch 220/500 58/58 [==============================] - 0s 386us/step - loss: 0.4202 - accuracy: 0.8097 Epoch 221/500 58/58 [==============================] - 0s 375us/step - loss: 0.4199 - accuracy: 0.8104 Epoch 222/500 58/58 [==============================] - 0s 356us/step - loss: 0.4200 - accuracy: 0.8083 Epoch 223/500 58/58 [==============================] - 0s 356us/step - loss: 0.4202 - accuracy: 0.8083 Epoch 224/500 58/58 [==============================] - 0s 359us/step - loss: 0.4190 - accuracy: 0.8069 Epoch 225/500 58/58 [==============================] - 0s 365us/step - loss: 0.4199 - accuracy: 0.8111 Epoch 226/500 58/58 [==============================] - 0s 355us/step - loss: 0.4199 - accuracy: 0.8090 Epoch 227/500 58/58 [==============================] - 0s 363us/step - loss: 0.4196 - accuracy: 0.8111 Epoch 228/500 58/58 [==============================] - 0s 373us/step - loss: 0.4196 - accuracy: 0.8062 Epoch 229/500 58/58 [==============================] - 0s 350us/step - loss: 0.4195 - accuracy: 0.8125 Epoch 230/500 58/58 [==============================] - 0s 352us/step - loss: 0.4178 - accuracy: 0.8153 Epoch 231/500 58/58 [==============================] - 0s 347us/step - loss: 0.4198 - accuracy: 0.8118 Epoch 232/500 58/58 [==============================] - 0s 353us/step - loss: 0.4191 - accuracy: 0.8090 Epoch 233/500 58/58 [==============================] - 0s 340us/step - loss: 0.4195 - accuracy: 0.8090 Epoch 234/500 58/58 [==============================] - 0s 353us/step - loss: 0.4193 - accuracy: 0.8083 Epoch 235/500 58/58 [==============================] - 0s 369us/step - loss: 0.4188 - accuracy: 0.8118 Epoch 236/500 58/58 [==============================] - 0s 375us/step - loss: 0.4187 - accuracy: 0.8097 Epoch 237/500 58/58 [==============================] - 0s 355us/step - loss: 0.4179 - accuracy: 0.8104 Epoch 238/500 58/58 [==============================] - 0s 385us/step - loss: 0.4189 - accuracy: 0.8090 Epoch 239/500 58/58 [==============================] - 0s 1ms/step - loss: 0.4189 - accuracy: 0.8090 Epoch 240/500 58/58 [==============================] - 0s 507us/step - loss: 0.4180 - accuracy: 0.8111 Epoch 241/500 58/58 [==============================] - 0s 438us/step - loss: 0.4183 - accuracy: 0.8097 Epoch 242/500 58/58 [==============================] - 0s 375us/step - loss: 0.4183 - accuracy: 0.8104 Epoch 243/500 58/58 [==============================] - 0s 362us/step - loss: 0.4178 - accuracy: 0.8083 Epoch 244/500 58/58 [==============================] - 0s 352us/step - loss: 0.4179 - accuracy: 0.8153 Epoch 245/500 58/58 [==============================] - 0s 366us/step - loss: 0.4177 - accuracy: 0.8076 Epoch 246/500 58/58 [==============================] - 0s 375us/step - loss: 0.4180 - accuracy: 0.8076 Epoch 247/500 58/58 [==============================] - 0s 369us/step - loss: 0.4176 - accuracy: 0.8104 Epoch 248/500 58/58 [==============================] - 0s 362us/step - loss: 0.4169 - accuracy: 0.8090 Epoch 249/500 58/58 [==============================] - 0s 349us/step - loss: 0.4177 - accuracy: 0.8090 Epoch 250/500 58/58 [==============================] - 0s 349us/step - loss: 0.4173 - accuracy: 0.8062 Epoch 251/500 58/58 [==============================] - 0s 350us/step - loss: 0.4165 - accuracy: 0.8076 Epoch 252/500 58/58 [==============================] - 0s 358us/step - loss: 0.4174 - accuracy: 0.8083 Epoch 253/500 58/58 [==============================] - 0s 352us/step - loss: 0.4169 - accuracy: 0.8062 Epoch 254/500 58/58 [==============================] - 0s 358us/step - loss: 0.4169 - accuracy: 0.8069 Epoch 255/500 58/58 [==============================] - 0s 355us/step - loss: 0.4167 - accuracy: 0.8083 Epoch 256/500 58/58 [==============================] - 0s 349us/step - loss: 0.4163 - accuracy: 0.8097 Epoch 257/500 58/58 [==============================] - 0s 345us/step - loss: 0.4162 - accuracy: 0.8049 Epoch 258/500 58/58 [==============================] - 0s 341us/step - loss: 0.4166 - accuracy: 0.8076 Epoch 259/500 58/58 [==============================] - 0s 389us/step - loss: 0.4162 - accuracy: 0.8118 Epoch 260/500 58/58 [==============================] - 0s 318us/step - loss: 0.4164 - accuracy: 0.8111 Epoch 261/500 58/58 [==============================] - 0s 332us/step - loss: 0.4158 - accuracy: 0.8090 Epoch 262/500 58/58 [==============================] - 0s 308us/step - loss: 0.4152 - accuracy: 0.8083 Epoch 263/500 58/58 [==============================] - 0s 310us/step - loss: 0.4160 - accuracy: 0.8076 Epoch 264/500 58/58 [==============================] - 0s 349us/step - loss: 0.4157 - accuracy: 0.8083 Epoch 265/500 58/58 [==============================] - 0s 361us/step - loss: 0.4158 - accuracy: 0.8069 Epoch 266/500 58/58 [==============================] - 0s 349us/step - loss: 0.4156 - accuracy: 0.8118 Epoch 267/500 58/58 [==============================] - 0s 341us/step - loss: 0.4152 - accuracy: 0.8104 Epoch 268/500 58/58 [==============================] - 0s 345us/step - loss: 0.4152 - accuracy: 0.8076 Epoch 269/500 58/58 [==============================] - 0s 341us/step - loss: 0.4149 - accuracy: 0.8090 Epoch 270/500 58/58 [==============================] - 0s 346us/step - loss: 0.4147 - accuracy: 0.8090 Epoch 271/500 58/58 [==============================] - 0s 341us/step - loss: 0.4144 - accuracy: 0.8083 Epoch 272/500 58/58 [==============================] - 0s 363us/step - loss: 0.4142 - accuracy: 0.8104 Epoch 273/500 58/58 [==============================] - 0s 335us/step - loss: 0.4142 - accuracy: 0.8062 Epoch 274/500 58/58 [==============================] - 0s 389us/step - loss: 0.4143 - accuracy: 0.8125 Epoch 275/500 58/58 [==============================] - 0s 455us/step - loss: 0.4146 - accuracy: 0.8111 Epoch 276/500 58/58 [==============================] - 0s 446us/step - loss: 0.4133 - accuracy: 0.8083 Epoch 277/500 58/58 [==============================] - 0s 484us/step - loss: 0.4144 - accuracy: 0.8111 Epoch 278/500 58/58 [==============================] - 0s 523us/step - loss: 0.4137 - accuracy: 0.8104 Epoch 279/500 58/58 [==============================] - 0s 475us/step - loss: 0.4137 - accuracy: 0.8146 Epoch 280/500 58/58 [==============================] - 0s 2ms/step - loss: 0.4135 - accuracy: 0.8069 Epoch 281/500 58/58 [==============================] - 0s 616us/step - loss: 0.4137 - accuracy: 0.8111 Epoch 282/500 58/58 [==============================] - 0s 617us/step - loss: 0.4124 - accuracy: 0.8118 Epoch 283/500 58/58 [==============================] - 0s 431us/step - loss: 0.4133 - accuracy: 0.8118 Epoch 284/500 58/58 [==============================] - 0s 405us/step - loss: 0.4123 - accuracy: 0.8132 Epoch 285/500 58/58 [==============================] - 0s 410us/step - loss: 0.4135 - accuracy: 0.8076 Epoch 286/500 58/58 [==============================] - 0s 484us/step - loss: 0.4128 - accuracy: 0.8090 Epoch 287/500 58/58 [==============================] - 0s 498us/step - loss: 0.4129 - accuracy: 0.8062 Epoch 288/500 58/58 [==============================] - 0s 383us/step - loss: 0.4112 - accuracy: 0.8139 Epoch 289/500 58/58 [==============================] - 0s 392us/step - loss: 0.4119 - accuracy: 0.8132 Epoch 290/500 58/58 [==============================] - 0s 383us/step - loss: 0.4126 - accuracy: 0.8097 Epoch 291/500 58/58 [==============================] - 0s 411us/step - loss: 0.4126 - accuracy: 0.8090 Epoch 292/500 58/58 [==============================] - 0s 417us/step - loss: 0.4118 - accuracy: 0.8104 Epoch 293/500 58/58 [==============================] - 0s 466us/step - loss: 0.4120 - accuracy: 0.8132 Epoch 294/500 58/58 [==============================] - 0s 410us/step - loss: 0.4121 - accuracy: 0.8160 Epoch 295/500 58/58 [==============================] - 0s 393us/step - loss: 0.4120 - accuracy: 0.8111 Epoch 296/500 58/58 [==============================] - 0s 398us/step - loss: 0.4117 - accuracy: 0.8139 Epoch 297/500 58/58 [==============================] - 0s 464us/step - loss: 0.4114 - accuracy: 0.8118 Epoch 298/500 58/58 [==============================] - 0s 384us/step - loss: 0.4112 - accuracy: 0.8104 Epoch 299/500 58/58 [==============================] - 0s 371us/step - loss: 0.4117 - accuracy: 0.8097 Epoch 300/500 58/58 [==============================] - 0s 386us/step - loss: 0.4112 - accuracy: 0.8111 Epoch 301/500 58/58 [==============================] - 0s 389us/step - loss: 0.4101 - accuracy: 0.8083 Epoch 302/500 58/58 [==============================] - 0s 378us/step - loss: 0.4115 - accuracy: 0.8146 Epoch 303/500 58/58 [==============================] - 0s 392us/step - loss: 0.4109 - accuracy: 0.8111 Epoch 304/500 58/58 [==============================] - 0s 374us/step - loss: 0.4111 - accuracy: 0.8111 Epoch 305/500 58/58 [==============================] - 0s 367us/step - loss: 0.4111 - accuracy: 0.8104 Epoch 306/500 58/58 [==============================] - 0s 393us/step - loss: 0.4099 - accuracy: 0.8104 Epoch 307/500 58/58 [==============================] - 0s 416us/step - loss: 0.4108 - accuracy: 0.8118 Epoch 308/500 58/58 [==============================] - 0s 369us/step - loss: 0.4101 - accuracy: 0.8167 Epoch 309/500 58/58 [==============================] - 0s 368us/step - loss: 0.4107 - accuracy: 0.8104 Epoch 310/500 58/58 [==============================] - 0s 368us/step - loss: 0.4099 - accuracy: 0.8104 Epoch 311/500 58/58 [==============================] - 0s 369us/step - loss: 0.4104 - accuracy: 0.8104 Epoch 312/500 58/58 [==============================] - 0s 364us/step - loss: 0.4102 - accuracy: 0.8153 Epoch 313/500 58/58 [==============================] - 0s 380us/step - loss: 0.4104 - accuracy: 0.8104 Epoch 314/500 58/58 [==============================] - 0s 386us/step - loss: 0.4097 - accuracy: 0.8118 Epoch 315/500 58/58 [==============================] - 0s 359us/step - loss: 0.4101 - accuracy: 0.8111 Epoch 316/500 58/58 [==============================] - 0s 366us/step - loss: 0.4093 - accuracy: 0.8097 Epoch 317/500 58/58 [==============================] - 0s 373us/step - loss: 0.4100 - accuracy: 0.8118 Epoch 318/500 58/58 [==============================] - 0s 360us/step - loss: 0.4099 - accuracy: 0.8090 Epoch 319/500 58/58 [==============================] - 0s 390us/step - loss: 0.4099 - accuracy: 0.8104 Epoch 320/500 58/58 [==============================] - 0s 431us/step - loss: 0.4095 - accuracy: 0.8111 Epoch 321/500 58/58 [==============================] - 0s 369us/step - loss: 0.4090 - accuracy: 0.8097 Epoch 322/500 58/58 [==============================] - 0s 366us/step - loss: 0.4097 - accuracy: 0.8132 Epoch 323/500 58/58 [==============================] - 0s 384us/step - loss: 0.4093 - accuracy: 0.8118 Epoch 324/500 58/58 [==============================] - 0s 342us/step - loss: 0.4096 - accuracy: 0.8125 Epoch 325/500 58/58 [==============================] - 0s 378us/step - loss: 0.4091 - accuracy: 0.8132 Epoch 326/500 58/58 [==============================] - 0s 356us/step - loss: 0.4088 - accuracy: 0.8125 Epoch 327/500 58/58 [==============================] - 0s 349us/step - loss: 0.4094 - accuracy: 0.8160 Epoch 328/500 58/58 [==============================] - 0s 348us/step - loss: 0.4095 - accuracy: 0.8104 Epoch 329/500 58/58 [==============================] - 0s 357us/step - loss: 0.4088 - accuracy: 0.8139 Epoch 330/500 58/58 [==============================] - 0s 363us/step - loss: 0.4090 - accuracy: 0.8188 Epoch 331/500 58/58 [==============================] - 0s 381us/step - loss: 0.4092 - accuracy: 0.8118 Epoch 332/500 58/58 [==============================] - 0s 373us/step - loss: 0.4090 - accuracy: 0.8104 Epoch 333/500 58/58 [==============================] - 0s 346us/step - loss: 0.4092 - accuracy: 0.8160 Epoch 334/500 58/58 [==============================] - 0s 340us/step - loss: 0.4084 - accuracy: 0.8111 Epoch 335/500 58/58 [==============================] - 0s 347us/step - loss: 0.4087 - accuracy: 0.8167 Epoch 336/500 58/58 [==============================] - 0s 352us/step - loss: 0.4093 - accuracy: 0.8090 Epoch 337/500 58/58 [==============================] - 0s 367us/step - loss: 0.4085 - accuracy: 0.8111 Epoch 338/500 58/58 [==============================] - 0s 353us/step - loss: 0.4080 - accuracy: 0.8167 Epoch 339/500 58/58 [==============================] - 0s 370us/step - loss: 0.4088 - accuracy: 0.8139 Epoch 340/500 58/58 [==============================] - 0s 355us/step - loss: 0.4089 - accuracy: 0.8090 Epoch 341/500 58/58 [==============================] - 0s 376us/step - loss: 0.4081 - accuracy: 0.8111 Epoch 342/500 58/58 [==============================] - 0s 361us/step - loss: 0.4085 - accuracy: 0.8208 Epoch 343/500 58/58 [==============================] - 0s 421us/step - loss: 0.4089 - accuracy: 0.8160 Epoch 344/500 58/58 [==============================] - 0s 519us/step - loss: 0.4080 - accuracy: 0.8111 Epoch 345/500 58/58 [==============================] - 0s 345us/step - loss: 0.4080 - accuracy: 0.8194 Epoch 346/500 58/58 [==============================] - 0s 360us/step - loss: 0.4085 - accuracy: 0.8160 Epoch 347/500 58/58 [==============================] - 0s 352us/step - loss: 0.4083 - accuracy: 0.8153 Epoch 348/500 58/58 [==============================] - 0s 355us/step - loss: 0.4083 - accuracy: 0.8215 Epoch 349/500 58/58 [==============================] - 0s 369us/step - loss: 0.4080 - accuracy: 0.8139 Epoch 350/500 58/58 [==============================] - 0s 369us/step - loss: 0.4085 - accuracy: 0.8146 Epoch 351/500 58/58 [==============================] - 0s 330us/step - loss: 0.4081 - accuracy: 0.8069 Epoch 352/500 58/58 [==============================] - 0s 381us/step - loss: 0.4081 - accuracy: 0.8174 Epoch 353/500 58/58 [==============================] - 0s 394us/step - loss: 0.4072 - accuracy: 0.8167 Epoch 354/500 58/58 [==============================] - 0s 382us/step - loss: 0.4079 - accuracy: 0.8146 Epoch 355/500 58/58 [==============================] - 0s 371us/step - loss: 0.4087 - accuracy: 0.8132 Epoch 356/500 58/58 [==============================] - 0s 389us/step - loss: 0.4080 - accuracy: 0.8167 Epoch 357/500 58/58 [==============================] - 0s 370us/step - loss: 0.4078 - accuracy: 0.8083 Epoch 358/500 58/58 [==============================] - 0s 359us/step - loss: 0.4079 - accuracy: 0.8153 Epoch 359/500 58/58 [==============================] - 0s 364us/step - loss: 0.4078 - accuracy: 0.8160 Epoch 360/500 58/58 [==============================] - 0s 381us/step - loss: 0.4076 - accuracy: 0.8153 Epoch 361/500 58/58 [==============================] - 0s 365us/step - loss: 0.4075 - accuracy: 0.8222 Epoch 362/500 58/58 [==============================] - 0s 381us/step - loss: 0.4075 - accuracy: 0.8111 Epoch 363/500 58/58 [==============================] - 0s 366us/step - loss: 0.4078 - accuracy: 0.8118 Epoch 364/500 58/58 [==============================] - 0s 361us/step - loss: 0.4075 - accuracy: 0.8146 Epoch 365/500 58/58 [==============================] - 0s 383us/step - loss: 0.4067 - accuracy: 0.8174 Epoch 366/500 58/58 [==============================] - 0s 392us/step - loss: 0.4071 - accuracy: 0.8167 Epoch 367/500 58/58 [==============================] - 0s 363us/step - loss: 0.4072 - accuracy: 0.8181 Epoch 368/500 58/58 [==============================] - 0s 420us/step - loss: 0.4069 - accuracy: 0.8188 Epoch 369/500 58/58 [==============================] - 0s 364us/step - loss: 0.4073 - accuracy: 0.8174 Epoch 370/500 58/58 [==============================] - 0s 350us/step - loss: 0.4064 - accuracy: 0.8215 Epoch 371/500 58/58 [==============================] - 0s 362us/step - loss: 0.4068 - accuracy: 0.8139 Epoch 372/500 58/58 [==============================] - 0s 369us/step - loss: 0.4066 - accuracy: 0.8167 Epoch 373/500 58/58 [==============================] - 0s 343us/step - loss: 0.4073 - accuracy: 0.8132 Epoch 374/500 58/58 [==============================] - 0s 381us/step - loss: 0.4070 - accuracy: 0.8090 Epoch 375/500 58/58 [==============================] - 0s 345us/step - loss: 0.4068 - accuracy: 0.8139 Epoch 376/500 58/58 [==============================] - 0s 346us/step - loss: 0.4064 - accuracy: 0.8167 Epoch 377/500 58/58 [==============================] - 0s 365us/step - loss: 0.4059 - accuracy: 0.8208 Epoch 378/500 58/58 [==============================] - 0s 388us/step - loss: 0.4068 - accuracy: 0.8188 Epoch 379/500 58/58 [==============================] - 0s 357us/step - loss: 0.4073 - accuracy: 0.8188 Epoch 380/500 58/58 [==============================] - 0s 373us/step - loss: 0.4066 - accuracy: 0.8174 Epoch 381/500 58/58 [==============================] - 0s 368us/step - loss: 0.4068 - accuracy: 0.8181 Epoch 382/500 58/58 [==============================] - 0s 351us/step - loss: 0.4063 - accuracy: 0.8153 Epoch 383/500 58/58 [==============================] - 0s 358us/step - loss: 0.4071 - accuracy: 0.8174 Epoch 384/500 58/58 [==============================] - 0s 338us/step - loss: 0.4069 - accuracy: 0.8125 Epoch 385/500 58/58 [==============================] - 0s 370us/step - loss: 0.4065 - accuracy: 0.8118 Epoch 386/500 58/58 [==============================] - 0s 369us/step - loss: 0.4063 - accuracy: 0.8174 Epoch 387/500 58/58 [==============================] - 0s 347us/step - loss: 0.4067 - accuracy: 0.8167 Epoch 388/500 58/58 [==============================] - 0s 346us/step - loss: 0.4058 - accuracy: 0.8194 Epoch 389/500 58/58 [==============================] - 0s 356us/step - loss: 0.4059 - accuracy: 0.8174 Epoch 390/500 58/58 [==============================] - 0s 364us/step - loss: 0.4065 - accuracy: 0.8208 Epoch 391/500 58/58 [==============================] - 0s 382us/step - loss: 0.4069 - accuracy: 0.8222 Epoch 392/500 58/58 [==============================] - 0s 418us/step - loss: 0.4064 - accuracy: 0.8139 Epoch 393/500 58/58 [==============================] - 0s 377us/step - loss: 0.4064 - accuracy: 0.8194 Epoch 394/500 58/58 [==============================] - 0s 354us/step - loss: 0.4060 - accuracy: 0.8174 Epoch 395/500 58/58 [==============================] - 0s 360us/step - loss: 0.4057 - accuracy: 0.8181 Epoch 396/500 58/58 [==============================] - 0s 361us/step - loss: 0.4065 - accuracy: 0.8160 Epoch 397/500 58/58 [==============================] - 0s 374us/step - loss: 0.4066 - accuracy: 0.8208 Epoch 398/500 58/58 [==============================] - 0s 371us/step - loss: 0.4063 - accuracy: 0.8201 Epoch 399/500 58/58 [==============================] - 0s 348us/step - loss: 0.4050 - accuracy: 0.8174 Epoch 400/500 58/58 [==============================] - 0s 350us/step - loss: 0.4065 - accuracy: 0.8174 Epoch 401/500 58/58 [==============================] - 0s 347us/step - loss: 0.4057 - accuracy: 0.8174 Epoch 402/500 58/58 [==============================] - 0s 356us/step - loss: 0.4065 - accuracy: 0.8139 Epoch 403/500 58/58 [==============================] - 0s 380us/step - loss: 0.4061 - accuracy: 0.8139 Epoch 404/500 58/58 [==============================] - 0s 399us/step - loss: 0.4060 - accuracy: 0.8174 Epoch 405/500 58/58 [==============================] - 0s 368us/step - loss: 0.4062 - accuracy: 0.8174 Epoch 406/500 58/58 [==============================] - 0s 357us/step - loss: 0.4060 - accuracy: 0.8160 Epoch 407/500 58/58 [==============================] - 0s 356us/step - loss: 0.4060 - accuracy: 0.8194 Epoch 408/500 58/58 [==============================] - 0s 352us/step - loss: 0.4058 - accuracy: 0.8215 Epoch 409/500 58/58 [==============================] - 0s 379us/step - loss: 0.4063 - accuracy: 0.8167 Epoch 410/500 58/58 [==============================] - 0s 369us/step - loss: 0.4060 - accuracy: 0.8188 Epoch 411/500 58/58 [==============================] - 0s 352us/step - loss: 0.4057 - accuracy: 0.8167 Epoch 412/500 58/58 [==============================] - 0s 350us/step - loss: 0.4058 - accuracy: 0.8181 Epoch 413/500 58/58 [==============================] - 0s 372us/step - loss: 0.4063 - accuracy: 0.8181 Epoch 414/500 58/58 [==============================] - 0s 347us/step - loss: 0.4057 - accuracy: 0.8160 Epoch 415/500 58/58 [==============================] - 0s 384us/step - loss: 0.4058 - accuracy: 0.8167 Epoch 416/500 58/58 [==============================] - 0s 426us/step - loss: 0.4053 - accuracy: 0.8181 Epoch 417/500 58/58 [==============================] - 0s 376us/step - loss: 0.4061 - accuracy: 0.8167 Epoch 418/500 58/58 [==============================] - 0s 343us/step - loss: 0.4052 - accuracy: 0.8215 Epoch 419/500 58/58 [==============================] - 0s 368us/step - loss: 0.4056 - accuracy: 0.8229 Epoch 420/500 58/58 [==============================] - 0s 351us/step - loss: 0.4056 - accuracy: 0.8201 Epoch 421/500 58/58 [==============================] - 0s 365us/step - loss: 0.4051 - accuracy: 0.8271 Epoch 422/500 58/58 [==============================] - 0s 362us/step - loss: 0.4051 - accuracy: 0.8181 Epoch 423/500 58/58 [==============================] - 0s 342us/step - loss: 0.4062 - accuracy: 0.8153 Epoch 424/500 58/58 [==============================] - 0s 512us/step - loss: 0.4052 - accuracy: 0.8160 Epoch 425/500 58/58 [==============================] - 0s 378us/step - loss: 0.4054 - accuracy: 0.8201 Epoch 426/500 58/58 [==============================] - 0s 386us/step - loss: 0.4051 - accuracy: 0.8139 Epoch 427/500 58/58 [==============================] - 0s 352us/step - loss: 0.4054 - accuracy: 0.8208 Epoch 428/500 58/58 [==============================] - 0s 340us/step - loss: 0.4047 - accuracy: 0.8167 Epoch 429/500 58/58 [==============================] - 0s 360us/step - loss: 0.4047 - accuracy: 0.8188 Epoch 430/500 58/58 [==============================] - 0s 329us/step - loss: 0.4057 - accuracy: 0.8257 Epoch 431/500 58/58 [==============================] - 0s 362us/step - loss: 0.4050 - accuracy: 0.8194 Epoch 432/500 58/58 [==============================] - 0s 334us/step - loss: 0.4049 - accuracy: 0.8229 Epoch 433/500 58/58 [==============================] - 0s 330us/step - loss: 0.4050 - accuracy: 0.8188 Epoch 434/500 58/58 [==============================] - 0s 348us/step - loss: 0.4057 - accuracy: 0.8201 Epoch 435/500 58/58 [==============================] - 0s 360us/step - loss: 0.4054 - accuracy: 0.8188 Epoch 436/500 58/58 [==============================] - 0s 361us/step - loss: 0.4051 - accuracy: 0.8160 Epoch 437/500 58/58 [==============================] - 0s 358us/step - loss: 0.4041 - accuracy: 0.8215 Epoch 438/500 58/58 [==============================] - 0s 357us/step - loss: 0.4055 - accuracy: 0.8153 Epoch 439/500 58/58 [==============================] - 0s 374us/step - loss: 0.4056 - accuracy: 0.8194 Epoch 440/500 58/58 [==============================] - 0s 414us/step - loss: 0.4047 - accuracy: 0.8222 Epoch 441/500 58/58 [==============================] - 0s 363us/step - loss: 0.4051 - accuracy: 0.8181 Epoch 442/500 58/58 [==============================] - 0s 351us/step - loss: 0.4042 - accuracy: 0.8229 Epoch 443/500 58/58 [==============================] - 0s 366us/step - loss: 0.4052 - accuracy: 0.8139 Epoch 444/500 58/58 [==============================] - 0s 352us/step - loss: 0.4049 - accuracy: 0.8153 Epoch 445/500 58/58 [==============================] - 0s 358us/step - loss: 0.4056 - accuracy: 0.8174 Epoch 446/500 58/58 [==============================] - 0s 393us/step - loss: 0.4052 - accuracy: 0.8208 Epoch 447/500 58/58 [==============================] - 0s 353us/step - loss: 0.4041 - accuracy: 0.8174 Epoch 448/500 58/58 [==============================] - 0s 346us/step - loss: 0.4042 - accuracy: 0.8201 Epoch 449/500 58/58 [==============================] - 0s 375us/step - loss: 0.4052 - accuracy: 0.8160 Epoch 450/500 58/58 [==============================] - 0s 355us/step - loss: 0.4047 - accuracy: 0.8146 Epoch 451/500 58/58 [==============================] - 0s 371us/step - loss: 0.4052 - accuracy: 0.8160 Epoch 452/500 58/58 [==============================] - 0s 370us/step - loss: 0.4048 - accuracy: 0.8188 Epoch 453/500 58/58 [==============================] - 0s 354us/step - loss: 0.4060 - accuracy: 0.8160 Epoch 454/500 58/58 [==============================] - 0s 340us/step - loss: 0.4045 - accuracy: 0.8215 Epoch 455/500 58/58 [==============================] - 0s 370us/step - loss: 0.4056 - accuracy: 0.8174 Epoch 456/500 58/58 [==============================] - 0s 352us/step - loss: 0.4052 - accuracy: 0.8201 Epoch 457/500 58/58 [==============================] - 0s 376us/step - loss: 0.4047 - accuracy: 0.8188 Epoch 458/500 58/58 [==============================] - 0s 357us/step - loss: 0.4049 - accuracy: 0.8208 Epoch 459/500 58/58 [==============================] - 0s 352us/step - loss: 0.4054 - accuracy: 0.8215 Epoch 460/500 58/58 [==============================] - 0s 357us/step - loss: 0.4046 - accuracy: 0.8188 Epoch 461/500 58/58 [==============================] - 0s 368us/step - loss: 0.4047 - accuracy: 0.8181 Epoch 462/500 58/58 [==============================] - 0s 358us/step - loss: 0.4047 - accuracy: 0.8188 Epoch 463/500 58/58 [==============================] - 0s 391us/step - loss: 0.4049 - accuracy: 0.8215 Epoch 464/500 58/58 [==============================] - 0s 404us/step - loss: 0.4055 - accuracy: 0.8181 Epoch 465/500 58/58 [==============================] - 0s 368us/step - loss: 0.4053 - accuracy: 0.8174 Epoch 466/500 58/58 [==============================] - 0s 345us/step - loss: 0.4051 - accuracy: 0.8201 Epoch 467/500 58/58 [==============================] - 0s 364us/step - loss: 0.4041 - accuracy: 0.8153 Epoch 468/500 58/58 [==============================] - 0s 349us/step - loss: 0.4052 - accuracy: 0.8215 Epoch 469/500 58/58 [==============================] - 0s 378us/step - loss: 0.4045 - accuracy: 0.8174 Epoch 470/500 58/58 [==============================] - 0s 371us/step - loss: 0.4052 - accuracy: 0.8208 Epoch 471/500 58/58 [==============================] - 0s 351us/step - loss: 0.4043 - accuracy: 0.8146 Epoch 472/500 58/58 [==============================] - 0s 339us/step - loss: 0.4047 - accuracy: 0.8194 Epoch 473/500 58/58 [==============================] - 0s 364us/step - loss: 0.4035 - accuracy: 0.8146 Epoch 474/500 58/58 [==============================] - 0s 361us/step - loss: 0.4053 - accuracy: 0.8160 Epoch 475/500 58/58 [==============================] - 0s 388us/step - loss: 0.4043 - accuracy: 0.8194 Epoch 476/500 58/58 [==============================] - 0s 374us/step - loss: 0.4047 - accuracy: 0.8167 Epoch 477/500 58/58 [==============================] - 0s 355us/step - loss: 0.4043 - accuracy: 0.8188 Epoch 478/500 58/58 [==============================] - 0s 338us/step - loss: 0.4045 - accuracy: 0.8167 Epoch 479/500 58/58 [==============================] - 0s 358us/step - loss: 0.4030 - accuracy: 0.8229 Epoch 480/500 58/58 [==============================] - 0s 363us/step - loss: 0.4050 - accuracy: 0.8194 Epoch 481/500 58/58 [==============================] - 0s 382us/step - loss: 0.4044 - accuracy: 0.8153 Epoch 482/500 58/58 [==============================] - 0s 360us/step - loss: 0.4041 - accuracy: 0.8174 Epoch 483/500 58/58 [==============================] - 0s 373us/step - loss: 0.4029 - accuracy: 0.8188 Epoch 484/500 58/58 [==============================] - 0s 351us/step - loss: 0.4049 - accuracy: 0.8229 Epoch 485/500 58/58 [==============================] - 0s 355us/step - loss: 0.4041 - accuracy: 0.8201 Epoch 486/500 58/58 [==============================] - 0s 357us/step - loss: 0.4042 - accuracy: 0.8208 Epoch 487/500 58/58 [==============================] - 0s 380us/step - loss: 0.4037 - accuracy: 0.8222 Epoch 488/500 58/58 [==============================] - 0s 373us/step - loss: 0.4035 - accuracy: 0.8236 Epoch 489/500 58/58 [==============================] - 0s 342us/step - loss: 0.4016 - accuracy: 0.8215 Epoch 490/500 58/58 [==============================] - 0s 344us/step - loss: 0.4039 - accuracy: 0.8188 Epoch 491/500 58/58 [==============================] - 0s 349us/step - loss: 0.4043 - accuracy: 0.8201 Epoch 492/500 58/58 [==============================] - 0s 371us/step - loss: 0.4037 - accuracy: 0.8208 Epoch 493/500 58/58 [==============================] - 0s 363us/step - loss: 0.4039 - accuracy: 0.8188 Epoch 494/500 58/58 [==============================] - 0s 364us/step - loss: 0.4038 - accuracy: 0.8222 Epoch 495/500 58/58 [==============================] - 0s 379us/step - loss: 0.4042 - accuracy: 0.8188 Epoch 496/500 58/58 [==============================] - 0s 378us/step - loss: 0.4041 - accuracy: 0.8208 Epoch 497/500 58/58 [==============================] - 0s 397us/step - loss: 0.4040 - accuracy: 0.8208 Epoch 498/500 58/58 [==============================] - 0s 382us/step - loss: 0.4037 - accuracy: 0.8188 Epoch 499/500 58/58 [==============================] - 0s 343us/step - loss: 0.4032 - accuracy: 0.8181 Epoch 500/500 58/58 [==============================] - 0s 359us/step - loss: 0.4037 - accuracy: 0.8236 5/5 [==============================] - 0s 552us/step Epoch 1/500 58/58 [==============================] - 0s 501us/step - loss: 0.6884 - accuracy: 0.6528 Epoch 2/500 58/58 [==============================] - 0s 413us/step - loss: 0.6806 - accuracy: 0.6604 Epoch 3/500 58/58 [==============================] - 0s 378us/step - loss: 0.6721 - accuracy: 0.6597 Epoch 4/500 58/58 [==============================] - 0s 346us/step - loss: 0.6616 - accuracy: 0.6910 Epoch 5/500 58/58 [==============================] - 0s 348us/step - loss: 0.6490 - accuracy: 0.7479 Epoch 6/500 58/58 [==============================] - 0s 364us/step - loss: 0.6357 - accuracy: 0.7688 Epoch 7/500 58/58 [==============================] - 0s 357us/step - loss: 0.6229 - accuracy: 0.7688 Epoch 8/500 58/58 [==============================] - 0s 366us/step - loss: 0.6104 - accuracy: 0.7722 Epoch 9/500 58/58 [==============================] - 0s 427us/step - loss: 0.5996 - accuracy: 0.7743 Epoch 10/500 58/58 [==============================] - 0s 356us/step - loss: 0.5896 - accuracy: 0.7736 Epoch 11/500 58/58 [==============================] - 0s 351us/step - loss: 0.5807 - accuracy: 0.7701 Epoch 12/500 58/58 [==============================] - 0s 368us/step - loss: 0.5723 - accuracy: 0.7694 Epoch 13/500 58/58 [==============================] - 0s 366us/step - loss: 0.5645 - accuracy: 0.7729 Epoch 14/500 58/58 [==============================] - 0s 360us/step - loss: 0.5574 - accuracy: 0.7771 Epoch 15/500 58/58 [==============================] - 0s 362us/step - loss: 0.5511 - accuracy: 0.7757 Epoch 16/500 58/58 [==============================] - 0s 346us/step - loss: 0.5457 - accuracy: 0.7729 Epoch 17/500 58/58 [==============================] - 0s 348us/step - loss: 0.5401 - accuracy: 0.7785 Epoch 18/500 58/58 [==============================] - 0s 365us/step - loss: 0.5352 - accuracy: 0.7799 Epoch 19/500 58/58 [==============================] - 0s 344us/step - loss: 0.5304 - accuracy: 0.7806 Epoch 20/500 58/58 [==============================] - 0s 361us/step - loss: 0.5256 - accuracy: 0.7806 Epoch 21/500 58/58 [==============================] - 0s 382us/step - loss: 0.5217 - accuracy: 0.7785 Epoch 22/500 58/58 [==============================] - 0s 353us/step - loss: 0.5178 - accuracy: 0.7792 Epoch 23/500 58/58 [==============================] - 0s 334us/step - loss: 0.5147 - accuracy: 0.7812 Epoch 24/500 58/58 [==============================] - 0s 369us/step - loss: 0.5113 - accuracy: 0.7812 Epoch 25/500 58/58 [==============================] - 0s 353us/step - loss: 0.5082 - accuracy: 0.7799 Epoch 26/500 58/58 [==============================] - 0s 377us/step - loss: 0.5055 - accuracy: 0.7812 Epoch 27/500 58/58 [==============================] - 0s 369us/step - loss: 0.5027 - accuracy: 0.7826 Epoch 28/500 58/58 [==============================] - 0s 350us/step - loss: 0.5004 - accuracy: 0.7806 Epoch 29/500 58/58 [==============================] - 0s 348us/step - loss: 0.4981 - accuracy: 0.7792 Epoch 30/500 58/58 [==============================] - 0s 367us/step - loss: 0.4960 - accuracy: 0.7812 Epoch 31/500 58/58 [==============================] - 0s 355us/step - loss: 0.4936 - accuracy: 0.7792 Epoch 32/500 58/58 [==============================] - 0s 378us/step - loss: 0.4916 - accuracy: 0.7826 Epoch 33/500 58/58 [==============================] - 0s 420us/step - loss: 0.4899 - accuracy: 0.7847 Epoch 34/500 58/58 [==============================] - 0s 378us/step - loss: 0.4883 - accuracy: 0.7826 Epoch 35/500 58/58 [==============================] - 0s 363us/step - loss: 0.4864 - accuracy: 0.7812 Epoch 36/500 58/58 [==============================] - 0s 360us/step - loss: 0.4848 - accuracy: 0.7833 Epoch 37/500 58/58 [==============================] - 0s 353us/step - loss: 0.4831 - accuracy: 0.7812 Epoch 38/500 58/58 [==============================] - 0s 366us/step - loss: 0.4814 - accuracy: 0.7812 Epoch 39/500 58/58 [==============================] - 0s 368us/step - loss: 0.4800 - accuracy: 0.7854 Epoch 40/500 58/58 [==============================] - 0s 352us/step - loss: 0.4784 - accuracy: 0.7861 Epoch 41/500 58/58 [==============================] - 0s 352us/step - loss: 0.4770 - accuracy: 0.7861 Epoch 42/500 58/58 [==============================] - 0s 350us/step - loss: 0.4754 - accuracy: 0.7833 Epoch 43/500 58/58 [==============================] - 0s 341us/step - loss: 0.4737 - accuracy: 0.7924 Epoch 44/500 58/58 [==============================] - 0s 376us/step - loss: 0.4722 - accuracy: 0.7958 Epoch 45/500 58/58 [==============================] - 0s 372us/step - loss: 0.4707 - accuracy: 0.7937 Epoch 46/500 58/58 [==============================] - 0s 347us/step - loss: 0.4694 - accuracy: 0.7903 Epoch 47/500 58/58 [==============================] - 0s 350us/step - loss: 0.4682 - accuracy: 0.7951 Epoch 48/500 58/58 [==============================] - 0s 368us/step - loss: 0.4674 - accuracy: 0.7951 Epoch 49/500 58/58 [==============================] - 0s 342us/step - loss: 0.4662 - accuracy: 0.7958 Epoch 50/500 58/58 [==============================] - 0s 377us/step - loss: 0.4650 - accuracy: 0.7931 Epoch 51/500 58/58 [==============================] - 0s 382us/step - loss: 0.4641 - accuracy: 0.7937 Epoch 52/500 58/58 [==============================] - 0s 352us/step - loss: 0.4631 - accuracy: 0.7972 Epoch 53/500 58/58 [==============================] - 0s 347us/step - loss: 0.4620 - accuracy: 0.7986 Epoch 54/500 58/58 [==============================] - 0s 363us/step - loss: 0.4612 - accuracy: 0.7986 Epoch 55/500 58/58 [==============================] - 0s 367us/step - loss: 0.4601 - accuracy: 0.7965 Epoch 56/500 58/58 [==============================] - 0s 390us/step - loss: 0.4596 - accuracy: 0.8000 Epoch 57/500 58/58 [==============================] - 0s 418us/step - loss: 0.4583 - accuracy: 0.7979 Epoch 58/500 58/58 [==============================] - 0s 365us/step - loss: 0.4578 - accuracy: 0.7986 Epoch 59/500 58/58 [==============================] - 0s 341us/step - loss: 0.4567 - accuracy: 0.7937 Epoch 60/500 58/58 [==============================] - 0s 357us/step - loss: 0.4563 - accuracy: 0.7993 Epoch 61/500 58/58 [==============================] - 0s 348us/step - loss: 0.4555 - accuracy: 0.7979 Epoch 62/500 58/58 [==============================] - 0s 367us/step - loss: 0.4548 - accuracy: 0.7986 Epoch 63/500 58/58 [==============================] - 0s 356us/step - loss: 0.4536 - accuracy: 0.7965 Epoch 64/500 58/58 [==============================] - 0s 349us/step - loss: 0.4531 - accuracy: 0.7944 Epoch 65/500 58/58 [==============================] - 0s 331us/step - loss: 0.4521 - accuracy: 0.7951 Epoch 66/500 58/58 [==============================] - 0s 361us/step - loss: 0.4517 - accuracy: 0.7944 Epoch 67/500 58/58 [==============================] - 0s 379us/step - loss: 0.4511 - accuracy: 0.7944 Epoch 68/500 58/58 [==============================] - 0s 384us/step - loss: 0.4505 - accuracy: 0.7972 Epoch 69/500 58/58 [==============================] - 0s 385us/step - loss: 0.4495 - accuracy: 0.7958 Epoch 70/500 58/58 [==============================] - 0s 364us/step - loss: 0.4488 - accuracy: 0.7965 Epoch 71/500 58/58 [==============================] - 0s 371us/step - loss: 0.4480 - accuracy: 0.7965 Epoch 72/500 58/58 [==============================] - 0s 359us/step - loss: 0.4478 - accuracy: 0.7951 Epoch 73/500 58/58 [==============================] - 0s 359us/step - loss: 0.4474 - accuracy: 0.7965 Epoch 74/500 58/58 [==============================] - 0s 386us/step - loss: 0.4464 - accuracy: 0.7937 Epoch 75/500 58/58 [==============================] - 0s 382us/step - loss: 0.4455 - accuracy: 0.7924 Epoch 76/500 58/58 [==============================] - 0s 356us/step - loss: 0.4444 - accuracy: 0.7972 Epoch 77/500 58/58 [==============================] - 0s 346us/step - loss: 0.4447 - accuracy: 0.7951 Epoch 78/500 58/58 [==============================] - 0s 348us/step - loss: 0.4440 - accuracy: 0.7931 Epoch 79/500 58/58 [==============================] - 0s 358us/step - loss: 0.4433 - accuracy: 0.7917 Epoch 80/500 58/58 [==============================] - 0s 379us/step - loss: 0.4428 - accuracy: 0.7951 Epoch 81/500 58/58 [==============================] - 0s 418us/step - loss: 0.4421 - accuracy: 0.7944 Epoch 82/500 58/58 [==============================] - 0s 361us/step - loss: 0.4416 - accuracy: 0.7951 Epoch 83/500 58/58 [==============================] - 0s 350us/step - loss: 0.4411 - accuracy: 0.7951 Epoch 84/500 58/58 [==============================] - 0s 354us/step - loss: 0.4401 - accuracy: 0.7924 Epoch 85/500 58/58 [==============================] - 0s 353us/step - loss: 0.4404 - accuracy: 0.7993 Epoch 86/500 58/58 [==============================] - 0s 367us/step - loss: 0.4401 - accuracy: 0.7965 Epoch 87/500 58/58 [==============================] - 0s 362us/step - loss: 0.4396 - accuracy: 0.7944 Epoch 88/500 58/58 [==============================] - 0s 349us/step - loss: 0.4395 - accuracy: 0.7931 Epoch 89/500 58/58 [==============================] - 0s 354us/step - loss: 0.4388 - accuracy: 0.7903 Epoch 90/500 58/58 [==============================] - 0s 357us/step - loss: 0.4385 - accuracy: 0.7944 Epoch 91/500 58/58 [==============================] - 0s 359us/step - loss: 0.4382 - accuracy: 0.7972 Epoch 92/500 58/58 [==============================] - 0s 382us/step - loss: 0.4379 - accuracy: 0.7944 Epoch 93/500 58/58 [==============================] - 0s 368us/step - loss: 0.4377 - accuracy: 0.7958 Epoch 94/500 58/58 [==============================] - 0s 359us/step - loss: 0.4372 - accuracy: 0.7937 Epoch 95/500 58/58 [==============================] - 0s 348us/step - loss: 0.4371 - accuracy: 0.7958 Epoch 96/500 58/58 [==============================] - 0s 349us/step - loss: 0.4369 - accuracy: 0.8000 Epoch 97/500 58/58 [==============================] - 0s 355us/step - loss: 0.4363 - accuracy: 0.7979 Epoch 98/500 58/58 [==============================] - 0s 367us/step - loss: 0.4363 - accuracy: 0.7937 Epoch 99/500 58/58 [==============================] - 0s 343us/step - loss: 0.4357 - accuracy: 0.7944 Epoch 100/500 58/58 [==============================] - 0s 368us/step - loss: 0.4354 - accuracy: 0.7931 Epoch 101/500 58/58 [==============================] - 0s 350us/step - loss: 0.4353 - accuracy: 0.7993 Epoch 102/500 58/58 [==============================] - 0s 349us/step - loss: 0.4348 - accuracy: 0.7993 Epoch 103/500 58/58 [==============================] - 0s 361us/step - loss: 0.4348 - accuracy: 0.7951 Epoch 104/500 58/58 [==============================] - 0s 388us/step - loss: 0.4342 - accuracy: 0.8021 Epoch 105/500 58/58 [==============================] - 0s 371us/step - loss: 0.4345 - accuracy: 0.7944 Epoch 106/500 58/58 [==============================] - 0s 386us/step - loss: 0.4337 - accuracy: 0.7972 Epoch 107/500 58/58 [==============================] - 0s 352us/step - loss: 0.4343 - accuracy: 0.7910 Epoch 108/500 58/58 [==============================] - 0s 351us/step - loss: 0.4336 - accuracy: 0.8000 Epoch 109/500 58/58 [==============================] - 0s 361us/step - loss: 0.4334 - accuracy: 0.8014 Epoch 110/500 58/58 [==============================] - 0s 358us/step - loss: 0.4332 - accuracy: 0.8000 Epoch 111/500 58/58 [==============================] - 0s 351us/step - loss: 0.4328 - accuracy: 0.7965 Epoch 112/500 58/58 [==============================] - 0s 352us/step - loss: 0.4329 - accuracy: 0.8007 Epoch 113/500 58/58 [==============================] - 0s 351us/step - loss: 0.4326 - accuracy: 0.7993 Epoch 114/500 58/58 [==============================] - 0s 341us/step - loss: 0.4326 - accuracy: 0.8007 Epoch 115/500 58/58 [==============================] - 0s 355us/step - loss: 0.4323 - accuracy: 0.7979 Epoch 116/500 58/58 [==============================] - 0s 361us/step - loss: 0.4318 - accuracy: 0.8021 Epoch 117/500 58/58 [==============================] - 0s 351us/step - loss: 0.4316 - accuracy: 0.8007 Epoch 118/500 58/58 [==============================] - 0s 384us/step - loss: 0.4313 - accuracy: 0.7993 Epoch 119/500 58/58 [==============================] - 0s 351us/step - loss: 0.4311 - accuracy: 0.8014 Epoch 120/500 58/58 [==============================] - 0s 351us/step - loss: 0.4311 - accuracy: 0.8000 Epoch 121/500 58/58 [==============================] - 0s 362us/step - loss: 0.4310 - accuracy: 0.8028 Epoch 122/500 58/58 [==============================] - 0s 357us/step - loss: 0.4307 - accuracy: 0.8000 Epoch 123/500 58/58 [==============================] - 0s 361us/step - loss: 0.4307 - accuracy: 0.8049 Epoch 124/500 58/58 [==============================] - 0s 361us/step - loss: 0.4303 - accuracy: 0.7958 Epoch 125/500 58/58 [==============================] - 0s 347us/step - loss: 0.4307 - accuracy: 0.8021 Epoch 126/500 58/58 [==============================] - 0s 345us/step - loss: 0.4300 - accuracy: 0.8014 Epoch 127/500 58/58 [==============================] - 0s 360us/step - loss: 0.4302 - accuracy: 0.7986 Epoch 128/500 58/58 [==============================] - 0s 354us/step - loss: 0.4299 - accuracy: 0.7986 Epoch 129/500 58/58 [==============================] - 0s 385us/step - loss: 0.4294 - accuracy: 0.8014 Epoch 130/500 58/58 [==============================] - 0s 406us/step - loss: 0.4296 - accuracy: 0.7986 Epoch 131/500 58/58 [==============================] - 0s 371us/step - loss: 0.4294 - accuracy: 0.7972 Epoch 132/500 58/58 [==============================] - 0s 351us/step - loss: 0.4294 - accuracy: 0.7993 Epoch 133/500 58/58 [==============================] - 0s 351us/step - loss: 0.4283 - accuracy: 0.7944 Epoch 134/500 58/58 [==============================] - 0s 354us/step - loss: 0.4290 - accuracy: 0.8035 Epoch 135/500 58/58 [==============================] - 0s 362us/step - loss: 0.4294 - accuracy: 0.8021 Epoch 136/500 58/58 [==============================] - 0s 368us/step - loss: 0.4287 - accuracy: 0.7986 Epoch 137/500 58/58 [==============================] - 0s 341us/step - loss: 0.4281 - accuracy: 0.7979 Epoch 138/500 58/58 [==============================] - 0s 343us/step - loss: 0.4280 - accuracy: 0.8000 Epoch 139/500 58/58 [==============================] - 0s 365us/step - loss: 0.4284 - accuracy: 0.7931 Epoch 140/500 58/58 [==============================] - 0s 346us/step - loss: 0.4280 - accuracy: 0.7986 Epoch 141/500 58/58 [==============================] - 0s 372us/step - loss: 0.4281 - accuracy: 0.7965 Epoch 142/500 58/58 [==============================] - 0s 382us/step - loss: 0.4277 - accuracy: 0.7965 Epoch 143/500 58/58 [==============================] - 0s 348us/step - loss: 0.4277 - accuracy: 0.7958 Epoch 144/500 58/58 [==============================] - 0s 339us/step - loss: 0.4277 - accuracy: 0.7965 Epoch 145/500 58/58 [==============================] - 0s 355us/step - loss: 0.4268 - accuracy: 0.7944 Epoch 146/500 58/58 [==============================] - 0s 356us/step - loss: 0.4267 - accuracy: 0.7965 Epoch 147/500 58/58 [==============================] - 0s 373us/step - loss: 0.4268 - accuracy: 0.8007 Epoch 148/500 58/58 [==============================] - 0s 355us/step - loss: 0.4265 - accuracy: 0.7931 Epoch 149/500 58/58 [==============================] - 0s 358us/step - loss: 0.4265 - accuracy: 0.7958 Epoch 150/500 58/58 [==============================] - 0s 357us/step - loss: 0.4265 - accuracy: 0.7951 Epoch 151/500 58/58 [==============================] - 0s 336us/step - loss: 0.4262 - accuracy: 0.7958 Epoch 152/500 58/58 [==============================] - 0s 353us/step - loss: 0.4258 - accuracy: 0.7937 Epoch 153/500 58/58 [==============================] - 0s 390us/step - loss: 0.4259 - accuracy: 0.7951 Epoch 154/500 58/58 [==============================] - 0s 402us/step - loss: 0.4258 - accuracy: 0.7993 Epoch 155/500 58/58 [==============================] - 0s 361us/step - loss: 0.4258 - accuracy: 0.7937 Epoch 156/500 58/58 [==============================] - 0s 360us/step - loss: 0.4255 - accuracy: 0.7986 Epoch 157/500 58/58 [==============================] - 0s 368us/step - loss: 0.4254 - accuracy: 0.7972 Epoch 158/500 58/58 [==============================] - 0s 342us/step - loss: 0.4254 - accuracy: 0.7979 Epoch 159/500 58/58 [==============================] - 0s 373us/step - loss: 0.4250 - accuracy: 0.7972 Epoch 160/500 58/58 [==============================] - 0s 373us/step - loss: 0.4251 - accuracy: 0.7993 Epoch 161/500 58/58 [==============================] - 0s 361us/step - loss: 0.4251 - accuracy: 0.7951 Epoch 162/500 58/58 [==============================] - 0s 345us/step - loss: 0.4249 - accuracy: 0.7931 Epoch 163/500 58/58 [==============================] - 0s 347us/step - loss: 0.4244 - accuracy: 0.7972 Epoch 164/500 58/58 [==============================] - 0s 364us/step - loss: 0.4244 - accuracy: 0.7944 Epoch 165/500 58/58 [==============================] - 0s 370us/step - loss: 0.4244 - accuracy: 0.7979 Epoch 166/500 58/58 [==============================] - 0s 352us/step - loss: 0.4239 - accuracy: 0.7958 Epoch 167/500 58/58 [==============================] - 0s 361us/step - loss: 0.4240 - accuracy: 0.7917 Epoch 168/500 58/58 [==============================] - 0s 350us/step - loss: 0.4237 - accuracy: 0.7979 Epoch 169/500 58/58 [==============================] - 0s 349us/step - loss: 0.4237 - accuracy: 0.7972 Epoch 170/500 58/58 [==============================] - 0s 359us/step - loss: 0.4230 - accuracy: 0.7951 Epoch 171/500 58/58 [==============================] - 0s 353us/step - loss: 0.4234 - accuracy: 0.7937 Epoch 172/500 58/58 [==============================] - 0s 350us/step - loss: 0.4236 - accuracy: 0.7972 Epoch 173/500 58/58 [==============================] - 0s 361us/step - loss: 0.4233 - accuracy: 0.7965 Epoch 174/500 58/58 [==============================] - 0s 352us/step - loss: 0.4228 - accuracy: 0.7951 Epoch 175/500 58/58 [==============================] - 0s 349us/step - loss: 0.4231 - accuracy: 0.7951 Epoch 176/500 58/58 [==============================] - 0s 362us/step - loss: 0.4229 - accuracy: 0.7979 Epoch 177/500 58/58 [==============================] - 0s 373us/step - loss: 0.4225 - accuracy: 0.7972 Epoch 178/500 58/58 [==============================] - 0s 358us/step - loss: 0.4220 - accuracy: 0.7986 Epoch 179/500 58/58 [==============================] - 0s 422us/step - loss: 0.4220 - accuracy: 0.7986 Epoch 180/500 58/58 [==============================] - 0s 369us/step - loss: 0.4219 - accuracy: 0.7931 Epoch 181/500 58/58 [==============================] - 0s 336us/step - loss: 0.4218 - accuracy: 0.7958 Epoch 182/500 58/58 [==============================] - 0s 357us/step - loss: 0.4220 - accuracy: 0.7979 Epoch 183/500 58/58 [==============================] - 0s 362us/step - loss: 0.4216 - accuracy: 0.7937 Epoch 184/500 58/58 [==============================] - 0s 347us/step - loss: 0.4216 - accuracy: 0.7965 Epoch 185/500 58/58 [==============================] - 0s 370us/step - loss: 0.4210 - accuracy: 0.7937 Epoch 186/500 58/58 [==============================] - 0s 341us/step - loss: 0.4217 - accuracy: 0.7972 Epoch 187/500 58/58 [==============================] - 0s 336us/step - loss: 0.4209 - accuracy: 0.7951 Epoch 188/500 58/58 [==============================] - 0s 364us/step - loss: 0.4209 - accuracy: 0.7951 Epoch 189/500 58/58 [==============================] - 0s 363us/step - loss: 0.4209 - accuracy: 0.7972 Epoch 190/500 58/58 [==============================] - 0s 378us/step - loss: 0.4204 - accuracy: 0.8035 Epoch 191/500 58/58 [==============================] - 0s 381us/step - loss: 0.4199 - accuracy: 0.7972 Epoch 192/500 58/58 [==============================] - 0s 360us/step - loss: 0.4205 - accuracy: 0.7958 Epoch 193/500 58/58 [==============================] - 0s 345us/step - loss: 0.4198 - accuracy: 0.8021 Epoch 194/500 58/58 [==============================] - 0s 362us/step - loss: 0.4198 - accuracy: 0.7972 Epoch 195/500 58/58 [==============================] - 0s 346us/step - loss: 0.4197 - accuracy: 0.8014 Epoch 196/500 58/58 [==============================] - 0s 357us/step - loss: 0.4192 - accuracy: 0.8007 Epoch 197/500 58/58 [==============================] - 0s 364us/step - loss: 0.4193 - accuracy: 0.8007 Epoch 198/500 58/58 [==============================] - 0s 348us/step - loss: 0.4190 - accuracy: 0.8028 Epoch 199/500 58/58 [==============================] - 0s 354us/step - loss: 0.4192 - accuracy: 0.8021 Epoch 200/500 58/58 [==============================] - 0s 363us/step - loss: 0.4191 - accuracy: 0.8049 Epoch 201/500 58/58 [==============================] - 0s 348us/step - loss: 0.4187 - accuracy: 0.8014 Epoch 202/500 58/58 [==============================] - 0s 377us/step - loss: 0.4186 - accuracy: 0.8076 Epoch 203/500 58/58 [==============================] - 0s 371us/step - loss: 0.4182 - accuracy: 0.8028 Epoch 204/500 58/58 [==============================] - 0s 350us/step - loss: 0.4182 - accuracy: 0.8056 Epoch 205/500 58/58 [==============================] - 0s 344us/step - loss: 0.4182 - accuracy: 0.8062 Epoch 206/500 58/58 [==============================] - 0s 368us/step - loss: 0.4183 - accuracy: 0.8042 Epoch 207/500 58/58 [==============================] - 0s 382us/step - loss: 0.4178 - accuracy: 0.8083 Epoch 208/500 58/58 [==============================] - 0s 374us/step - loss: 0.4178 - accuracy: 0.8021 Epoch 209/500 58/58 [==============================] - 0s 381us/step - loss: 0.4172 - accuracy: 0.8062 Epoch 210/500 58/58 [==============================] - 0s 380us/step - loss: 0.4176 - accuracy: 0.8028 Epoch 211/500 58/58 [==============================] - 0s 365us/step - loss: 0.4173 - accuracy: 0.8083 Epoch 212/500 58/58 [==============================] - 0s 405us/step - loss: 0.4166 - accuracy: 0.8062 Epoch 213/500 58/58 [==============================] - 0s 372us/step - loss: 0.4169 - accuracy: 0.8076 Epoch 214/500 58/58 [==============================] - 0s 356us/step - loss: 0.4166 - accuracy: 0.8083 Epoch 215/500 58/58 [==============================] - 0s 361us/step - loss: 0.4166 - accuracy: 0.8062 Epoch 216/500 58/58 [==============================] - 0s 344us/step - loss: 0.4164 - accuracy: 0.8118 Epoch 217/500 58/58 [==============================] - 0s 362us/step - loss: 0.4163 - accuracy: 0.8035 Epoch 218/500 58/58 [==============================] - 0s 369us/step - loss: 0.4158 - accuracy: 0.8090 Epoch 219/500 58/58 [==============================] - 0s 350us/step - loss: 0.4160 - accuracy: 0.8042 Epoch 220/500 58/58 [==============================] - 0s 343us/step - loss: 0.4156 - accuracy: 0.8076 Epoch 221/500 58/58 [==============================] - 0s 352us/step - loss: 0.4158 - accuracy: 0.8090 Epoch 222/500 58/58 [==============================] - 0s 345us/step - loss: 0.4157 - accuracy: 0.8097 Epoch 223/500 58/58 [==============================] - 0s 369us/step - loss: 0.4152 - accuracy: 0.8097 Epoch 224/500 58/58 [==============================] - 0s 365us/step - loss: 0.4145 - accuracy: 0.8090 Epoch 225/500 58/58 [==============================] - 0s 345us/step - loss: 0.4153 - accuracy: 0.8069 Epoch 226/500 58/58 [==============================] - 0s 346us/step - loss: 0.4147 - accuracy: 0.8118 Epoch 227/500 58/58 [==============================] - 0s 352us/step - loss: 0.4142 - accuracy: 0.8076 Epoch 228/500 58/58 [==============================] - 0s 344us/step - loss: 0.4143 - accuracy: 0.8049 Epoch 229/500 58/58 [==============================] - 0s 349us/step - loss: 0.4140 - accuracy: 0.8125 Epoch 230/500 58/58 [==============================] - 0s 361us/step - loss: 0.4130 - accuracy: 0.8104 Epoch 231/500 58/58 [==============================] - 0s 342us/step - loss: 0.4142 - accuracy: 0.8076 Epoch 232/500 58/58 [==============================] - 0s 336us/step - loss: 0.4136 - accuracy: 0.8097 Epoch 233/500 58/58 [==============================] - 0s 343us/step - loss: 0.4133 - accuracy: 0.8090 Epoch 234/500 58/58 [==============================] - 0s 358us/step - loss: 0.4127 - accuracy: 0.8097 Epoch 235/500 58/58 [==============================] - 0s 374us/step - loss: 0.4128 - accuracy: 0.8104 Epoch 236/500 58/58 [==============================] - 0s 355us/step - loss: 0.4120 - accuracy: 0.8090 Epoch 237/500 58/58 [==============================] - 0s 395us/step - loss: 0.4123 - accuracy: 0.8069 Epoch 238/500 58/58 [==============================] - 0s 359us/step - loss: 0.4122 - accuracy: 0.8076 Epoch 239/500 58/58 [==============================] - 0s 360us/step - loss: 0.4121 - accuracy: 0.8104 Epoch 240/500 58/58 [==============================] - 0s 361us/step - loss: 0.4120 - accuracy: 0.8097 Epoch 241/500 58/58 [==============================] - 0s 355us/step - loss: 0.4116 - accuracy: 0.8056 Epoch 242/500 58/58 [==============================] - 0s 356us/step - loss: 0.4117 - accuracy: 0.8104 Epoch 243/500 58/58 [==============================] - 0s 363us/step - loss: 0.4116 - accuracy: 0.8083 Epoch 244/500 58/58 [==============================] - 0s 349us/step - loss: 0.4118 - accuracy: 0.8069 Epoch 245/500 58/58 [==============================] - 0s 347us/step - loss: 0.4109 - accuracy: 0.8090 Epoch 246/500 58/58 [==============================] - 0s 362us/step - loss: 0.4110 - accuracy: 0.8062 Epoch 247/500 58/58 [==============================] - 0s 372us/step - loss: 0.4110 - accuracy: 0.8111 Epoch 248/500 58/58 [==============================] - 0s 353us/step - loss: 0.4104 - accuracy: 0.8097 Epoch 249/500 58/58 [==============================] - 0s 365us/step - loss: 0.4108 - accuracy: 0.8097 Epoch 250/500 58/58 [==============================] - 0s 357us/step - loss: 0.4102 - accuracy: 0.8118 Epoch 251/500 58/58 [==============================] - 0s 349us/step - loss: 0.4100 - accuracy: 0.8069 Epoch 252/500 58/58 [==============================] - 0s 374us/step - loss: 0.4106 - accuracy: 0.8090 Epoch 253/500 58/58 [==============================] - 0s 366us/step - loss: 0.4098 - accuracy: 0.8181 Epoch 254/500 58/58 [==============================] - 0s 361us/step - loss: 0.4096 - accuracy: 0.8111 Epoch 255/500 58/58 [==============================] - 0s 365us/step - loss: 0.4096 - accuracy: 0.8104 Epoch 256/500 58/58 [==============================] - 0s 369us/step - loss: 0.4097 - accuracy: 0.8104 Epoch 257/500 58/58 [==============================] - 0s 363us/step - loss: 0.4093 - accuracy: 0.8146 Epoch 258/500 58/58 [==============================] - 0s 373us/step - loss: 0.4097 - accuracy: 0.8139 Epoch 259/500 58/58 [==============================] - 0s 384us/step - loss: 0.4083 - accuracy: 0.8132 Epoch 260/500 58/58 [==============================] - 0s 358us/step - loss: 0.4088 - accuracy: 0.8146 Epoch 261/500 58/58 [==============================] - 0s 392us/step - loss: 0.4085 - accuracy: 0.8153 Epoch 262/500 58/58 [==============================] - 0s 437us/step - loss: 0.4085 - accuracy: 0.8160 Epoch 263/500 58/58 [==============================] - 0s 594us/step - loss: 0.4077 - accuracy: 0.8160 Epoch 264/500 58/58 [==============================] - 0s 371us/step - loss: 0.4081 - accuracy: 0.8153 Epoch 265/500 58/58 [==============================] - 0s 380us/step - loss: 0.4076 - accuracy: 0.8139 Epoch 266/500 58/58 [==============================] - 0s 360us/step - loss: 0.4072 - accuracy: 0.8146 Epoch 267/500 58/58 [==============================] - 0s 364us/step - loss: 0.4071 - accuracy: 0.8132 Epoch 268/500 58/58 [==============================] - 0s 364us/step - loss: 0.4066 - accuracy: 0.8181 Epoch 269/500 58/58 [==============================] - 0s 358us/step - loss: 0.4065 - accuracy: 0.8174 Epoch 270/500 58/58 [==============================] - 0s 384us/step - loss: 0.4061 - accuracy: 0.8118 Epoch 271/500 58/58 [==============================] - 0s 388us/step - loss: 0.4060 - accuracy: 0.8146 Epoch 272/500 58/58 [==============================] - 0s 372us/step - loss: 0.4056 - accuracy: 0.8146 Epoch 273/500 58/58 [==============================] - 0s 351us/step - loss: 0.4054 - accuracy: 0.8153 Epoch 274/500 58/58 [==============================] - 0s 346us/step - loss: 0.4050 - accuracy: 0.8111 Epoch 275/500 58/58 [==============================] - 0s 358us/step - loss: 0.4051 - accuracy: 0.8118 Epoch 276/500 58/58 [==============================] - 0s 369us/step - loss: 0.4047 - accuracy: 0.8146 Epoch 277/500 58/58 [==============================] - 0s 344us/step - loss: 0.4047 - accuracy: 0.8118 Epoch 278/500 58/58 [==============================] - 0s 360us/step - loss: 0.4039 - accuracy: 0.8132 Epoch 279/500 58/58 [==============================] - 0s 1ms/step - loss: 0.4039 - accuracy: 0.8104 Epoch 280/500 58/58 [==============================] - 0s 403us/step - loss: 0.4042 - accuracy: 0.8097 Epoch 281/500 58/58 [==============================] - 0s 410us/step - loss: 0.4036 - accuracy: 0.8111 Epoch 282/500 58/58 [==============================] - 0s 374us/step - loss: 0.4036 - accuracy: 0.8097 Epoch 283/500 58/58 [==============================] - 0s 371us/step - loss: 0.4037 - accuracy: 0.8097 Epoch 284/500 58/58 [==============================] - 0s 387us/step - loss: 0.4034 - accuracy: 0.8125 Epoch 285/500 58/58 [==============================] - 0s 361us/step - loss: 0.4034 - accuracy: 0.8146 Epoch 286/500 58/58 [==============================] - 0s 381us/step - loss: 0.4031 - accuracy: 0.8118 Epoch 287/500 58/58 [==============================] - 0s 381us/step - loss: 0.4030 - accuracy: 0.8146 Epoch 288/500 58/58 [==============================] - 0s 368us/step - loss: 0.4026 - accuracy: 0.8111 Epoch 289/500 58/58 [==============================] - 0s 370us/step - loss: 0.4020 - accuracy: 0.8174 Epoch 290/500 58/58 [==============================] - 0s 370us/step - loss: 0.4023 - accuracy: 0.8097 Epoch 291/500 58/58 [==============================] - 0s 374us/step - loss: 0.4025 - accuracy: 0.8174 Epoch 292/500 58/58 [==============================] - 0s 368us/step - loss: 0.4024 - accuracy: 0.8090 Epoch 293/500 58/58 [==============================] - 0s 386us/step - loss: 0.4026 - accuracy: 0.8125 Epoch 294/500 58/58 [==============================] - 0s 364us/step - loss: 0.4023 - accuracy: 0.8118 Epoch 295/500 58/58 [==============================] - 0s 361us/step - loss: 0.4020 - accuracy: 0.8097 Epoch 296/500 58/58 [==============================] - 0s 356us/step - loss: 0.4019 - accuracy: 0.8083 Epoch 297/500 58/58 [==============================] - 0s 342us/step - loss: 0.4019 - accuracy: 0.8146 Epoch 298/500 58/58 [==============================] - 0s 370us/step - loss: 0.4018 - accuracy: 0.8146 Epoch 299/500 58/58 [==============================] - 0s 361us/step - loss: 0.4013 - accuracy: 0.8125 Epoch 300/500 58/58 [==============================] - 0s 350us/step - loss: 0.4016 - accuracy: 0.8139 Epoch 301/500 58/58 [==============================] - 0s 340us/step - loss: 0.4013 - accuracy: 0.8104 Epoch 302/500 58/58 [==============================] - 0s 361us/step - loss: 0.4011 - accuracy: 0.8097 Epoch 303/500 58/58 [==============================] - 0s 355us/step - loss: 0.4009 - accuracy: 0.8167 Epoch 304/500 58/58 [==============================] - 0s 383us/step - loss: 0.4007 - accuracy: 0.8104 Epoch 305/500 58/58 [==============================] - 0s 405us/step - loss: 0.4004 - accuracy: 0.8139 Epoch 306/500 58/58 [==============================] - 0s 1ms/step - loss: 0.4009 - accuracy: 0.8132 Epoch 307/500 58/58 [==============================] - 0s 365us/step - loss: 0.4003 - accuracy: 0.8125 Epoch 308/500 58/58 [==============================] - 0s 388us/step - loss: 0.4003 - accuracy: 0.8132 Epoch 309/500 58/58 [==============================] - 0s 379us/step - loss: 0.4003 - accuracy: 0.8139 Epoch 310/500 58/58 [==============================] - 0s 363us/step - loss: 0.4001 - accuracy: 0.8160 Epoch 311/500 58/58 [==============================] - 0s 364us/step - loss: 0.4007 - accuracy: 0.8160 Epoch 312/500 58/58 [==============================] - 0s 374us/step - loss: 0.4000 - accuracy: 0.8160 Epoch 313/500 58/58 [==============================] - 0s 361us/step - loss: 0.3998 - accuracy: 0.8153 Epoch 314/500 58/58 [==============================] - 0s 374us/step - loss: 0.4000 - accuracy: 0.8153 Epoch 315/500 58/58 [==============================] - 0s 394us/step - loss: 0.3997 - accuracy: 0.8174 Epoch 316/500 58/58 [==============================] - 0s 362us/step - loss: 0.3998 - accuracy: 0.8174 Epoch 317/500 58/58 [==============================] - 0s 358us/step - loss: 0.3996 - accuracy: 0.8139 Epoch 318/500 58/58 [==============================] - 0s 391us/step - loss: 0.3996 - accuracy: 0.8153 Epoch 319/500 58/58 [==============================] - 0s 349us/step - loss: 0.3989 - accuracy: 0.8160 Epoch 320/500 58/58 [==============================] - 0s 376us/step - loss: 0.3997 - accuracy: 0.8181 Epoch 321/500 58/58 [==============================] - 0s 360us/step - loss: 0.3995 - accuracy: 0.8146 Epoch 322/500 58/58 [==============================] - 0s 359us/step - loss: 0.3995 - accuracy: 0.8201 Epoch 323/500 58/58 [==============================] - 0s 348us/step - loss: 0.3987 - accuracy: 0.8132 Epoch 324/500 58/58 [==============================] - 0s 356us/step - loss: 0.3991 - accuracy: 0.8194 Epoch 325/500 58/58 [==============================] - 0s 358us/step - loss: 0.3985 - accuracy: 0.8167 Epoch 326/500 58/58 [==============================] - 0s 379us/step - loss: 0.3989 - accuracy: 0.8167 Epoch 327/500 58/58 [==============================] - 0s 416us/step - loss: 0.3987 - accuracy: 0.8194 Epoch 328/500 58/58 [==============================] - 0s 363us/step - loss: 0.3986 - accuracy: 0.8188 Epoch 329/500 58/58 [==============================] - 0s 356us/step - loss: 0.3978 - accuracy: 0.8194 Epoch 330/500 58/58 [==============================] - 0s 363us/step - loss: 0.3979 - accuracy: 0.8174 Epoch 331/500 58/58 [==============================] - 0s 359us/step - loss: 0.3989 - accuracy: 0.8132 Epoch 332/500 58/58 [==============================] - 0s 363us/step - loss: 0.3982 - accuracy: 0.8222 Epoch 333/500 58/58 [==============================] - 0s 348us/step - loss: 0.3981 - accuracy: 0.8174 Epoch 334/500 58/58 [==============================] - 0s 358us/step - loss: 0.3985 - accuracy: 0.8201 Epoch 335/500 58/58 [==============================] - 0s 348us/step - loss: 0.3974 - accuracy: 0.8222 Epoch 336/500 58/58 [==============================] - 0s 351us/step - loss: 0.3983 - accuracy: 0.8181 Epoch 337/500 58/58 [==============================] - 0s 360us/step - loss: 0.3982 - accuracy: 0.8160 Epoch 338/500 58/58 [==============================] - 0s 381us/step - loss: 0.3981 - accuracy: 0.8174 Epoch 339/500 58/58 [==============================] - 0s 369us/step - loss: 0.3981 - accuracy: 0.8194 Epoch 340/500 58/58 [==============================] - 0s 363us/step - loss: 0.3975 - accuracy: 0.8194 Epoch 341/500 58/58 [==============================] - 0s 349us/step - loss: 0.3975 - accuracy: 0.8194 Epoch 342/500 58/58 [==============================] - 0s 354us/step - loss: 0.3979 - accuracy: 0.8174 Epoch 343/500 58/58 [==============================] - 0s 362us/step - loss: 0.3976 - accuracy: 0.8188 Epoch 344/500 58/58 [==============================] - 0s 368us/step - loss: 0.3980 - accuracy: 0.8222 Epoch 345/500 58/58 [==============================] - 0s 351us/step - loss: 0.3981 - accuracy: 0.8188 Epoch 346/500 58/58 [==============================] - 0s 353us/step - loss: 0.3973 - accuracy: 0.8215 Epoch 347/500 58/58 [==============================] - 0s 344us/step - loss: 0.3977 - accuracy: 0.8160 Epoch 348/500 58/58 [==============================] - 0s 341us/step - loss: 0.3976 - accuracy: 0.8188 Epoch 349/500 58/58 [==============================] - 0s 353us/step - loss: 0.3974 - accuracy: 0.8215 Epoch 350/500 58/58 [==============================] - 0s 369us/step - loss: 0.3978 - accuracy: 0.8160 Epoch 351/500 58/58 [==============================] - 0s 370us/step - loss: 0.3972 - accuracy: 0.8188 Epoch 352/500 58/58 [==============================] - 0s 395us/step - loss: 0.3973 - accuracy: 0.8194 Epoch 353/500 58/58 [==============================] - 0s 376us/step - loss: 0.3968 - accuracy: 0.8236 Epoch 354/500 58/58 [==============================] - 0s 365us/step - loss: 0.3973 - accuracy: 0.8188 Epoch 355/500 58/58 [==============================] - 0s 356us/step - loss: 0.3970 - accuracy: 0.8174 Epoch 356/500 58/58 [==============================] - 0s 364us/step - loss: 0.3971 - accuracy: 0.8222 Epoch 357/500 58/58 [==============================] - 0s 349us/step - loss: 0.3974 - accuracy: 0.8208 Epoch 358/500 58/58 [==============================] - 0s 356us/step - loss: 0.3972 - accuracy: 0.8167 Epoch 359/500 58/58 [==============================] - 0s 359us/step - loss: 0.3971 - accuracy: 0.8194 Epoch 360/500 58/58 [==============================] - 0s 356us/step - loss: 0.3962 - accuracy: 0.8188 Epoch 361/500 58/58 [==============================] - 0s 360us/step - loss: 0.3970 - accuracy: 0.8215 Epoch 362/500 58/58 [==============================] - 0s 356us/step - loss: 0.3965 - accuracy: 0.8194 Epoch 363/500 58/58 [==============================] - 0s 354us/step - loss: 0.3970 - accuracy: 0.8208 Epoch 364/500 58/58 [==============================] - 0s 379us/step - loss: 0.3970 - accuracy: 0.8188 Epoch 365/500 58/58 [==============================] - 0s 342us/step - loss: 0.3967 - accuracy: 0.8229 Epoch 366/500 58/58 [==============================] - 0s 352us/step - loss: 0.3969 - accuracy: 0.8181 Epoch 367/500 58/58 [==============================] - 0s 353us/step - loss: 0.3965 - accuracy: 0.8201 Epoch 368/500 58/58 [==============================] - 0s 362us/step - loss: 0.3964 - accuracy: 0.8208 Epoch 369/500 58/58 [==============================] - 0s 351us/step - loss: 0.3971 - accuracy: 0.8174 Epoch 370/500 58/58 [==============================] - 0s 368us/step - loss: 0.3965 - accuracy: 0.8243 Epoch 371/500 58/58 [==============================] - 0s 360us/step - loss: 0.3966 - accuracy: 0.8236 Epoch 372/500 58/58 [==============================] - 0s 319us/step - loss: 0.3959 - accuracy: 0.8132 Epoch 373/500 58/58 [==============================] - 0s 365us/step - loss: 0.3969 - accuracy: 0.8215 Epoch 374/500 58/58 [==============================] - 0s 364us/step - loss: 0.3967 - accuracy: 0.8208 Epoch 375/500 58/58 [==============================] - 0s 364us/step - loss: 0.3969 - accuracy: 0.8236 Epoch 376/500 58/58 [==============================] - 0s 407us/step - loss: 0.3958 - accuracy: 0.8201 Epoch 377/500 58/58 [==============================] - 0s 347us/step - loss: 0.3962 - accuracy: 0.8236 Epoch 378/500 58/58 [==============================] - 0s 341us/step - loss: 0.3960 - accuracy: 0.8201 Epoch 379/500 58/58 [==============================] - 0s 355us/step - loss: 0.3958 - accuracy: 0.8160 Epoch 380/500 58/58 [==============================] - 0s 386us/step - loss: 0.3965 - accuracy: 0.8194 Epoch 381/500 58/58 [==============================] - 0s 349us/step - loss: 0.3959 - accuracy: 0.8250 Epoch 382/500 58/58 [==============================] - 0s 377us/step - loss: 0.3964 - accuracy: 0.8222 Epoch 383/500 58/58 [==============================] - 0s 314us/step - loss: 0.3957 - accuracy: 0.8181 Epoch 384/500 58/58 [==============================] - 0s 297us/step - loss: 0.3960 - accuracy: 0.8243 Epoch 385/500 58/58 [==============================] - 0s 379us/step - loss: 0.3960 - accuracy: 0.8222 Epoch 386/500 58/58 [==============================] - 0s 359us/step - loss: 0.3958 - accuracy: 0.8208 Epoch 387/500 58/58 [==============================] - 0s 376us/step - loss: 0.3955 - accuracy: 0.8194 Epoch 388/500 58/58 [==============================] - 0s 398us/step - loss: 0.3959 - accuracy: 0.8257 Epoch 389/500 58/58 [==============================] - 0s 346us/step - loss: 0.3954 - accuracy: 0.8243 Epoch 390/500 58/58 [==============================] - 0s 352us/step - loss: 0.3958 - accuracy: 0.8236 Epoch 391/500 58/58 [==============================] - 0s 349us/step - loss: 0.3953 - accuracy: 0.8257 Epoch 392/500 58/58 [==============================] - 0s 361us/step - loss: 0.3954 - accuracy: 0.8229 Epoch 393/500 58/58 [==============================] - 0s 367us/step - loss: 0.3960 - accuracy: 0.8236 Epoch 394/500 58/58 [==============================] - 0s 369us/step - loss: 0.3955 - accuracy: 0.8257 Epoch 395/500 58/58 [==============================] - 0s 350us/step - loss: 0.3956 - accuracy: 0.8250 Epoch 396/500 58/58 [==============================] - 0s 348us/step - loss: 0.3958 - accuracy: 0.8229 Epoch 397/500 58/58 [==============================] - 0s 357us/step - loss: 0.3952 - accuracy: 0.8208 Epoch 398/500 58/58 [==============================] - 0s 346us/step - loss: 0.3956 - accuracy: 0.8236 Epoch 399/500 58/58 [==============================] - 0s 384us/step - loss: 0.3954 - accuracy: 0.8271 Epoch 400/500 58/58 [==============================] - 0s 416us/step - loss: 0.3950 - accuracy: 0.8243 Epoch 401/500 58/58 [==============================] - 0s 370us/step - loss: 0.3958 - accuracy: 0.8222 Epoch 402/500 58/58 [==============================] - 0s 374us/step - loss: 0.3952 - accuracy: 0.8229 Epoch 403/500 58/58 [==============================] - 0s 373us/step - loss: 0.3953 - accuracy: 0.8201 Epoch 404/500 58/58 [==============================] - 0s 345us/step - loss: 0.3952 - accuracy: 0.8236 Epoch 405/500 58/58 [==============================] - 0s 371us/step - loss: 0.3954 - accuracy: 0.8257 Epoch 406/500 58/58 [==============================] - 0s 358us/step - loss: 0.3952 - accuracy: 0.8181 Epoch 407/500 58/58 [==============================] - 0s 348us/step - loss: 0.3945 - accuracy: 0.8250 Epoch 408/500 58/58 [==============================] - 0s 338us/step - loss: 0.3956 - accuracy: 0.8201 Epoch 409/500 58/58 [==============================] - 0s 353us/step - loss: 0.3948 - accuracy: 0.8188 Epoch 410/500 58/58 [==============================] - 0s 347us/step - loss: 0.3945 - accuracy: 0.8222 Epoch 411/500 58/58 [==============================] - 0s 372us/step - loss: 0.3947 - accuracy: 0.8236 Epoch 412/500 58/58 [==============================] - 0s 376us/step - loss: 0.3944 - accuracy: 0.8229 Epoch 413/500 58/58 [==============================] - 0s 364us/step - loss: 0.3948 - accuracy: 0.8250 Epoch 414/500 58/58 [==============================] - 0s 369us/step - loss: 0.3942 - accuracy: 0.8222 Epoch 415/500 58/58 [==============================] - 0s 356us/step - loss: 0.3950 - accuracy: 0.8229 Epoch 416/500 58/58 [==============================] - 0s 353us/step - loss: 0.3941 - accuracy: 0.8208 Epoch 417/500 58/58 [==============================] - 0s 390us/step - loss: 0.3939 - accuracy: 0.8229 Epoch 418/500 58/58 [==============================] - 0s 383us/step - loss: 0.3947 - accuracy: 0.8181 Epoch 419/500 58/58 [==============================] - 0s 340us/step - loss: 0.3944 - accuracy: 0.8201 Epoch 420/500 58/58 [==============================] - 0s 346us/step - loss: 0.3939 - accuracy: 0.8243 Epoch 421/500 58/58 [==============================] - 0s 347us/step - loss: 0.3942 - accuracy: 0.8208 Epoch 422/500 58/58 [==============================] - 0s 357us/step - loss: 0.3938 - accuracy: 0.8208 Epoch 423/500 58/58 [==============================] - 0s 383us/step - loss: 0.3943 - accuracy: 0.8250 Epoch 424/500 58/58 [==============================] - 0s 364us/step - loss: 0.3945 - accuracy: 0.8194 Epoch 425/500 58/58 [==============================] - 0s 369us/step - loss: 0.3944 - accuracy: 0.8229 Epoch 426/500 58/58 [==============================] - 0s 345us/step - loss: 0.3945 - accuracy: 0.8257 Epoch 427/500 58/58 [==============================] - 0s 345us/step - loss: 0.3937 - accuracy: 0.8229 Epoch 428/500 58/58 [==============================] - 0s 362us/step - loss: 0.3945 - accuracy: 0.8229 Epoch 429/500 58/58 [==============================] - 0s 368us/step - loss: 0.3939 - accuracy: 0.8271 Epoch 430/500 58/58 [==============================] - 0s 387us/step - loss: 0.3941 - accuracy: 0.8236 Epoch 431/500 58/58 [==============================] - 0s 359us/step - loss: 0.3941 - accuracy: 0.8229 Epoch 432/500 58/58 [==============================] - 0s 392us/step - loss: 0.3940 - accuracy: 0.8215 Epoch 433/500 58/58 [==============================] - 0s 412us/step - loss: 0.3941 - accuracy: 0.8229 Epoch 434/500 58/58 [==============================] - 0s 363us/step - loss: 0.3935 - accuracy: 0.8264 Epoch 435/500 58/58 [==============================] - 0s 365us/step - loss: 0.3944 - accuracy: 0.8236 Epoch 436/500 58/58 [==============================] - 0s 356us/step - loss: 0.3937 - accuracy: 0.8250 Epoch 437/500 58/58 [==============================] - 0s 348us/step - loss: 0.3924 - accuracy: 0.8250 Epoch 438/500 58/58 [==============================] - 0s 365us/step - loss: 0.3943 - accuracy: 0.8278 Epoch 439/500 58/58 [==============================] - 0s 344us/step - loss: 0.3935 - accuracy: 0.8250 Epoch 440/500 58/58 [==============================] - 0s 351us/step - loss: 0.3940 - accuracy: 0.8257 Epoch 441/500 58/58 [==============================] - 0s 345us/step - loss: 0.3936 - accuracy: 0.8264 Epoch 442/500 58/58 [==============================] - 0s 344us/step - loss: 0.3939 - accuracy: 0.8285 Epoch 443/500 58/58 [==============================] - 0s 360us/step - loss: 0.3933 - accuracy: 0.8264 Epoch 444/500 58/58 [==============================] - 0s 362us/step - loss: 0.3937 - accuracy: 0.8222 Epoch 445/500 58/58 [==============================] - 0s 364us/step - loss: 0.3939 - accuracy: 0.8271 Epoch 446/500 58/58 [==============================] - 0s 358us/step - loss: 0.3936 - accuracy: 0.8264 Epoch 447/500 58/58 [==============================] - 0s 346us/step - loss: 0.3933 - accuracy: 0.8236 Epoch 448/500 58/58 [==============================] - 0s 338us/step - loss: 0.3937 - accuracy: 0.8264 Epoch 449/500 58/58 [==============================] - 0s 364us/step - loss: 0.3932 - accuracy: 0.8215 Epoch 450/500 58/58 [==============================] - 0s 369us/step - loss: 0.3936 - accuracy: 0.8285 Epoch 451/500 58/58 [==============================] - 0s 351us/step - loss: 0.3935 - accuracy: 0.8236 Epoch 452/500 58/58 [==============================] - 0s 351us/step - loss: 0.3935 - accuracy: 0.8229 Epoch 453/500 58/58 [==============================] - 0s 345us/step - loss: 0.3932 - accuracy: 0.8208 Epoch 454/500 58/58 [==============================] - 0s 354us/step - loss: 0.3930 - accuracy: 0.8257 Epoch 455/500 58/58 [==============================] - 0s 372us/step - loss: 0.3933 - accuracy: 0.8250 Epoch 456/500 58/58 [==============================] - 0s 363us/step - loss: 0.3933 - accuracy: 0.8264 Epoch 457/500 58/58 [==============================] - 0s 360us/step - loss: 0.3930 - accuracy: 0.8243 Epoch 458/500 58/58 [==============================] - 0s 406us/step - loss: 0.3926 - accuracy: 0.8250 Epoch 459/500 58/58 [==============================] - 0s 375us/step - loss: 0.3932 - accuracy: 0.8250 Epoch 460/500 58/58 [==============================] - 0s 360us/step - loss: 0.3928 - accuracy: 0.8222 Epoch 461/500 58/58 [==============================] - 0s 357us/step - loss: 0.3930 - accuracy: 0.8243 Epoch 462/500 58/58 [==============================] - 0s 366us/step - loss: 0.3933 - accuracy: 0.8243 Epoch 463/500 58/58 [==============================] - 0s 351us/step - loss: 0.3930 - accuracy: 0.8285 Epoch 464/500 58/58 [==============================] - 0s 358us/step - loss: 0.3926 - accuracy: 0.8229 Epoch 465/500 58/58 [==============================] - 0s 354us/step - loss: 0.3929 - accuracy: 0.8306 Epoch 466/500 58/58 [==============================] - 0s 341us/step - loss: 0.3921 - accuracy: 0.8222 Epoch 467/500 58/58 [==============================] - 0s 345us/step - loss: 0.3926 - accuracy: 0.8271 Epoch 468/500 58/58 [==============================] - 0s 365us/step - loss: 0.3923 - accuracy: 0.8299 Epoch 469/500 58/58 [==============================] - 0s 355us/step - loss: 0.3926 - accuracy: 0.8278 Epoch 470/500 58/58 [==============================] - 0s 369us/step - loss: 0.3922 - accuracy: 0.8292 Epoch 471/500 58/58 [==============================] - 0s 373us/step - loss: 0.3925 - accuracy: 0.8292 Epoch 472/500 58/58 [==============================] - 0s 365us/step - loss: 0.3921 - accuracy: 0.8264 Epoch 473/500 58/58 [==============================] - 0s 384us/step - loss: 0.3922 - accuracy: 0.8257 Epoch 474/500 58/58 [==============================] - 0s 385us/step - loss: 0.3922 - accuracy: 0.8299 Epoch 475/500 58/58 [==============================] - 0s 379us/step - loss: 0.3919 - accuracy: 0.8285 Epoch 476/500 58/58 [==============================] - 0s 388us/step - loss: 0.3918 - accuracy: 0.8292 Epoch 477/500 58/58 [==============================] - 0s 382us/step - loss: 0.3908 - accuracy: 0.8313 Epoch 478/500 58/58 [==============================] - 0s 400us/step - loss: 0.3917 - accuracy: 0.8250 Epoch 479/500 58/58 [==============================] - 0s 396us/step - loss: 0.3915 - accuracy: 0.8326 Epoch 480/500 58/58 [==============================] - 0s 475us/step - loss: 0.3915 - accuracy: 0.8271 Epoch 481/500 58/58 [==============================] - 0s 452us/step - loss: 0.3915 - accuracy: 0.8257 Epoch 482/500 58/58 [==============================] - 0s 424us/step - loss: 0.3907 - accuracy: 0.8313 Epoch 483/500 58/58 [==============================] - 0s 358us/step - loss: 0.3914 - accuracy: 0.8313 Epoch 484/500 58/58 [==============================] - 0s 403us/step - loss: 0.3905 - accuracy: 0.8319 Epoch 485/500 58/58 [==============================] - 0s 382us/step - loss: 0.3916 - accuracy: 0.8278 Epoch 486/500 58/58 [==============================] - 0s 389us/step - loss: 0.3910 - accuracy: 0.8292 Epoch 487/500 58/58 [==============================] - 0s 383us/step - loss: 0.3911 - accuracy: 0.8306 Epoch 488/500 58/58 [==============================] - 0s 394us/step - loss: 0.3908 - accuracy: 0.8326 Epoch 489/500 58/58 [==============================] - 0s 355us/step - loss: 0.3903 - accuracy: 0.8278 Epoch 490/500 58/58 [==============================] - 0s 366us/step - loss: 0.3909 - accuracy: 0.8285 Epoch 491/500 58/58 [==============================] - 0s 370us/step - loss: 0.3905 - accuracy: 0.8340 Epoch 492/500 58/58 [==============================] - 0s 368us/step - loss: 0.3899 - accuracy: 0.8319 Epoch 493/500 58/58 [==============================] - 0s 370us/step - loss: 0.3902 - accuracy: 0.8306 Epoch 494/500 58/58 [==============================] - 0s 361us/step - loss: 0.3902 - accuracy: 0.8278 Epoch 495/500 58/58 [==============================] - 0s 394us/step - loss: 0.3899 - accuracy: 0.8333 Epoch 496/500 58/58 [==============================] - 0s 392us/step - loss: 0.3900 - accuracy: 0.8264 Epoch 497/500 58/58 [==============================] - 0s 380us/step - loss: 0.3899 - accuracy: 0.8299 Epoch 498/500 58/58 [==============================] - 0s 379us/step - loss: 0.3901 - accuracy: 0.8271 Epoch 499/500 58/58 [==============================] - 0s 395us/step - loss: 0.3896 - accuracy: 0.8319 Epoch 500/500 58/58 [==============================] - 0s 379us/step - loss: 0.3896 - accuracy: 0.8285 5/5 [==============================] - 0s 569us/step Epoch 1/500 58/58 [==============================] - 0s 504us/step - loss: 0.6854 - accuracy: 0.6486 Epoch 2/500 58/58 [==============================] - 0s 416us/step - loss: 0.6580 - accuracy: 0.6514 Epoch 3/500 58/58 [==============================] - 0s 383us/step - loss: 0.6144 - accuracy: 0.6514 Epoch 4/500 58/58 [==============================] - 0s 341us/step - loss: 0.5691 - accuracy: 0.6514 Epoch 5/500 58/58 [==============================] - 0s 363us/step - loss: 0.5373 - accuracy: 0.6514 Epoch 6/500 58/58 [==============================] - 0s 364us/step - loss: 0.5195 - accuracy: 0.6806 Epoch 7/500 58/58 [==============================] - 0s 367us/step - loss: 0.5077 - accuracy: 0.7618 Epoch 8/500 58/58 [==============================] - 0s 372us/step - loss: 0.4993 - accuracy: 0.7701 Epoch 9/500 58/58 [==============================] - 0s 398us/step - loss: 0.4924 - accuracy: 0.7708 Epoch 10/500 58/58 [==============================] - 0s 390us/step - loss: 0.4866 - accuracy: 0.7729 Epoch 11/500 58/58 [==============================] - 0s 376us/step - loss: 0.4821 - accuracy: 0.7688 Epoch 12/500 58/58 [==============================] - 0s 378us/step - loss: 0.4782 - accuracy: 0.7667 Epoch 13/500 58/58 [==============================] - 0s 405us/step - loss: 0.4747 - accuracy: 0.7701 Epoch 14/500 58/58 [==============================] - 0s 453us/step - loss: 0.4724 - accuracy: 0.7694 Epoch 15/500 58/58 [==============================] - 0s 388us/step - loss: 0.4697 - accuracy: 0.7729 Epoch 16/500 58/58 [==============================] - 0s 379us/step - loss: 0.4684 - accuracy: 0.7708 Epoch 17/500 58/58 [==============================] - 0s 390us/step - loss: 0.4664 - accuracy: 0.7708 Epoch 18/500 58/58 [==============================] - 0s 396us/step - loss: 0.4648 - accuracy: 0.7674 Epoch 19/500 58/58 [==============================] - 0s 373us/step - loss: 0.4630 - accuracy: 0.7688 Epoch 20/500 58/58 [==============================] - 0s 403us/step - loss: 0.4618 - accuracy: 0.7694 Epoch 21/500 58/58 [==============================] - 0s 388us/step - loss: 0.4607 - accuracy: 0.7708 Epoch 22/500 58/58 [==============================] - 0s 405us/step - loss: 0.4600 - accuracy: 0.7736 Epoch 23/500 58/58 [==============================] - 0s 381us/step - loss: 0.4593 - accuracy: 0.7743 Epoch 24/500 58/58 [==============================] - 0s 397us/step - loss: 0.4585 - accuracy: 0.7750 Epoch 25/500 58/58 [==============================] - 0s 398us/step - loss: 0.4577 - accuracy: 0.7757 Epoch 26/500 58/58 [==============================] - 0s 422us/step - loss: 0.4570 - accuracy: 0.7750 Epoch 27/500 58/58 [==============================] - 0s 394us/step - loss: 0.4565 - accuracy: 0.7736 Epoch 28/500 58/58 [==============================] - 0s 406us/step - loss: 0.4558 - accuracy: 0.7785 Epoch 29/500 58/58 [==============================] - 0s 377us/step - loss: 0.4553 - accuracy: 0.7750 Epoch 30/500 58/58 [==============================] - 0s 380us/step - loss: 0.4544 - accuracy: 0.7764 Epoch 31/500 58/58 [==============================] - 0s 372us/step - loss: 0.4542 - accuracy: 0.7799 Epoch 32/500 58/58 [==============================] - 0s 366us/step - loss: 0.4533 - accuracy: 0.7750 Epoch 33/500 58/58 [==============================] - 0s 363us/step - loss: 0.4528 - accuracy: 0.7764 Epoch 34/500 58/58 [==============================] - 0s 371us/step - loss: 0.4522 - accuracy: 0.7750 Epoch 35/500 58/58 [==============================] - 0s 372us/step - loss: 0.4516 - accuracy: 0.7750 Epoch 36/500 58/58 [==============================] - 0s 401us/step - loss: 0.4513 - accuracy: 0.7729 Epoch 37/500 58/58 [==============================] - 0s 425us/step - loss: 0.4509 - accuracy: 0.7764 Epoch 38/500 58/58 [==============================] - 0s 386us/step - loss: 0.4504 - accuracy: 0.7736 Epoch 39/500 58/58 [==============================] - 0s 382us/step - loss: 0.4501 - accuracy: 0.7722 Epoch 40/500 58/58 [==============================] - 0s 410us/step - loss: 0.4496 - accuracy: 0.7785 Epoch 41/500 58/58 [==============================] - 0s 408us/step - loss: 0.4493 - accuracy: 0.7757 Epoch 42/500 58/58 [==============================] - 0s 396us/step - loss: 0.4490 - accuracy: 0.7736 Epoch 43/500 58/58 [==============================] - 0s 385us/step - loss: 0.4482 - accuracy: 0.7722 Epoch 44/500 58/58 [==============================] - 0s 367us/step - loss: 0.4481 - accuracy: 0.7701 Epoch 45/500 58/58 [==============================] - 0s 391us/step - loss: 0.4479 - accuracy: 0.7764 Epoch 46/500 58/58 [==============================] - 0s 371us/step - loss: 0.4475 - accuracy: 0.7743 Epoch 47/500 58/58 [==============================] - 0s 387us/step - loss: 0.4473 - accuracy: 0.7764 Epoch 48/500 58/58 [==============================] - 0s 379us/step - loss: 0.4465 - accuracy: 0.7750 Epoch 49/500 58/58 [==============================] - 0s 374us/step - loss: 0.4465 - accuracy: 0.7750 Epoch 50/500 58/58 [==============================] - 0s 378us/step - loss: 0.4463 - accuracy: 0.7771 Epoch 51/500 58/58 [==============================] - 0s 403us/step - loss: 0.4455 - accuracy: 0.7757 Epoch 52/500 58/58 [==============================] - 0s 351us/step - loss: 0.4454 - accuracy: 0.7757 Epoch 53/500 58/58 [==============================] - 0s 391us/step - loss: 0.4447 - accuracy: 0.7792 Epoch 54/500 58/58 [==============================] - 0s 418us/step - loss: 0.4446 - accuracy: 0.7771 Epoch 55/500 58/58 [==============================] - 0s 390us/step - loss: 0.4442 - accuracy: 0.7785 Epoch 56/500 58/58 [==============================] - 0s 398us/step - loss: 0.4439 - accuracy: 0.7757 Epoch 57/500 58/58 [==============================] - 0s 400us/step - loss: 0.4435 - accuracy: 0.7771 Epoch 58/500 58/58 [==============================] - 0s 409us/step - loss: 0.4432 - accuracy: 0.7757 Epoch 59/500 58/58 [==============================] - 0s 403us/step - loss: 0.4427 - accuracy: 0.7729 Epoch 60/500 58/58 [==============================] - 0s 406us/step - loss: 0.4428 - accuracy: 0.7764 Epoch 61/500 58/58 [==============================] - 0s 380us/step - loss: 0.4424 - accuracy: 0.7771 Epoch 62/500 58/58 [==============================] - 0s 383us/step - loss: 0.4416 - accuracy: 0.7771 Epoch 63/500 58/58 [==============================] - 0s 363us/step - loss: 0.4418 - accuracy: 0.7785 Epoch 64/500 58/58 [==============================] - 0s 379us/step - loss: 0.4418 - accuracy: 0.7833 Epoch 65/500 58/58 [==============================] - 0s 387us/step - loss: 0.4414 - accuracy: 0.7778 Epoch 66/500 58/58 [==============================] - 0s 363us/step - loss: 0.4413 - accuracy: 0.7778 Epoch 67/500 58/58 [==============================] - 0s 376us/step - loss: 0.4410 - accuracy: 0.7785 Epoch 68/500 58/58 [==============================] - 0s 381us/step - loss: 0.4405 - accuracy: 0.7806 Epoch 69/500 58/58 [==============================] - 0s 378us/step - loss: 0.4403 - accuracy: 0.7799 Epoch 70/500 58/58 [==============================] - 0s 399us/step - loss: 0.4403 - accuracy: 0.7792 Epoch 71/500 58/58 [==============================] - 0s 409us/step - loss: 0.4398 - accuracy: 0.7799 Epoch 72/500 58/58 [==============================] - 0s 388us/step - loss: 0.4396 - accuracy: 0.7819 Epoch 73/500 58/58 [==============================] - 0s 385us/step - loss: 0.4389 - accuracy: 0.7785 Epoch 74/500 58/58 [==============================] - 0s 399us/step - loss: 0.4389 - accuracy: 0.7833 Epoch 75/500 58/58 [==============================] - 0s 392us/step - loss: 0.4385 - accuracy: 0.7792 Epoch 76/500 58/58 [==============================] - 0s 380us/step - loss: 0.4383 - accuracy: 0.7792 Epoch 77/500 58/58 [==============================] - 0s 364us/step - loss: 0.4380 - accuracy: 0.7785 Epoch 78/500 58/58 [==============================] - 0s 360us/step - loss: 0.4381 - accuracy: 0.7792 Epoch 79/500 58/58 [==============================] - 0s 362us/step - loss: 0.4378 - accuracy: 0.7806 Epoch 80/500 58/58 [==============================] - 0s 357us/step - loss: 0.4373 - accuracy: 0.7799 Epoch 81/500 58/58 [==============================] - 0s 375us/step - loss: 0.4368 - accuracy: 0.7806 Epoch 82/500 58/58 [==============================] - 0s 363us/step - loss: 0.4365 - accuracy: 0.7806 Epoch 83/500 58/58 [==============================] - 0s 406us/step - loss: 0.4364 - accuracy: 0.7812 Epoch 84/500 58/58 [==============================] - 0s 353us/step - loss: 0.4364 - accuracy: 0.7854 Epoch 85/500 58/58 [==============================] - 0s 355us/step - loss: 0.4358 - accuracy: 0.7868 Epoch 86/500 58/58 [==============================] - 0s 352us/step - loss: 0.4357 - accuracy: 0.7833 Epoch 87/500 58/58 [==============================] - 0s 374us/step - loss: 0.4353 - accuracy: 0.7840 Epoch 88/500 58/58 [==============================] - 0s 348us/step - loss: 0.4348 - accuracy: 0.7896 Epoch 89/500 58/58 [==============================] - 0s 365us/step - loss: 0.4351 - accuracy: 0.7840 Epoch 90/500 58/58 [==============================] - 0s 348us/step - loss: 0.4349 - accuracy: 0.7847 Epoch 91/500 58/58 [==============================] - 0s 377us/step - loss: 0.4344 - accuracy: 0.7868 Epoch 92/500 58/58 [==============================] - 0s 361us/step - loss: 0.4345 - accuracy: 0.7840 Epoch 93/500 58/58 [==============================] - 0s 383us/step - loss: 0.4344 - accuracy: 0.7861 Epoch 94/500 58/58 [==============================] - 0s 388us/step - loss: 0.4338 - accuracy: 0.7868 Epoch 95/500 58/58 [==============================] - 0s 368us/step - loss: 0.4340 - accuracy: 0.7861 Epoch 96/500 58/58 [==============================] - 0s 337us/step - loss: 0.4338 - accuracy: 0.7875 Epoch 97/500 58/58 [==============================] - 0s 350us/step - loss: 0.4338 - accuracy: 0.7882 Epoch 98/500 58/58 [==============================] - 0s 364us/step - loss: 0.4337 - accuracy: 0.7847 Epoch 99/500 58/58 [==============================] - 0s 541us/step - loss: 0.4336 - accuracy: 0.7924 Epoch 100/500 58/58 [==============================] - 0s 376us/step - loss: 0.4334 - accuracy: 0.7875 Epoch 101/500 58/58 [==============================] - 0s 366us/step - loss: 0.4339 - accuracy: 0.7847 Epoch 102/500 58/58 [==============================] - 0s 361us/step - loss: 0.4329 - accuracy: 0.7854 Epoch 103/500 58/58 [==============================] - 0s 381us/step - loss: 0.4334 - accuracy: 0.7931 Epoch 104/500 58/58 [==============================] - 0s 348us/step - loss: 0.4329 - accuracy: 0.7917 Epoch 105/500 58/58 [==============================] - 0s 400us/step - loss: 0.4327 - accuracy: 0.7931 Epoch 106/500 58/58 [==============================] - 0s 422us/step - loss: 0.4319 - accuracy: 0.7868 Epoch 107/500 58/58 [==============================] - 0s 366us/step - loss: 0.4327 - accuracy: 0.7910 Epoch 108/500 58/58 [==============================] - 0s 359us/step - loss: 0.4323 - accuracy: 0.7951 Epoch 109/500 58/58 [==============================] - 0s 371us/step - loss: 0.4321 - accuracy: 0.7937 Epoch 110/500 58/58 [==============================] - 0s 361us/step - loss: 0.4320 - accuracy: 0.7924 Epoch 111/500 58/58 [==============================] - 0s 359us/step - loss: 0.4318 - accuracy: 0.7944 Epoch 112/500 58/58 [==============================] - 0s 351us/step - loss: 0.4318 - accuracy: 0.7944 Epoch 113/500 58/58 [==============================] - 0s 352us/step - loss: 0.4310 - accuracy: 0.7924 Epoch 114/500 58/58 [==============================] - 0s 338us/step - loss: 0.4307 - accuracy: 0.7924 Epoch 115/500 58/58 [==============================] - 0s 351us/step - loss: 0.4308 - accuracy: 0.7917 Epoch 116/500 58/58 [==============================] - 0s 349us/step - loss: 0.4307 - accuracy: 0.7951 Epoch 117/500 58/58 [==============================] - 0s 370us/step - loss: 0.4304 - accuracy: 0.7951 Epoch 118/500 58/58 [==============================] - 0s 380us/step - loss: 0.4297 - accuracy: 0.7958 Epoch 119/500 58/58 [==============================] - 0s 343us/step - loss: 0.4301 - accuracy: 0.7958 Epoch 120/500 58/58 [==============================] - 0s 341us/step - loss: 0.4296 - accuracy: 0.7951 Epoch 121/500 58/58 [==============================] - 0s 356us/step - loss: 0.4297 - accuracy: 0.7972 Epoch 122/500 58/58 [==============================] - 0s 359us/step - loss: 0.4297 - accuracy: 0.7958 Epoch 123/500 58/58 [==============================] - 0s 373us/step - loss: 0.4291 - accuracy: 0.7958 Epoch 124/500 58/58 [==============================] - 0s 357us/step - loss: 0.4293 - accuracy: 0.7944 Epoch 125/500 58/58 [==============================] - 0s 350us/step - loss: 0.4288 - accuracy: 0.7965 Epoch 126/500 58/58 [==============================] - 0s 345us/step - loss: 0.4288 - accuracy: 0.8028 Epoch 127/500 58/58 [==============================] - 0s 352us/step - loss: 0.4286 - accuracy: 0.7979 Epoch 128/500 58/58 [==============================] - 0s 361us/step - loss: 0.4279 - accuracy: 0.7972 Epoch 129/500 58/58 [==============================] - 0s 383us/step - loss: 0.4278 - accuracy: 0.8007 Epoch 130/500 58/58 [==============================] - 0s 367us/step - loss: 0.4278 - accuracy: 0.8028 Epoch 131/500 58/58 [==============================] - 0s 353us/step - loss: 0.4276 - accuracy: 0.7986 Epoch 132/500 58/58 [==============================] - 0s 354us/step - loss: 0.4277 - accuracy: 0.7979 Epoch 133/500 58/58 [==============================] - 0s 380us/step - loss: 0.4273 - accuracy: 0.8000 Epoch 134/500 58/58 [==============================] - 0s 370us/step - loss: 0.4274 - accuracy: 0.7972 Epoch 135/500 58/58 [==============================] - 0s 389us/step - loss: 0.4272 - accuracy: 0.8021 Epoch 136/500 58/58 [==============================] - 0s 357us/step - loss: 0.4272 - accuracy: 0.7986 Epoch 137/500 58/58 [==============================] - 0s 357us/step - loss: 0.4269 - accuracy: 0.8000 Epoch 138/500 58/58 [==============================] - 0s 393us/step - loss: 0.4266 - accuracy: 0.8028 Epoch 139/500 58/58 [==============================] - 0s 399us/step - loss: 0.4267 - accuracy: 0.8000 Epoch 140/500 58/58 [==============================] - 0s 363us/step - loss: 0.4266 - accuracy: 0.7979 Epoch 141/500 58/58 [==============================] - 0s 348us/step - loss: 0.4265 - accuracy: 0.7986 Epoch 142/500 58/58 [==============================] - 0s 356us/step - loss: 0.4266 - accuracy: 0.8014 Epoch 143/500 58/58 [==============================] - 0s 347us/step - loss: 0.4256 - accuracy: 0.8028 Epoch 144/500 58/58 [==============================] - 0s 373us/step - loss: 0.4264 - accuracy: 0.8000 Epoch 145/500 58/58 [==============================] - 0s 357us/step - loss: 0.4262 - accuracy: 0.8000 Epoch 146/500 58/58 [==============================] - 0s 362us/step - loss: 0.4256 - accuracy: 0.8014 Epoch 147/500 58/58 [==============================] - 0s 351us/step - loss: 0.4261 - accuracy: 0.8056 Epoch 148/500 58/58 [==============================] - 0s 355us/step - loss: 0.4257 - accuracy: 0.8021 Epoch 149/500 58/58 [==============================] - 0s 362us/step - loss: 0.4259 - accuracy: 0.8049 Epoch 150/500 58/58 [==============================] - 0s 368us/step - loss: 0.4255 - accuracy: 0.8028 Epoch 151/500 58/58 [==============================] - 0s 364us/step - loss: 0.4255 - accuracy: 0.8021 Epoch 152/500 58/58 [==============================] - 0s 366us/step - loss: 0.4253 - accuracy: 0.7993 Epoch 153/500 58/58 [==============================] - 0s 349us/step - loss: 0.4254 - accuracy: 0.8035 Epoch 154/500 58/58 [==============================] - 0s 363us/step - loss: 0.4252 - accuracy: 0.8042 Epoch 155/500 58/58 [==============================] - 0s 357us/step - loss: 0.4249 - accuracy: 0.8021 Epoch 156/500 58/58 [==============================] - 0s 369us/step - loss: 0.4247 - accuracy: 0.8014 Epoch 157/500 58/58 [==============================] - 0s 353us/step - loss: 0.4244 - accuracy: 0.8007 Epoch 158/500 58/58 [==============================] - 0s 353us/step - loss: 0.4248 - accuracy: 0.7986 Epoch 159/500 58/58 [==============================] - 0s 351us/step - loss: 0.4245 - accuracy: 0.8014 Epoch 160/500 58/58 [==============================] - 0s 355us/step - loss: 0.4243 - accuracy: 0.8007 Epoch 161/500 58/58 [==============================] - 0s 365us/step - loss: 0.4239 - accuracy: 0.7993 Epoch 162/500 58/58 [==============================] - 0s 389us/step - loss: 0.4241 - accuracy: 0.8014 Epoch 163/500 58/58 [==============================] - 0s 372us/step - loss: 0.4239 - accuracy: 0.8035 Epoch 164/500 58/58 [==============================] - 0s 375us/step - loss: 0.4241 - accuracy: 0.8035 Epoch 165/500 58/58 [==============================] - 0s 349us/step - loss: 0.4238 - accuracy: 0.8035 Epoch 166/500 58/58 [==============================] - 0s 344us/step - loss: 0.4240 - accuracy: 0.8021 Epoch 167/500 58/58 [==============================] - 0s 362us/step - loss: 0.4239 - accuracy: 0.8021 Epoch 168/500 58/58 [==============================] - 0s 374us/step - loss: 0.4236 - accuracy: 0.7965 Epoch 169/500 58/58 [==============================] - 0s 353us/step - loss: 0.4237 - accuracy: 0.8028 Epoch 170/500 58/58 [==============================] - 0s 364us/step - loss: 0.4234 - accuracy: 0.8049 Epoch 171/500 58/58 [==============================] - 0s 353us/step - loss: 0.4235 - accuracy: 0.8042 Epoch 172/500 58/58 [==============================] - 0s 345us/step - loss: 0.4233 - accuracy: 0.8014 Epoch 173/500 58/58 [==============================] - 0s 321us/step - loss: 0.4228 - accuracy: 0.8049 Epoch 174/500 58/58 [==============================] - 0s 366us/step - loss: 0.4235 - accuracy: 0.8062 Epoch 175/500 58/58 [==============================] - 0s 347us/step - loss: 0.4230 - accuracy: 0.8028 Epoch 176/500 58/58 [==============================] - 0s 685us/step - loss: 0.4231 - accuracy: 0.8035 Epoch 177/500 58/58 [==============================] - 0s 374us/step - loss: 0.4227 - accuracy: 0.8069 Epoch 178/500 58/58 [==============================] - 0s 371us/step - loss: 0.4227 - accuracy: 0.7986 Epoch 179/500 58/58 [==============================] - 0s 386us/step - loss: 0.4226 - accuracy: 0.8028 Epoch 180/500 58/58 [==============================] - 0s 361us/step - loss: 0.4229 - accuracy: 0.7993 Epoch 181/500 58/58 [==============================] - 0s 363us/step - loss: 0.4226 - accuracy: 0.8021 Epoch 182/500 58/58 [==============================] - 0s 362us/step - loss: 0.4224 - accuracy: 0.8049 Epoch 183/500 58/58 [==============================] - 0s 369us/step - loss: 0.4223 - accuracy: 0.8056 Epoch 184/500 58/58 [==============================] - 0s 361us/step - loss: 0.4226 - accuracy: 0.8042 Epoch 185/500 58/58 [==============================] - 0s 394us/step - loss: 0.4223 - accuracy: 0.8069 Epoch 186/500 58/58 [==============================] - 0s 326us/step - loss: 0.4223 - accuracy: 0.8056 Epoch 187/500 58/58 [==============================] - 0s 399us/step - loss: 0.4216 - accuracy: 0.8000 Epoch 188/500 58/58 [==============================] - 0s 356us/step - loss: 0.4223 - accuracy: 0.8021 Epoch 189/500 58/58 [==============================] - 0s 347us/step - loss: 0.4220 - accuracy: 0.8007 Epoch 190/500 58/58 [==============================] - 0s 364us/step - loss: 0.4222 - accuracy: 0.8042 Epoch 191/500 58/58 [==============================] - 0s 369us/step - loss: 0.4219 - accuracy: 0.8014 Epoch 192/500 58/58 [==============================] - 0s 342us/step - loss: 0.4218 - accuracy: 0.8056 Epoch 193/500 58/58 [==============================] - 0s 353us/step - loss: 0.4220 - accuracy: 0.8035 Epoch 194/500 58/58 [==============================] - 0s 337us/step - loss: 0.4223 - accuracy: 0.8000 Epoch 195/500 58/58 [==============================] - 0s 344us/step - loss: 0.4217 - accuracy: 0.8097 Epoch 196/500 58/58 [==============================] - 0s 357us/step - loss: 0.4219 - accuracy: 0.8007 Epoch 197/500 58/58 [==============================] - 0s 357us/step - loss: 0.4217 - accuracy: 0.8056 Epoch 198/500 58/58 [==============================] - 0s 361us/step - loss: 0.4218 - accuracy: 0.7979 Epoch 199/500 58/58 [==============================] - 0s 372us/step - loss: 0.4214 - accuracy: 0.8056 Epoch 200/500 58/58 [==============================] - 0s 360us/step - loss: 0.4215 - accuracy: 0.7993 Epoch 201/500 58/58 [==============================] - 0s 338us/step - loss: 0.4220 - accuracy: 0.8042 Epoch 202/500 58/58 [==============================] - 0s 362us/step - loss: 0.4213 - accuracy: 0.8028 Epoch 203/500 58/58 [==============================] - 0s 355us/step - loss: 0.4216 - accuracy: 0.8062 Epoch 204/500 58/58 [==============================] - 0s 372us/step - loss: 0.4217 - accuracy: 0.8097 Epoch 205/500 58/58 [==============================] - 0s 357us/step - loss: 0.4212 - accuracy: 0.8028 Epoch 206/500 58/58 [==============================] - 0s 353us/step - loss: 0.4213 - accuracy: 0.8042 Epoch 207/500 58/58 [==============================] - 0s 351us/step - loss: 0.4212 - accuracy: 0.8028 Epoch 208/500 58/58 [==============================] - 0s 353us/step - loss: 0.4217 - accuracy: 0.8000 Epoch 209/500 58/58 [==============================] - 0s 362us/step - loss: 0.4212 - accuracy: 0.8049 Epoch 210/500 58/58 [==============================] - 0s 377us/step - loss: 0.4210 - accuracy: 0.8014 Epoch 211/500 58/58 [==============================] - 0s 412us/step - loss: 0.4212 - accuracy: 0.8035 Epoch 212/500 58/58 [==============================] - 0s 361us/step - loss: 0.4212 - accuracy: 0.8090 Epoch 213/500 58/58 [==============================] - 0s 349us/step - loss: 0.4213 - accuracy: 0.8062 Epoch 214/500 58/58 [==============================] - 0s 353us/step - loss: 0.4212 - accuracy: 0.8069 Epoch 215/500 58/58 [==============================] - 0s 357us/step - loss: 0.4211 - accuracy: 0.8049 Epoch 216/500 58/58 [==============================] - 0s 363us/step - loss: 0.4210 - accuracy: 0.8014 Epoch 217/500 58/58 [==============================] - 0s 363us/step - loss: 0.4205 - accuracy: 0.8083 Epoch 218/500 58/58 [==============================] - 0s 347us/step - loss: 0.4208 - accuracy: 0.8049 Epoch 219/500 58/58 [==============================] - 0s 343us/step - loss: 0.4205 - accuracy: 0.8056 Epoch 220/500 58/58 [==============================] - 0s 352us/step - loss: 0.4205 - accuracy: 0.8014 Epoch 221/500 58/58 [==============================] - 0s 349us/step - loss: 0.4208 - accuracy: 0.8014 Epoch 222/500 58/58 [==============================] - 0s 365us/step - loss: 0.4205 - accuracy: 0.8000 Epoch 223/500 58/58 [==============================] - 0s 364us/step - loss: 0.4210 - accuracy: 0.8049 Epoch 224/500 58/58 [==============================] - 0s 356us/step - loss: 0.4206 - accuracy: 0.8035 Epoch 225/500 58/58 [==============================] - 0s 340us/step - loss: 0.4205 - accuracy: 0.8000 Epoch 226/500 58/58 [==============================] - 0s 358us/step - loss: 0.4205 - accuracy: 0.8042 Epoch 227/500 58/58 [==============================] - 0s 353us/step - loss: 0.4204 - accuracy: 0.8049 Epoch 228/500 58/58 [==============================] - 0s 367us/step - loss: 0.4205 - accuracy: 0.8049 Epoch 229/500 58/58 [==============================] - 0s 350us/step - loss: 0.4204 - accuracy: 0.8049 Epoch 230/500 58/58 [==============================] - 0s 360us/step - loss: 0.4204 - accuracy: 0.8028 Epoch 231/500 58/58 [==============================] - 0s 343us/step - loss: 0.4204 - accuracy: 0.8097 Epoch 232/500 58/58 [==============================] - 0s 345us/step - loss: 0.4203 - accuracy: 0.8056 Epoch 233/500 58/58 [==============================] - 0s 364us/step - loss: 0.4195 - accuracy: 0.8042 Epoch 234/500 58/58 [==============================] - 0s 372us/step - loss: 0.4207 - accuracy: 0.8069 Epoch 235/500 58/58 [==============================] - 0s 414us/step - loss: 0.4198 - accuracy: 0.8125 Epoch 236/500 58/58 [==============================] - 0s 382us/step - loss: 0.4205 - accuracy: 0.8083 Epoch 237/500 58/58 [==============================] - 0s 341us/step - loss: 0.4197 - accuracy: 0.8021 Epoch 238/500 58/58 [==============================] - 0s 339us/step - loss: 0.4202 - accuracy: 0.8097 Epoch 239/500 58/58 [==============================] - 0s 360us/step - loss: 0.4199 - accuracy: 0.8056 Epoch 240/500 58/58 [==============================] - 0s 369us/step - loss: 0.4199 - accuracy: 0.8042 Epoch 241/500 58/58 [==============================] - 0s 345us/step - loss: 0.4195 - accuracy: 0.8049 Epoch 242/500 58/58 [==============================] - 0s 373us/step - loss: 0.4197 - accuracy: 0.8049 Epoch 243/500 58/58 [==============================] - 0s 351us/step - loss: 0.4196 - accuracy: 0.8069 Epoch 244/500 58/58 [==============================] - 0s 354us/step - loss: 0.4199 - accuracy: 0.8049 Epoch 245/500 58/58 [==============================] - 0s 360us/step - loss: 0.4199 - accuracy: 0.8062 Epoch 246/500 58/58 [==============================] - 0s 373us/step - loss: 0.4197 - accuracy: 0.8056 Epoch 247/500 58/58 [==============================] - 0s 371us/step - loss: 0.4197 - accuracy: 0.8007 Epoch 248/500 58/58 [==============================] - 0s 374us/step - loss: 0.4194 - accuracy: 0.8069 Epoch 249/500 58/58 [==============================] - 0s 358us/step - loss: 0.4195 - accuracy: 0.8076 Epoch 250/500 58/58 [==============================] - 0s 344us/step - loss: 0.4193 - accuracy: 0.8076 Epoch 251/500 58/58 [==============================] - 0s 370us/step - loss: 0.4194 - accuracy: 0.8076 Epoch 252/500 58/58 [==============================] - 0s 361us/step - loss: 0.4191 - accuracy: 0.8035 Epoch 253/500 58/58 [==============================] - 0s 349us/step - loss: 0.4194 - accuracy: 0.8056 Epoch 254/500 58/58 [==============================] - 0s 362us/step - loss: 0.4194 - accuracy: 0.8069 Epoch 255/500 58/58 [==============================] - 0s 359us/step - loss: 0.4190 - accuracy: 0.8069 Epoch 256/500 58/58 [==============================] - 0s 359us/step - loss: 0.4189 - accuracy: 0.8035 Epoch 257/500 58/58 [==============================] - 0s 375us/step - loss: 0.4191 - accuracy: 0.8042 Epoch 258/500 58/58 [==============================] - 0s 375us/step - loss: 0.4191 - accuracy: 0.8056 Epoch 259/500 58/58 [==============================] - 0s 368us/step - loss: 0.4188 - accuracy: 0.8090 Epoch 260/500 58/58 [==============================] - 0s 406us/step - loss: 0.4189 - accuracy: 0.8097 Epoch 261/500 58/58 [==============================] - 0s 357us/step - loss: 0.4186 - accuracy: 0.8062 Epoch 262/500 58/58 [==============================] - 0s 341us/step - loss: 0.4188 - accuracy: 0.8083 Epoch 263/500 58/58 [==============================] - 0s 358us/step - loss: 0.4185 - accuracy: 0.8083 Epoch 264/500 58/58 [==============================] - 0s 355us/step - loss: 0.4188 - accuracy: 0.8111 Epoch 265/500 58/58 [==============================] - 0s 348us/step - loss: 0.4182 - accuracy: 0.8111 Epoch 266/500 58/58 [==============================] - 0s 371us/step - loss: 0.4178 - accuracy: 0.8049 Epoch 267/500 58/58 [==============================] - 0s 343us/step - loss: 0.4181 - accuracy: 0.8146 Epoch 268/500 58/58 [==============================] - 0s 342us/step - loss: 0.4184 - accuracy: 0.8042 Epoch 269/500 58/58 [==============================] - 0s 370us/step - loss: 0.4183 - accuracy: 0.8076 Epoch 270/500 58/58 [==============================] - 0s 353us/step - loss: 0.4180 - accuracy: 0.8118 Epoch 271/500 58/58 [==============================] - 0s 358us/step - loss: 0.4184 - accuracy: 0.8118 Epoch 272/500 58/58 [==============================] - 0s 385us/step - loss: 0.4183 - accuracy: 0.8104 Epoch 273/500 58/58 [==============================] - 0s 349us/step - loss: 0.4180 - accuracy: 0.8097 Epoch 274/500 58/58 [==============================] - 0s 379us/step - loss: 0.4178 - accuracy: 0.8104 Epoch 275/500 58/58 [==============================] - 0s 369us/step - loss: 0.4176 - accuracy: 0.8062 Epoch 276/500 58/58 [==============================] - 0s 354us/step - loss: 0.4177 - accuracy: 0.8104 Epoch 277/500 58/58 [==============================] - 0s 358us/step - loss: 0.4178 - accuracy: 0.8104 Epoch 278/500 58/58 [==============================] - 0s 363us/step - loss: 0.4176 - accuracy: 0.8056 Epoch 279/500 58/58 [==============================] - 0s 345us/step - loss: 0.4175 - accuracy: 0.8076 Epoch 280/500 58/58 [==============================] - 0s 354us/step - loss: 0.4173 - accuracy: 0.8104 Epoch 281/500 58/58 [==============================] - 0s 363us/step - loss: 0.4176 - accuracy: 0.8069 Epoch 282/500 58/58 [==============================] - 0s 348us/step - loss: 0.4170 - accuracy: 0.8111 Epoch 283/500 58/58 [==============================] - 0s 377us/step - loss: 0.4172 - accuracy: 0.8097 Epoch 284/500 58/58 [==============================] - 0s 411us/step - loss: 0.4174 - accuracy: 0.8083 Epoch 285/500 58/58 [==============================] - 0s 351us/step - loss: 0.4165 - accuracy: 0.8083 Epoch 286/500 58/58 [==============================] - 0s 352us/step - loss: 0.4174 - accuracy: 0.8139 Epoch 287/500 58/58 [==============================] - 0s 356us/step - loss: 0.4170 - accuracy: 0.8153 Epoch 288/500 58/58 [==============================] - 0s 348us/step - loss: 0.4166 - accuracy: 0.8104 Epoch 289/500 58/58 [==============================] - 0s 359us/step - loss: 0.4169 - accuracy: 0.8083 Epoch 290/500 58/58 [==============================] - 0s 363us/step - loss: 0.4166 - accuracy: 0.8132 Epoch 291/500 58/58 [==============================] - 0s 362us/step - loss: 0.4162 - accuracy: 0.8056 Epoch 292/500 58/58 [==============================] - 0s 355us/step - loss: 0.4168 - accuracy: 0.8056 Epoch 293/500 58/58 [==============================] - 0s 349us/step - loss: 0.4163 - accuracy: 0.8104 Epoch 294/500 58/58 [==============================] - 0s 356us/step - loss: 0.4165 - accuracy: 0.8069 Epoch 295/500 58/58 [==============================] - 0s 377us/step - loss: 0.4163 - accuracy: 0.8132 Epoch 296/500 58/58 [==============================] - 0s 369us/step - loss: 0.4162 - accuracy: 0.8069 Epoch 297/500 58/58 [==============================] - 0s 367us/step - loss: 0.4160 - accuracy: 0.8076 Epoch 298/500 58/58 [==============================] - 0s 340us/step - loss: 0.4158 - accuracy: 0.8132 Epoch 299/500 58/58 [==============================] - 0s 356us/step - loss: 0.4160 - accuracy: 0.8042 Epoch 300/500 58/58 [==============================] - 0s 349us/step - loss: 0.4155 - accuracy: 0.8069 Epoch 301/500 58/58 [==============================] - 0s 375us/step - loss: 0.4157 - accuracy: 0.8118 Epoch 302/500 58/58 [==============================] - 0s 375us/step - loss: 0.4156 - accuracy: 0.8125 Epoch 303/500 58/58 [==============================] - 0s 354us/step - loss: 0.4154 - accuracy: 0.8139 Epoch 304/500 58/58 [==============================] - 0s 344us/step - loss: 0.4153 - accuracy: 0.8049 Epoch 305/500 58/58 [==============================] - 0s 368us/step - loss: 0.4155 - accuracy: 0.8125 Epoch 306/500 58/58 [==============================] - 0s 365us/step - loss: 0.4157 - accuracy: 0.8139 Epoch 307/500 58/58 [==============================] - 0s 389us/step - loss: 0.4153 - accuracy: 0.8083 Epoch 308/500 58/58 [==============================] - 0s 400us/step - loss: 0.4152 - accuracy: 0.8146 Epoch 309/500 58/58 [==============================] - 0s 364us/step - loss: 0.4149 - accuracy: 0.8104 Epoch 310/500 58/58 [==============================] - 0s 352us/step - loss: 0.4145 - accuracy: 0.8049 Epoch 311/500 58/58 [==============================] - 0s 359us/step - loss: 0.4143 - accuracy: 0.8188 Epoch 312/500 58/58 [==============================] - 0s 348us/step - loss: 0.4142 - accuracy: 0.8090 Epoch 313/500 58/58 [==============================] - 0s 376us/step - loss: 0.4146 - accuracy: 0.8146 Epoch 314/500 58/58 [==============================] - 0s 365us/step - loss: 0.4144 - accuracy: 0.8139 Epoch 315/500 58/58 [==============================] - 0s 349us/step - loss: 0.4144 - accuracy: 0.8111 Epoch 316/500 58/58 [==============================] - 0s 345us/step - loss: 0.4137 - accuracy: 0.8111 Epoch 317/500 58/58 [==============================] - 0s 347us/step - loss: 0.4142 - accuracy: 0.8139 Epoch 318/500 58/58 [==============================] - 0s 334us/step - loss: 0.4139 - accuracy: 0.8139 Epoch 319/500 58/58 [==============================] - 0s 338us/step - loss: 0.4135 - accuracy: 0.8153 Epoch 320/500 58/58 [==============================] - 0s 339us/step - loss: 0.4139 - accuracy: 0.8062 Epoch 321/500 58/58 [==============================] - 0s 335us/step - loss: 0.4137 - accuracy: 0.8097 Epoch 322/500 58/58 [==============================] - 0s 335us/step - loss: 0.4130 - accuracy: 0.8132 Epoch 323/500 58/58 [==============================] - 0s 350us/step - loss: 0.4130 - accuracy: 0.8174 Epoch 324/500 58/58 [==============================] - 0s 372us/step - loss: 0.4131 - accuracy: 0.8146 Epoch 325/500 58/58 [==============================] - 0s 375us/step - loss: 0.4132 - accuracy: 0.8132 Epoch 326/500 58/58 [==============================] - 0s 343us/step - loss: 0.4130 - accuracy: 0.8146 Epoch 327/500 58/58 [==============================] - 0s 373us/step - loss: 0.4131 - accuracy: 0.8132 Epoch 328/500 58/58 [==============================] - 0s 350us/step - loss: 0.4123 - accuracy: 0.8208 Epoch 329/500 58/58 [==============================] - 0s 345us/step - loss: 0.4128 - accuracy: 0.8118 Epoch 330/500 58/58 [==============================] - 0s 367us/step - loss: 0.4117 - accuracy: 0.8111 Epoch 331/500 58/58 [==============================] - 0s 356us/step - loss: 0.4125 - accuracy: 0.8139 Epoch 332/500 58/58 [==============================] - 0s 368us/step - loss: 0.4118 - accuracy: 0.8097 Epoch 333/500 58/58 [==============================] - 0s 428us/step - loss: 0.4121 - accuracy: 0.8153 Epoch 334/500 58/58 [==============================] - 0s 343us/step - loss: 0.4119 - accuracy: 0.8125 Epoch 335/500 58/58 [==============================] - 0s 341us/step - loss: 0.4116 - accuracy: 0.8167 Epoch 336/500 58/58 [==============================] - 0s 369us/step - loss: 0.4117 - accuracy: 0.8139 Epoch 337/500 58/58 [==============================] - 0s 374us/step - loss: 0.4107 - accuracy: 0.8146 Epoch 338/500 58/58 [==============================] - 0s 366us/step - loss: 0.4112 - accuracy: 0.8188 Epoch 339/500 58/58 [==============================] - 0s 362us/step - loss: 0.4117 - accuracy: 0.8188 Epoch 340/500 58/58 [==============================] - 0s 353us/step - loss: 0.4104 - accuracy: 0.8181 Epoch 341/500 58/58 [==============================] - 0s 342us/step - loss: 0.4106 - accuracy: 0.8201 Epoch 342/500 58/58 [==============================] - 0s 368us/step - loss: 0.4102 - accuracy: 0.8181 Epoch 343/500 58/58 [==============================] - 0s 355us/step - loss: 0.4099 - accuracy: 0.8201 Epoch 344/500 58/58 [==============================] - 0s 359us/step - loss: 0.4097 - accuracy: 0.8118 Epoch 345/500 58/58 [==============================] - 0s 389us/step - loss: 0.4097 - accuracy: 0.8174 Epoch 346/500 58/58 [==============================] - 0s 342us/step - loss: 0.4086 - accuracy: 0.8174 Epoch 347/500 58/58 [==============================] - 0s 349us/step - loss: 0.4094 - accuracy: 0.8146 Epoch 348/500 58/58 [==============================] - 0s 366us/step - loss: 0.4090 - accuracy: 0.8167 Epoch 349/500 58/58 [==============================] - 0s 360us/step - loss: 0.4092 - accuracy: 0.8132 Epoch 350/500 58/58 [==============================] - 0s 377us/step - loss: 0.4085 - accuracy: 0.8215 Epoch 351/500 58/58 [==============================] - 0s 358us/step - loss: 0.4086 - accuracy: 0.8215 Epoch 352/500 58/58 [==============================] - 0s 340us/step - loss: 0.4079 - accuracy: 0.8174 Epoch 353/500 58/58 [==============================] - 0s 343us/step - loss: 0.4084 - accuracy: 0.8208 Epoch 354/500 58/58 [==============================] - 0s 365us/step - loss: 0.4083 - accuracy: 0.8201 Epoch 355/500 58/58 [==============================] - 0s 352us/step - loss: 0.4079 - accuracy: 0.8146 Epoch 356/500 58/58 [==============================] - 0s 373us/step - loss: 0.4079 - accuracy: 0.8167 Epoch 357/500 58/58 [==============================] - 0s 368us/step - loss: 0.4068 - accuracy: 0.8174 Epoch 358/500 58/58 [==============================] - 0s 346us/step - loss: 0.4068 - accuracy: 0.8201 Epoch 359/500 58/58 [==============================] - 0s 342us/step - loss: 0.4072 - accuracy: 0.8132 Epoch 360/500 58/58 [==============================] - 0s 365us/step - loss: 0.4071 - accuracy: 0.8208 Epoch 361/500 58/58 [==============================] - 0s 359us/step - loss: 0.4067 - accuracy: 0.8208 Epoch 362/500 58/58 [==============================] - 0s 371us/step - loss: 0.4066 - accuracy: 0.8167 Epoch 363/500 58/58 [==============================] - 0s 365us/step - loss: 0.4068 - accuracy: 0.8188 Epoch 364/500 58/58 [==============================] - 0s 368us/step - loss: 0.4065 - accuracy: 0.8236 Epoch 365/500 58/58 [==============================] - 0s 378us/step - loss: 0.4062 - accuracy: 0.8167 Epoch 366/500 58/58 [==============================] - 0s 400us/step - loss: 0.4060 - accuracy: 0.8160 Epoch 367/500 58/58 [==============================] - 0s 371us/step - loss: 0.4059 - accuracy: 0.8236 Epoch 368/500 58/58 [==============================] - 0s 362us/step - loss: 0.4056 - accuracy: 0.8201 Epoch 369/500 58/58 [==============================] - 0s 358us/step - loss: 0.4055 - accuracy: 0.8215 Epoch 370/500 58/58 [==============================] - 0s 348us/step - loss: 0.4052 - accuracy: 0.8229 Epoch 371/500 58/58 [==============================] - 0s 372us/step - loss: 0.4059 - accuracy: 0.8222 Epoch 372/500 58/58 [==============================] - 0s 357us/step - loss: 0.4048 - accuracy: 0.8201 Epoch 373/500 58/58 [==============================] - 0s 343us/step - loss: 0.4052 - accuracy: 0.8271 Epoch 374/500 58/58 [==============================] - 0s 351us/step - loss: 0.4047 - accuracy: 0.8201 Epoch 375/500 58/58 [==============================] - 0s 372us/step - loss: 0.4048 - accuracy: 0.8271 Epoch 376/500 58/58 [==============================] - 0s 360us/step - loss: 0.4047 - accuracy: 0.8208 Epoch 377/500 58/58 [==============================] - 0s 365us/step - loss: 0.4043 - accuracy: 0.8208 Epoch 378/500 58/58 [==============================] - 0s 372us/step - loss: 0.4039 - accuracy: 0.8208 Epoch 379/500 58/58 [==============================] - 0s 352us/step - loss: 0.4042 - accuracy: 0.8194 Epoch 380/500 58/58 [==============================] - 0s 357us/step - loss: 0.4042 - accuracy: 0.8250 Epoch 381/500 58/58 [==============================] - 0s 343us/step - loss: 0.4039 - accuracy: 0.8194 Epoch 382/500 58/58 [==============================] - 0s 361us/step - loss: 0.4038 - accuracy: 0.8174 Epoch 383/500 58/58 [==============================] - 0s 376us/step - loss: 0.4034 - accuracy: 0.8229 Epoch 384/500 58/58 [==============================] - 0s 345us/step - loss: 0.4033 - accuracy: 0.8215 Epoch 385/500 58/58 [==============================] - 0s 360us/step - loss: 0.4036 - accuracy: 0.8222 Epoch 386/500 58/58 [==============================] - 0s 349us/step - loss: 0.4034 - accuracy: 0.8236 Epoch 387/500 58/58 [==============================] - 0s 356us/step - loss: 0.4032 - accuracy: 0.8188 Epoch 388/500 58/58 [==============================] - 0s 359us/step - loss: 0.4029 - accuracy: 0.8271 Epoch 389/500 58/58 [==============================] - 0s 387us/step - loss: 0.4027 - accuracy: 0.8208 Epoch 390/500 58/58 [==============================] - 0s 353us/step - loss: 0.4027 - accuracy: 0.8222 Epoch 391/500 58/58 [==============================] - 0s 379us/step - loss: 0.4027 - accuracy: 0.8208 Epoch 392/500 58/58 [==============================] - 0s 351us/step - loss: 0.4023 - accuracy: 0.8264 Epoch 393/500 58/58 [==============================] - 0s 341us/step - loss: 0.4023 - accuracy: 0.8215 Epoch 394/500 58/58 [==============================] - 0s 361us/step - loss: 0.4023 - accuracy: 0.8257 Epoch 395/500 58/58 [==============================] - 0s 356us/step - loss: 0.4019 - accuracy: 0.8208 Epoch 396/500 58/58 [==============================] - 0s 351us/step - loss: 0.4021 - accuracy: 0.8215 Epoch 397/500 58/58 [==============================] - 0s 356us/step - loss: 0.4015 - accuracy: 0.8201 Epoch 398/500 58/58 [==============================] - 0s 350us/step - loss: 0.4015 - accuracy: 0.8285 Epoch 399/500 58/58 [==============================] - 0s 353us/step - loss: 0.4017 - accuracy: 0.8194 Epoch 400/500 58/58 [==============================] - 0s 356us/step - loss: 0.4015 - accuracy: 0.8257 Epoch 401/500 58/58 [==============================] - 0s 359us/step - loss: 0.4013 - accuracy: 0.8229 Epoch 402/500 58/58 [==============================] - 0s 362us/step - loss: 0.4012 - accuracy: 0.8201 Epoch 403/500 58/58 [==============================] - 0s 371us/step - loss: 0.4014 - accuracy: 0.8201 Epoch 404/500 58/58 [==============================] - 0s 357us/step - loss: 0.4008 - accuracy: 0.8250 Epoch 405/500 58/58 [==============================] - 0s 344us/step - loss: 0.4007 - accuracy: 0.8236 Epoch 406/500 58/58 [==============================] - 0s 372us/step - loss: 0.4013 - accuracy: 0.8229 Epoch 407/500 58/58 [==============================] - 0s 355us/step - loss: 0.4008 - accuracy: 0.8250 Epoch 408/500 58/58 [==============================] - 0s 350us/step - loss: 0.4009 - accuracy: 0.8229 Epoch 409/500 58/58 [==============================] - 0s 358us/step - loss: 0.4006 - accuracy: 0.8222 Epoch 410/500 58/58 [==============================] - 0s 351us/step - loss: 0.4004 - accuracy: 0.8257 Epoch 411/500 58/58 [==============================] - 0s 356us/step - loss: 0.4006 - accuracy: 0.8236 Epoch 412/500 58/58 [==============================] - 0s 355us/step - loss: 0.4003 - accuracy: 0.8236 Epoch 413/500 58/58 [==============================] - 0s 351us/step - loss: 0.3997 - accuracy: 0.8271 Epoch 414/500 58/58 [==============================] - 0s 366us/step - loss: 0.3994 - accuracy: 0.8229 Epoch 415/500 58/58 [==============================] - 0s 402us/step - loss: 0.3997 - accuracy: 0.8215 Epoch 416/500 58/58 [==============================] - 0s 364us/step - loss: 0.3998 - accuracy: 0.8278 Epoch 417/500 58/58 [==============================] - 0s 349us/step - loss: 0.3991 - accuracy: 0.8208 Epoch 418/500 58/58 [==============================] - 0s 382us/step - loss: 0.3994 - accuracy: 0.8271 Epoch 419/500 58/58 [==============================] - 0s 351us/step - loss: 0.3996 - accuracy: 0.8271 Epoch 420/500 58/58 [==============================] - 0s 352us/step - loss: 0.3996 - accuracy: 0.8236 Epoch 421/500 58/58 [==============================] - 0s 377us/step - loss: 0.3987 - accuracy: 0.8250 Epoch 422/500 58/58 [==============================] - 0s 353us/step - loss: 0.3991 - accuracy: 0.8271 Epoch 423/500 58/58 [==============================] - 0s 352us/step - loss: 0.3986 - accuracy: 0.8250 Epoch 424/500 58/58 [==============================] - 0s 358us/step - loss: 0.3989 - accuracy: 0.8236 Epoch 425/500 58/58 [==============================] - 0s 345us/step - loss: 0.3990 - accuracy: 0.8271 Epoch 426/500 58/58 [==============================] - 0s 366us/step - loss: 0.3987 - accuracy: 0.8271 Epoch 427/500 58/58 [==============================] - 0s 387us/step - loss: 0.3978 - accuracy: 0.8181 Epoch 428/500 58/58 [==============================] - 0s 356us/step - loss: 0.3987 - accuracy: 0.8292 Epoch 429/500 58/58 [==============================] - 0s 372us/step - loss: 0.3984 - accuracy: 0.8299 Epoch 430/500 58/58 [==============================] - 0s 353us/step - loss: 0.3983 - accuracy: 0.8194 Epoch 431/500 58/58 [==============================] - 0s 372us/step - loss: 0.3976 - accuracy: 0.8271 Epoch 432/500 58/58 [==============================] - 0s 363us/step - loss: 0.3987 - accuracy: 0.8257 Epoch 433/500 58/58 [==============================] - 0s 375us/step - loss: 0.3980 - accuracy: 0.8229 Epoch 434/500 58/58 [==============================] - 0s 383us/step - loss: 0.3977 - accuracy: 0.8222 Epoch 435/500 58/58 [==============================] - 0s 358us/step - loss: 0.3980 - accuracy: 0.8264 Epoch 436/500 58/58 [==============================] - 0s 360us/step - loss: 0.3971 - accuracy: 0.8271 Epoch 437/500 58/58 [==============================] - 0s 368us/step - loss: 0.3978 - accuracy: 0.8264 Epoch 438/500 58/58 [==============================] - 0s 374us/step - loss: 0.3969 - accuracy: 0.8243 Epoch 439/500 58/58 [==============================] - 0s 429us/step - loss: 0.3962 - accuracy: 0.8278 Epoch 440/500 58/58 [==============================] - 0s 380us/step - loss: 0.3966 - accuracy: 0.8313 Epoch 441/500 58/58 [==============================] - 0s 367us/step - loss: 0.3964 - accuracy: 0.8278 Epoch 442/500 58/58 [==============================] - 0s 369us/step - loss: 0.3962 - accuracy: 0.8181 Epoch 443/500 58/58 [==============================] - 0s 383us/step - loss: 0.3966 - accuracy: 0.8250 Epoch 444/500 58/58 [==============================] - 0s 350us/step - loss: 0.3964 - accuracy: 0.8257 Epoch 445/500 58/58 [==============================] - 0s 370us/step - loss: 0.3961 - accuracy: 0.8264 Epoch 446/500 58/58 [==============================] - 0s 357us/step - loss: 0.3955 - accuracy: 0.8215 Epoch 447/500 58/58 [==============================] - 0s 349us/step - loss: 0.3959 - accuracy: 0.8285 Epoch 448/500 58/58 [==============================] - 0s 353us/step - loss: 0.3954 - accuracy: 0.8243 Epoch 449/500 58/58 [==============================] - 0s 360us/step - loss: 0.3949 - accuracy: 0.8215 Epoch 450/500 58/58 [==============================] - 0s 361us/step - loss: 0.3959 - accuracy: 0.8229 Epoch 451/500 58/58 [==============================] - 0s 371us/step - loss: 0.3954 - accuracy: 0.8243 Epoch 452/500 58/58 [==============================] - 0s 345us/step - loss: 0.3951 - accuracy: 0.8243 Epoch 453/500 58/58 [==============================] - 0s 355us/step - loss: 0.3955 - accuracy: 0.8208 Epoch 454/500 58/58 [==============================] - 0s 368us/step - loss: 0.3947 - accuracy: 0.8243 Epoch 455/500 58/58 [==============================] - 0s 357us/step - loss: 0.3949 - accuracy: 0.8201 Epoch 456/500 58/58 [==============================] - 0s 375us/step - loss: 0.3944 - accuracy: 0.8250 Epoch 457/500 58/58 [==============================] - 0s 381us/step - loss: 0.3948 - accuracy: 0.8299 Epoch 458/500 58/58 [==============================] - 0s 348us/step - loss: 0.3946 - accuracy: 0.8194 Epoch 459/500 58/58 [==============================] - 0s 355us/step - loss: 0.3946 - accuracy: 0.8243 Epoch 460/500 58/58 [==============================] - 0s 356us/step - loss: 0.3945 - accuracy: 0.8257 Epoch 461/500 58/58 [==============================] - 0s 346us/step - loss: 0.3941 - accuracy: 0.8257 Epoch 462/500 58/58 [==============================] - 0s 384us/step - loss: 0.3935 - accuracy: 0.8243 Epoch 463/500 58/58 [==============================] - 0s 391us/step - loss: 0.3946 - accuracy: 0.8326 Epoch 464/500 58/58 [==============================] - 0s 367us/step - loss: 0.3940 - accuracy: 0.8285 Epoch 465/500 58/58 [==============================] - 0s 350us/step - loss: 0.3936 - accuracy: 0.8229 Epoch 466/500 58/58 [==============================] - 0s 358us/step - loss: 0.3935 - accuracy: 0.8271 Epoch 467/500 58/58 [==============================] - 0s 355us/step - loss: 0.3930 - accuracy: 0.8292 Epoch 468/500 58/58 [==============================] - 0s 354us/step - loss: 0.3932 - accuracy: 0.8278 Epoch 469/500 58/58 [==============================] - 0s 359us/step - loss: 0.3920 - accuracy: 0.8257 Epoch 470/500 58/58 [==============================] - 0s 354us/step - loss: 0.3927 - accuracy: 0.8278 Epoch 471/500 58/58 [==============================] - 0s 348us/step - loss: 0.3922 - accuracy: 0.8292 Epoch 472/500 58/58 [==============================] - 0s 356us/step - loss: 0.3916 - accuracy: 0.8306 Epoch 473/500 58/58 [==============================] - 0s 352us/step - loss: 0.3913 - accuracy: 0.8257 Epoch 474/500 58/58 [==============================] - 0s 379us/step - loss: 0.3905 - accuracy: 0.8271 Epoch 475/500 58/58 [==============================] - 0s 369us/step - loss: 0.3905 - accuracy: 0.8326 Epoch 476/500 58/58 [==============================] - 0s 517us/step - loss: 0.3905 - accuracy: 0.8326 Epoch 477/500 58/58 [==============================] - 0s 367us/step - loss: 0.3898 - accuracy: 0.8326 Epoch 478/500 58/58 [==============================] - 0s 378us/step - loss: 0.3897 - accuracy: 0.8292 Epoch 479/500 58/58 [==============================] - 0s 380us/step - loss: 0.3895 - accuracy: 0.8333 Epoch 480/500 58/58 [==============================] - 0s 372us/step - loss: 0.3894 - accuracy: 0.8319 Epoch 481/500 58/58 [==============================] - 0s 366us/step - loss: 0.3891 - accuracy: 0.8271 Epoch 482/500 58/58 [==============================] - 0s 342us/step - loss: 0.3892 - accuracy: 0.8375 Epoch 483/500 58/58 [==============================] - 0s 346us/step - loss: 0.3892 - accuracy: 0.8340 Epoch 484/500 58/58 [==============================] - 0s 361us/step - loss: 0.3886 - accuracy: 0.8354 Epoch 485/500 58/58 [==============================] - 0s 379us/step - loss: 0.3882 - accuracy: 0.8278 Epoch 486/500 58/58 [==============================] - 0s 361us/step - loss: 0.3887 - accuracy: 0.8347 Epoch 487/500 58/58 [==============================] - 0s 426us/step - loss: 0.3885 - accuracy: 0.8375 Epoch 488/500 58/58 [==============================] - 0s 359us/step - loss: 0.3880 - accuracy: 0.8326 Epoch 489/500 58/58 [==============================] - 0s 347us/step - loss: 0.3879 - accuracy: 0.8333 Epoch 490/500 58/58 [==============================] - 0s 363us/step - loss: 0.3879 - accuracy: 0.8347 Epoch 491/500 58/58 [==============================] - 0s 355us/step - loss: 0.3877 - accuracy: 0.8361 Epoch 492/500 58/58 [==============================] - 0s 346us/step - loss: 0.3876 - accuracy: 0.8368 Epoch 493/500 58/58 [==============================] - 0s 378us/step - loss: 0.3872 - accuracy: 0.8340 Epoch 494/500 58/58 [==============================] - 0s 363us/step - loss: 0.3875 - accuracy: 0.8326 Epoch 495/500 58/58 [==============================] - 0s 364us/step - loss: 0.3867 - accuracy: 0.8313 Epoch 496/500 58/58 [==============================] - 0s 375us/step - loss: 0.3871 - accuracy: 0.8306 Epoch 497/500 58/58 [==============================] - 0s 369us/step - loss: 0.3873 - accuracy: 0.8285 Epoch 498/500 58/58 [==============================] - 0s 352us/step - loss: 0.3871 - accuracy: 0.8347 Epoch 499/500 58/58 [==============================] - 0s 389us/step - loss: 0.3866 - accuracy: 0.8306 Epoch 500/500 58/58 [==============================] - 0s 349us/step - loss: 0.3870 - accuracy: 0.8375 5/5 [==============================] - 0s 539us/step Epoch 1/500 58/58 [==============================] - 0s 461us/step - loss: 0.6872 - accuracy: 0.6542 Epoch 2/500 58/58 [==============================] - 0s 400us/step - loss: 0.6686 - accuracy: 0.6590 Epoch 3/500 58/58 [==============================] - 0s 365us/step - loss: 0.6373 - accuracy: 0.6590 Epoch 4/500 58/58 [==============================] - 0s 364us/step - loss: 0.5971 - accuracy: 0.6833 Epoch 5/500 58/58 [==============================] - 0s 359us/step - loss: 0.5563 - accuracy: 0.7424 Epoch 6/500 58/58 [==============================] - 0s 352us/step - loss: 0.5246 - accuracy: 0.7618 Epoch 7/500 58/58 [==============================] - 0s 344us/step - loss: 0.5039 - accuracy: 0.7715 Epoch 8/500 58/58 [==============================] - 0s 355us/step - loss: 0.4921 - accuracy: 0.7729 Epoch 9/500 58/58 [==============================] - 0s 376us/step - loss: 0.4851 - accuracy: 0.7681 Epoch 10/500 58/58 [==============================] - 0s 354us/step - loss: 0.4804 - accuracy: 0.7701 Epoch 11/500 58/58 [==============================] - 0s 346us/step - loss: 0.4778 - accuracy: 0.7688 Epoch 12/500 58/58 [==============================] - 0s 345us/step - loss: 0.4753 - accuracy: 0.7674 Epoch 13/500 58/58 [==============================] - 0s 344us/step - loss: 0.4732 - accuracy: 0.7681 Epoch 14/500 58/58 [==============================] - 0s 364us/step - loss: 0.4721 - accuracy: 0.7660 Epoch 15/500 58/58 [==============================] - 0s 359us/step - loss: 0.4701 - accuracy: 0.7674 Epoch 16/500 58/58 [==============================] - 0s 346us/step - loss: 0.4694 - accuracy: 0.7694 Epoch 17/500 58/58 [==============================] - 0s 358us/step - loss: 0.4680 - accuracy: 0.7736 Epoch 18/500 58/58 [==============================] - 0s 342us/step - loss: 0.4667 - accuracy: 0.7715 Epoch 19/500 58/58 [==============================] - 0s 348us/step - loss: 0.4660 - accuracy: 0.7771 Epoch 20/500 58/58 [==============================] - 0s 364us/step - loss: 0.4651 - accuracy: 0.7750 Epoch 21/500 58/58 [==============================] - 0s 371us/step - loss: 0.4646 - accuracy: 0.7729 Epoch 22/500 58/58 [==============================] - 0s 370us/step - loss: 0.4640 - accuracy: 0.7722 Epoch 23/500 58/58 [==============================] - 0s 410us/step - loss: 0.4631 - accuracy: 0.7729 Epoch 24/500 58/58 [==============================] - 0s 358us/step - loss: 0.4620 - accuracy: 0.7764 Epoch 25/500 58/58 [==============================] - 0s 363us/step - loss: 0.4615 - accuracy: 0.7750 Epoch 26/500 58/58 [==============================] - 0s 361us/step - loss: 0.4611 - accuracy: 0.7736 Epoch 27/500 58/58 [==============================] - 0s 357us/step - loss: 0.4604 - accuracy: 0.7750 Epoch 28/500 58/58 [==============================] - 0s 369us/step - loss: 0.4599 - accuracy: 0.7715 Epoch 29/500 58/58 [==============================] - 0s 378us/step - loss: 0.4588 - accuracy: 0.7722 Epoch 30/500 58/58 [==============================] - 0s 347us/step - loss: 0.4583 - accuracy: 0.7722 Epoch 31/500 58/58 [==============================] - 0s 342us/step - loss: 0.4578 - accuracy: 0.7694 Epoch 32/500 58/58 [==============================] - 0s 356us/step - loss: 0.4574 - accuracy: 0.7750 Epoch 33/500 58/58 [==============================] - 0s 360us/step - loss: 0.4569 - accuracy: 0.7722 Epoch 34/500 58/58 [==============================] - 0s 359us/step - loss: 0.4560 - accuracy: 0.7736 Epoch 35/500 58/58 [==============================] - 0s 365us/step - loss: 0.4557 - accuracy: 0.7708 Epoch 36/500 58/58 [==============================] - 0s 339us/step - loss: 0.4554 - accuracy: 0.7681 Epoch 37/500 58/58 [==============================] - 0s 354us/step - loss: 0.4547 - accuracy: 0.7778 Epoch 38/500 58/58 [==============================] - 0s 370us/step - loss: 0.4535 - accuracy: 0.7764 Epoch 39/500 58/58 [==============================] - 0s 361us/step - loss: 0.4537 - accuracy: 0.7778 Epoch 40/500 58/58 [==============================] - 0s 374us/step - loss: 0.4528 - accuracy: 0.7764 Epoch 41/500 58/58 [==============================] - 0s 366us/step - loss: 0.4525 - accuracy: 0.7778 Epoch 42/500 58/58 [==============================] - 0s 348us/step - loss: 0.4516 - accuracy: 0.7778 Epoch 43/500 58/58 [==============================] - 0s 341us/step - loss: 0.4507 - accuracy: 0.7819 Epoch 44/500 58/58 [==============================] - 0s 357us/step - loss: 0.4505 - accuracy: 0.7833 Epoch 45/500 58/58 [==============================] - 0s 352us/step - loss: 0.4501 - accuracy: 0.7799 Epoch 46/500 58/58 [==============================] - 0s 382us/step - loss: 0.4491 - accuracy: 0.7812 Epoch 47/500 58/58 [==============================] - 0s 412us/step - loss: 0.4490 - accuracy: 0.7833 Epoch 48/500 58/58 [==============================] - 0s 366us/step - loss: 0.4482 - accuracy: 0.7826 Epoch 49/500 58/58 [==============================] - 0s 342us/step - loss: 0.4477 - accuracy: 0.7861 Epoch 50/500 58/58 [==============================] - 0s 366us/step - loss: 0.4472 - accuracy: 0.7875 Epoch 51/500 58/58 [==============================] - 0s 341us/step - loss: 0.4468 - accuracy: 0.7854 Epoch 52/500 58/58 [==============================] - 0s 370us/step - loss: 0.4461 - accuracy: 0.7819 Epoch 53/500 58/58 [==============================] - 0s 376us/step - loss: 0.4460 - accuracy: 0.7812 Epoch 54/500 58/58 [==============================] - 0s 345us/step - loss: 0.4455 - accuracy: 0.7812 Epoch 55/500 58/58 [==============================] - 0s 340us/step - loss: 0.4448 - accuracy: 0.7826 Epoch 56/500 58/58 [==============================] - 0s 365us/step - loss: 0.4446 - accuracy: 0.7840 Epoch 57/500 58/58 [==============================] - 0s 381us/step - loss: 0.4438 - accuracy: 0.7819 Epoch 58/500 58/58 [==============================] - 0s 369us/step - loss: 0.4433 - accuracy: 0.7875 Epoch 59/500 58/58 [==============================] - 0s 389us/step - loss: 0.4432 - accuracy: 0.7861 Epoch 60/500 58/58 [==============================] - 0s 357us/step - loss: 0.4426 - accuracy: 0.7854 Epoch 61/500 58/58 [==============================] - 0s 348us/step - loss: 0.4423 - accuracy: 0.7868 Epoch 62/500 58/58 [==============================] - 0s 374us/step - loss: 0.4416 - accuracy: 0.7847 Epoch 63/500 58/58 [==============================] - 0s 355us/step - loss: 0.4414 - accuracy: 0.7854 Epoch 64/500 58/58 [==============================] - 0s 368us/step - loss: 0.4407 - accuracy: 0.7889 Epoch 65/500 58/58 [==============================] - 0s 362us/step - loss: 0.4405 - accuracy: 0.7875 Epoch 66/500 58/58 [==============================] - 0s 348us/step - loss: 0.4400 - accuracy: 0.7861 Epoch 67/500 58/58 [==============================] - 0s 353us/step - loss: 0.4393 - accuracy: 0.7889 Epoch 68/500 58/58 [==============================] - 0s 374us/step - loss: 0.4389 - accuracy: 0.7917 Epoch 69/500 58/58 [==============================] - 0s 356us/step - loss: 0.4384 - accuracy: 0.7910 Epoch 70/500 58/58 [==============================] - 0s 370us/step - loss: 0.4376 - accuracy: 0.7917 Epoch 71/500 58/58 [==============================] - 0s 382us/step - loss: 0.4374 - accuracy: 0.7917 Epoch 72/500 58/58 [==============================] - 0s 353us/step - loss: 0.4372 - accuracy: 0.7937 Epoch 73/500 58/58 [==============================] - 0s 354us/step - loss: 0.4366 - accuracy: 0.7910 Epoch 74/500 58/58 [==============================] - 0s 377us/step - loss: 0.4353 - accuracy: 0.7972 Epoch 75/500 58/58 [==============================] - 0s 375us/step - loss: 0.4355 - accuracy: 0.7875 Epoch 76/500 58/58 [==============================] - 0s 359us/step - loss: 0.4347 - accuracy: 0.7903 Epoch 77/500 58/58 [==============================] - 0s 366us/step - loss: 0.4348 - accuracy: 0.7979 Epoch 78/500 58/58 [==============================] - 0s 366us/step - loss: 0.4342 - accuracy: 0.7917 Epoch 79/500 58/58 [==============================] - 0s 388us/step - loss: 0.4335 - accuracy: 0.7951 Epoch 80/500 58/58 [==============================] - 0s 400us/step - loss: 0.4328 - accuracy: 0.7979 Epoch 81/500 58/58 [==============================] - 0s 368us/step - loss: 0.4326 - accuracy: 0.7979 Epoch 82/500 58/58 [==============================] - 0s 357us/step - loss: 0.4320 - accuracy: 0.8000 Epoch 83/500 58/58 [==============================] - 0s 363us/step - loss: 0.4321 - accuracy: 0.7931 Epoch 84/500 58/58 [==============================] - 0s 351us/step - loss: 0.4314 - accuracy: 0.8000 Epoch 85/500 58/58 [==============================] - 0s 364us/step - loss: 0.4315 - accuracy: 0.8000 Epoch 86/500 58/58 [==============================] - 0s 374us/step - loss: 0.4302 - accuracy: 0.7958 Epoch 87/500 58/58 [==============================] - 0s 361us/step - loss: 0.4309 - accuracy: 0.8000 Epoch 88/500 58/58 [==============================] - 0s 346us/step - loss: 0.4305 - accuracy: 0.7951 Epoch 89/500 58/58 [==============================] - 0s 358us/step - loss: 0.4298 - accuracy: 0.7979 Epoch 90/500 58/58 [==============================] - 0s 355us/step - loss: 0.4295 - accuracy: 0.7979 Epoch 91/500 58/58 [==============================] - 0s 366us/step - loss: 0.4294 - accuracy: 0.7979 Epoch 92/500 58/58 [==============================] - 0s 367us/step - loss: 0.4287 - accuracy: 0.7986 Epoch 93/500 58/58 [==============================] - 0s 364us/step - loss: 0.4290 - accuracy: 0.8014 Epoch 94/500 58/58 [==============================] - 0s 343us/step - loss: 0.4285 - accuracy: 0.8000 Epoch 95/500 58/58 [==============================] - 0s 345us/step - loss: 0.4283 - accuracy: 0.7972 Epoch 96/500 58/58 [==============================] - 0s 348us/step - loss: 0.4280 - accuracy: 0.7972 Epoch 97/500 58/58 [==============================] - 0s 368us/step - loss: 0.4280 - accuracy: 0.8021 Epoch 98/500 58/58 [==============================] - 0s 354us/step - loss: 0.4271 - accuracy: 0.8049 Epoch 99/500 58/58 [==============================] - 0s 357us/step - loss: 0.4274 - accuracy: 0.8021 Epoch 100/500 58/58 [==============================] - 0s 353us/step - loss: 0.4274 - accuracy: 0.8021 Epoch 101/500 58/58 [==============================] - 0s 341us/step - loss: 0.4271 - accuracy: 0.7972 Epoch 102/500 58/58 [==============================] - 0s 352us/step - loss: 0.4269 - accuracy: 0.7958 Epoch 103/500 58/58 [==============================] - 0s 381us/step - loss: 0.4260 - accuracy: 0.8035 Epoch 104/500 58/58 [==============================] - 0s 388us/step - loss: 0.4262 - accuracy: 0.7986 Epoch 105/500 58/58 [==============================] - 0s 370us/step - loss: 0.4261 - accuracy: 0.8021 Epoch 106/500 58/58 [==============================] - 0s 357us/step - loss: 0.4260 - accuracy: 0.8014 Epoch 107/500 58/58 [==============================] - 0s 343us/step - loss: 0.4255 - accuracy: 0.8014 Epoch 108/500 58/58 [==============================] - 0s 363us/step - loss: 0.4253 - accuracy: 0.8049 Epoch 109/500 58/58 [==============================] - 0s 353us/step - loss: 0.4247 - accuracy: 0.8028 Epoch 110/500 58/58 [==============================] - 0s 357us/step - loss: 0.4245 - accuracy: 0.8062 Epoch 111/500 58/58 [==============================] - 0s 362us/step - loss: 0.4243 - accuracy: 0.8028 Epoch 112/500 58/58 [==============================] - 0s 344us/step - loss: 0.4240 - accuracy: 0.8069 Epoch 113/500 58/58 [==============================] - 0s 348us/step - loss: 0.4234 - accuracy: 0.8062 Epoch 114/500 58/58 [==============================] - 0s 364us/step - loss: 0.4232 - accuracy: 0.8111 Epoch 115/500 58/58 [==============================] - 0s 365us/step - loss: 0.4224 - accuracy: 0.8062 Epoch 116/500 58/58 [==============================] - 0s 358us/step - loss: 0.4220 - accuracy: 0.8014 Epoch 117/500 58/58 [==============================] - 0s 376us/step - loss: 0.4227 - accuracy: 0.8049 Epoch 118/500 58/58 [==============================] - 0s 355us/step - loss: 0.4222 - accuracy: 0.8076 Epoch 119/500 58/58 [==============================] - 0s 343us/step - loss: 0.4216 - accuracy: 0.8083 Epoch 120/500 58/58 [==============================] - 0s 376us/step - loss: 0.4209 - accuracy: 0.8062 Epoch 121/500 58/58 [==============================] - 0s 370us/step - loss: 0.4211 - accuracy: 0.8056 Epoch 122/500 58/58 [==============================] - 0s 343us/step - loss: 0.4207 - accuracy: 0.8111 Epoch 123/500 58/58 [==============================] - 0s 378us/step - loss: 0.4194 - accuracy: 0.8076 Epoch 124/500 58/58 [==============================] - 0s 340us/step - loss: 0.4199 - accuracy: 0.8111 Epoch 125/500 58/58 [==============================] - 0s 356us/step - loss: 0.4198 - accuracy: 0.8104 Epoch 126/500 58/58 [==============================] - 0s 385us/step - loss: 0.4195 - accuracy: 0.8118 Epoch 127/500 58/58 [==============================] - 0s 384us/step - loss: 0.4188 - accuracy: 0.8111 Epoch 128/500 58/58 [==============================] - 0s 351us/step - loss: 0.4190 - accuracy: 0.8132 Epoch 129/500 58/58 [==============================] - 0s 402us/step - loss: 0.4185 - accuracy: 0.8132 Epoch 130/500 58/58 [==============================] - 0s 358us/step - loss: 0.4181 - accuracy: 0.8139 Epoch 131/500 58/58 [==============================] - 0s 350us/step - loss: 0.4186 - accuracy: 0.8125 Epoch 132/500 58/58 [==============================] - 0s 362us/step - loss: 0.4178 - accuracy: 0.8132 Epoch 133/500 58/58 [==============================] - 0s 383us/step - loss: 0.4182 - accuracy: 0.8132 Epoch 134/500 58/58 [==============================] - 0s 341us/step - loss: 0.4178 - accuracy: 0.8097 Epoch 135/500 58/58 [==============================] - 0s 364us/step - loss: 0.4172 - accuracy: 0.8111 Epoch 136/500 58/58 [==============================] - 0s 352us/step - loss: 0.4178 - accuracy: 0.8056 Epoch 137/500 58/58 [==============================] - 0s 348us/step - loss: 0.4172 - accuracy: 0.8104 Epoch 138/500 58/58 [==============================] - 0s 371us/step - loss: 0.4170 - accuracy: 0.8118 Epoch 139/500 58/58 [==============================] - 0s 354us/step - loss: 0.4169 - accuracy: 0.8125 Epoch 140/500 58/58 [==============================] - 0s 356us/step - loss: 0.4166 - accuracy: 0.8125 Epoch 141/500 58/58 [==============================] - 0s 375us/step - loss: 0.4165 - accuracy: 0.8097 Epoch 142/500 58/58 [==============================] - 0s 358us/step - loss: 0.4164 - accuracy: 0.8132 Epoch 143/500 58/58 [==============================] - 0s 344us/step - loss: 0.4153 - accuracy: 0.8111 Epoch 144/500 58/58 [==============================] - 0s 357us/step - loss: 0.4163 - accuracy: 0.8090 Epoch 145/500 58/58 [==============================] - 0s 360us/step - loss: 0.4155 - accuracy: 0.8118 Epoch 146/500 58/58 [==============================] - 0s 358us/step - loss: 0.4156 - accuracy: 0.8125 Epoch 147/500 58/58 [==============================] - 0s 357us/step - loss: 0.4153 - accuracy: 0.8104 Epoch 148/500 58/58 [==============================] - 0s 354us/step - loss: 0.4153 - accuracy: 0.8097 Epoch 149/500 58/58 [==============================] - 0s 344us/step - loss: 0.4147 - accuracy: 0.8125 Epoch 150/500 58/58 [==============================] - 0s 353us/step - loss: 0.4153 - accuracy: 0.8160 Epoch 151/500 58/58 [==============================] - 0s 346us/step - loss: 0.4145 - accuracy: 0.8118 Epoch 152/500 58/58 [==============================] - 0s 383us/step - loss: 0.4144 - accuracy: 0.8132 Epoch 153/500 58/58 [==============================] - 0s 406us/step - loss: 0.4143 - accuracy: 0.8125 Epoch 154/500 58/58 [==============================] - 0s 361us/step - loss: 0.4140 - accuracy: 0.8167 Epoch 155/500 58/58 [==============================] - 0s 353us/step - loss: 0.4143 - accuracy: 0.8132 Epoch 156/500 58/58 [==============================] - 0s 364us/step - loss: 0.4141 - accuracy: 0.8132 Epoch 157/500 58/58 [==============================] - 0s 343us/step - loss: 0.4137 - accuracy: 0.8139 Epoch 158/500 58/58 [==============================] - 0s 356us/step - loss: 0.4138 - accuracy: 0.8160 Epoch 159/500 58/58 [==============================] - 0s 353us/step - loss: 0.4131 - accuracy: 0.8111 Epoch 160/500 58/58 [==============================] - 0s 363us/step - loss: 0.4138 - accuracy: 0.8139 Epoch 161/500 58/58 [==============================] - 0s 346us/step - loss: 0.4132 - accuracy: 0.8132 Epoch 162/500 58/58 [==============================] - 0s 336us/step - loss: 0.4131 - accuracy: 0.8090 Epoch 163/500 58/58 [==============================] - 0s 397us/step - loss: 0.4128 - accuracy: 0.8153 Epoch 164/500 58/58 [==============================] - 0s 405us/step - loss: 0.4124 - accuracy: 0.8111 Epoch 165/500 58/58 [==============================] - 0s 420us/step - loss: 0.4124 - accuracy: 0.8104 Epoch 166/500 58/58 [==============================] - 0s 428us/step - loss: 0.4122 - accuracy: 0.8174 Epoch 167/500 58/58 [==============================] - 0s 393us/step - loss: 0.4126 - accuracy: 0.8132 Epoch 168/500 58/58 [==============================] - 0s 401us/step - loss: 0.4110 - accuracy: 0.8118 Epoch 169/500 58/58 [==============================] - 0s 415us/step - loss: 0.4122 - accuracy: 0.8167 Epoch 170/500 58/58 [==============================] - 0s 428us/step - loss: 0.4110 - accuracy: 0.8118 Epoch 171/500 58/58 [==============================] - 0s 453us/step - loss: 0.4117 - accuracy: 0.8139 Epoch 172/500 58/58 [==============================] - 0s 427us/step - loss: 0.4119 - accuracy: 0.8125 Epoch 173/500 58/58 [==============================] - 0s 410us/step - loss: 0.4112 - accuracy: 0.8146 Epoch 174/500 58/58 [==============================] - 0s 400us/step - loss: 0.4113 - accuracy: 0.8125 Epoch 175/500 58/58 [==============================] - 0s 439us/step - loss: 0.4108 - accuracy: 0.8132 Epoch 176/500 58/58 [==============================] - 0s 485us/step - loss: 0.4104 - accuracy: 0.8188 Epoch 177/500 58/58 [==============================] - 0s 452us/step - loss: 0.4105 - accuracy: 0.8104 Epoch 178/500 58/58 [==============================] - 0s 403us/step - loss: 0.4103 - accuracy: 0.8146 Epoch 179/500 58/58 [==============================] - 0s 433us/step - loss: 0.4100 - accuracy: 0.8132 Epoch 180/500 58/58 [==============================] - 0s 376us/step - loss: 0.4101 - accuracy: 0.8139 Epoch 181/500 58/58 [==============================] - 0s 378us/step - loss: 0.4099 - accuracy: 0.8146 Epoch 182/500 58/58 [==============================] - 0s 364us/step - loss: 0.4094 - accuracy: 0.8174 Epoch 183/500 58/58 [==============================] - 0s 354us/step - loss: 0.4094 - accuracy: 0.8167 Epoch 184/500 58/58 [==============================] - 0s 365us/step - loss: 0.4097 - accuracy: 0.8153 Epoch 185/500 58/58 [==============================] - 0s 365us/step - loss: 0.4092 - accuracy: 0.8167 Epoch 186/500 58/58 [==============================] - 0s 380us/step - loss: 0.4095 - accuracy: 0.8139 Epoch 187/500 58/58 [==============================] - 0s 386us/step - loss: 0.4093 - accuracy: 0.8160 Epoch 188/500 58/58 [==============================] - 0s 352us/step - loss: 0.4084 - accuracy: 0.8132 Epoch 189/500 58/58 [==============================] - 0s 336us/step - loss: 0.4089 - accuracy: 0.8111 Epoch 190/500 58/58 [==============================] - 0s 362us/step - loss: 0.4086 - accuracy: 0.8132 Epoch 191/500 58/58 [==============================] - 0s 355us/step - loss: 0.4083 - accuracy: 0.8153 Epoch 192/500 58/58 [==============================] - 0s 377us/step - loss: 0.4082 - accuracy: 0.8139 Epoch 193/500 58/58 [==============================] - 0s 375us/step - loss: 0.4085 - accuracy: 0.8118 Epoch 194/500 58/58 [==============================] - 0s 348us/step - loss: 0.4065 - accuracy: 0.8160 Epoch 195/500 58/58 [==============================] - 0s 343us/step - loss: 0.4082 - accuracy: 0.8132 Epoch 196/500 58/58 [==============================] - 0s 358us/step - loss: 0.4080 - accuracy: 0.8132 Epoch 197/500 58/58 [==============================] - 0s 363us/step - loss: 0.4075 - accuracy: 0.8153 Epoch 198/500 58/58 [==============================] - 0s 381us/step - loss: 0.4070 - accuracy: 0.8174 Epoch 199/500 58/58 [==============================] - 0s 429us/step - loss: 0.4075 - accuracy: 0.8153 Epoch 200/500 58/58 [==============================] - 0s 375us/step - loss: 0.4073 - accuracy: 0.8139 Epoch 201/500 58/58 [==============================] - 0s 343us/step - loss: 0.4073 - accuracy: 0.8125 Epoch 202/500 58/58 [==============================] - 0s 384us/step - loss: 0.4068 - accuracy: 0.8125 Epoch 203/500 58/58 [==============================] - 0s 355us/step - loss: 0.4062 - accuracy: 0.8118 Epoch 204/500 58/58 [==============================] - 0s 380us/step - loss: 0.4066 - accuracy: 0.8139 Epoch 205/500 58/58 [==============================] - 0s 363us/step - loss: 0.4058 - accuracy: 0.8132 Epoch 206/500 58/58 [==============================] - 0s 355us/step - loss: 0.4054 - accuracy: 0.8132 Epoch 207/500 58/58 [==============================] - 0s 351us/step - loss: 0.4059 - accuracy: 0.8160 Epoch 208/500 58/58 [==============================] - 0s 368us/step - loss: 0.4054 - accuracy: 0.8139 Epoch 209/500 58/58 [==============================] - 0s 357us/step - loss: 0.4048 - accuracy: 0.8139 Epoch 210/500 58/58 [==============================] - 0s 374us/step - loss: 0.4049 - accuracy: 0.8167 Epoch 211/500 58/58 [==============================] - 0s 392us/step - loss: 0.4048 - accuracy: 0.8111 Epoch 212/500 58/58 [==============================] - 0s 362us/step - loss: 0.4041 - accuracy: 0.8111 Epoch 213/500 58/58 [==============================] - 0s 344us/step - loss: 0.4044 - accuracy: 0.8118 Epoch 214/500 58/58 [==============================] - 0s 355us/step - loss: 0.4040 - accuracy: 0.8097 Epoch 215/500 58/58 [==============================] - 0s 364us/step - loss: 0.4041 - accuracy: 0.8104 Epoch 216/500 58/58 [==============================] - 0s 366us/step - loss: 0.4030 - accuracy: 0.8118 Epoch 217/500 58/58 [==============================] - 0s 365us/step - loss: 0.4035 - accuracy: 0.8104 Epoch 218/500 58/58 [==============================] - 0s 357us/step - loss: 0.4027 - accuracy: 0.8104 Epoch 219/500 58/58 [==============================] - 0s 342us/step - loss: 0.4032 - accuracy: 0.8139 Epoch 220/500 58/58 [==============================] - 0s 347us/step - loss: 0.4030 - accuracy: 0.8125 Epoch 221/500 58/58 [==============================] - 0s 355us/step - loss: 0.4023 - accuracy: 0.8118 Epoch 222/500 58/58 [==============================] - 0s 393us/step - loss: 0.4028 - accuracy: 0.8125 Epoch 223/500 58/58 [==============================] - 0s 391us/step - loss: 0.4026 - accuracy: 0.8118 Epoch 224/500 58/58 [==============================] - 0s 366us/step - loss: 0.4021 - accuracy: 0.8146 Epoch 225/500 58/58 [==============================] - 0s 369us/step - loss: 0.4019 - accuracy: 0.8076 Epoch 226/500 58/58 [==============================] - 0s 374us/step - loss: 0.4022 - accuracy: 0.8132 Epoch 227/500 58/58 [==============================] - 0s 348us/step - loss: 0.4020 - accuracy: 0.8125 Epoch 228/500 58/58 [==============================] - 0s 377us/step - loss: 0.4022 - accuracy: 0.8146 Epoch 229/500 58/58 [==============================] - 0s 361us/step - loss: 0.4015 - accuracy: 0.8139 Epoch 230/500 58/58 [==============================] - 0s 344us/step - loss: 0.4014 - accuracy: 0.8146 Epoch 231/500 58/58 [==============================] - 0s 347us/step - loss: 0.4008 - accuracy: 0.8174 Epoch 232/500 58/58 [==============================] - 0s 337us/step - loss: 0.4009 - accuracy: 0.8111 Epoch 233/500 58/58 [==============================] - 0s 359us/step - loss: 0.4010 - accuracy: 0.8146 Epoch 234/500 58/58 [==============================] - 0s 376us/step - loss: 0.4008 - accuracy: 0.8167 Epoch 235/500 58/58 [==============================] - 0s 374us/step - loss: 0.4010 - accuracy: 0.8132 Epoch 236/500 58/58 [==============================] - 0s 364us/step - loss: 0.4005 - accuracy: 0.8160 Epoch 237/500 58/58 [==============================] - 0s 340us/step - loss: 0.4006 - accuracy: 0.8160 Epoch 238/500 58/58 [==============================] - 0s 352us/step - loss: 0.3998 - accuracy: 0.8090 Epoch 239/500 58/58 [==============================] - 0s 356us/step - loss: 0.4003 - accuracy: 0.8167 Epoch 240/500 58/58 [==============================] - 0s 354us/step - loss: 0.3986 - accuracy: 0.8188 Epoch 241/500 58/58 [==============================] - 0s 358us/step - loss: 0.3996 - accuracy: 0.8160 Epoch 242/500 58/58 [==============================] - 0s 369us/step - loss: 0.3999 - accuracy: 0.8181 Epoch 243/500 58/58 [==============================] - 0s 335us/step - loss: 0.3985 - accuracy: 0.8201 Epoch 244/500 58/58 [==============================] - 0s 346us/step - loss: 0.3998 - accuracy: 0.8125 Epoch 245/500 58/58 [==============================] - 0s 370us/step - loss: 0.3989 - accuracy: 0.8188 Epoch 246/500 58/58 [==============================] - 0s 381us/step - loss: 0.3994 - accuracy: 0.8153 Epoch 247/500 58/58 [==============================] - 0s 367us/step - loss: 0.3989 - accuracy: 0.8174 Epoch 248/500 58/58 [==============================] - 0s 411us/step - loss: 0.3983 - accuracy: 0.8174 Epoch 249/500 58/58 [==============================] - 0s 355us/step - loss: 0.3989 - accuracy: 0.8201 Epoch 250/500 58/58 [==============================] - 0s 345us/step - loss: 0.3990 - accuracy: 0.8174 Epoch 251/500 58/58 [==============================] - 0s 357us/step - loss: 0.3984 - accuracy: 0.8194 Epoch 252/500 58/58 [==============================] - 0s 367us/step - loss: 0.3978 - accuracy: 0.8181 Epoch 253/500 58/58 [==============================] - 0s 350us/step - loss: 0.3987 - accuracy: 0.8139 Epoch 254/500 58/58 [==============================] - 0s 378us/step - loss: 0.3983 - accuracy: 0.8194 Epoch 255/500 58/58 [==============================] - 0s 339us/step - loss: 0.3980 - accuracy: 0.8153 Epoch 256/500 58/58 [==============================] - 0s 359us/step - loss: 0.3981 - accuracy: 0.8181 Epoch 257/500 58/58 [==============================] - 0s 361us/step - loss: 0.3977 - accuracy: 0.8181 Epoch 258/500 58/58 [==============================] - 0s 375us/step - loss: 0.3973 - accuracy: 0.8194 Epoch 259/500 58/58 [==============================] - 0s 345us/step - loss: 0.3978 - accuracy: 0.8146 Epoch 260/500 58/58 [==============================] - 0s 375us/step - loss: 0.3980 - accuracy: 0.8229 Epoch 261/500 58/58 [==============================] - 0s 349us/step - loss: 0.3975 - accuracy: 0.8188 Epoch 262/500 58/58 [==============================] - 0s 347us/step - loss: 0.3973 - accuracy: 0.8236 Epoch 263/500 58/58 [==============================] - 0s 368us/step - loss: 0.3970 - accuracy: 0.8174 Epoch 264/500 58/58 [==============================] - 0s 352us/step - loss: 0.3972 - accuracy: 0.8208 Epoch 265/500 58/58 [==============================] - 0s 347us/step - loss: 0.3967 - accuracy: 0.8174 Epoch 266/500 58/58 [==============================] - 0s 363us/step - loss: 0.3950 - accuracy: 0.8194 Epoch 267/500 58/58 [==============================] - 0s 348us/step - loss: 0.3968 - accuracy: 0.8181 Epoch 268/500 58/58 [==============================] - 0s 340us/step - loss: 0.3963 - accuracy: 0.8194 Epoch 269/500 58/58 [==============================] - 0s 378us/step - loss: 0.3963 - accuracy: 0.8194 Epoch 270/500 58/58 [==============================] - 0s 348us/step - loss: 0.3960 - accuracy: 0.8208 Epoch 271/500 58/58 [==============================] - 0s 375us/step - loss: 0.3962 - accuracy: 0.8208 Epoch 272/500 58/58 [==============================] - 0s 403us/step - loss: 0.3955 - accuracy: 0.8208 Epoch 273/500 58/58 [==============================] - 0s 360us/step - loss: 0.3950 - accuracy: 0.8167 Epoch 274/500 58/58 [==============================] - 0s 347us/step - loss: 0.3958 - accuracy: 0.8160 Epoch 275/500 58/58 [==============================] - 0s 356us/step - loss: 0.3955 - accuracy: 0.8167 Epoch 276/500 58/58 [==============================] - 0s 347us/step - loss: 0.3948 - accuracy: 0.8236 Epoch 277/500 58/58 [==============================] - 0s 363us/step - loss: 0.3954 - accuracy: 0.8181 Epoch 278/500 58/58 [==============================] - 0s 365us/step - loss: 0.3955 - accuracy: 0.8194 Epoch 279/500 58/58 [==============================] - 0s 350us/step - loss: 0.3947 - accuracy: 0.8167 Epoch 280/500 58/58 [==============================] - 0s 350us/step - loss: 0.3947 - accuracy: 0.8181 Epoch 281/500 58/58 [==============================] - 0s 372us/step - loss: 0.3944 - accuracy: 0.8208 Epoch 282/500 58/58 [==============================] - 0s 354us/step - loss: 0.3944 - accuracy: 0.8250 Epoch 283/500 58/58 [==============================] - 0s 372us/step - loss: 0.3946 - accuracy: 0.8188 Epoch 284/500 58/58 [==============================] - 0s 372us/step - loss: 0.3937 - accuracy: 0.8215 Epoch 285/500 58/58 [==============================] - 0s 355us/step - loss: 0.3931 - accuracy: 0.8236 Epoch 286/500 58/58 [==============================] - 0s 353us/step - loss: 0.3933 - accuracy: 0.8229 Epoch 287/500 58/58 [==============================] - 0s 355us/step - loss: 0.3937 - accuracy: 0.8236 Epoch 288/500 58/58 [==============================] - 0s 353us/step - loss: 0.3931 - accuracy: 0.8208 Epoch 289/500 58/58 [==============================] - 0s 349us/step - loss: 0.3932 - accuracy: 0.8188 Epoch 290/500 58/58 [==============================] - 0s 365us/step - loss: 0.3926 - accuracy: 0.8194 Epoch 291/500 58/58 [==============================] - 0s 351us/step - loss: 0.3923 - accuracy: 0.8250 Epoch 292/500 58/58 [==============================] - 0s 358us/step - loss: 0.3929 - accuracy: 0.8215 Epoch 293/500 58/58 [==============================] - 0s 361us/step - loss: 0.3923 - accuracy: 0.8257 Epoch 294/500 58/58 [==============================] - 0s 347us/step - loss: 0.3923 - accuracy: 0.8201 Epoch 295/500 58/58 [==============================] - 0s 374us/step - loss: 0.3918 - accuracy: 0.8250 Epoch 296/500 58/58 [==============================] - 0s 384us/step - loss: 0.3917 - accuracy: 0.8271 Epoch 297/500 58/58 [==============================] - 0s 363us/step - loss: 0.3917 - accuracy: 0.8229 Epoch 298/500 58/58 [==============================] - 0s 359us/step - loss: 0.3904 - accuracy: 0.8271 Epoch 299/500 58/58 [==============================] - 0s 346us/step - loss: 0.3916 - accuracy: 0.8229 Epoch 300/500 58/58 [==============================] - 0s 360us/step - loss: 0.3905 - accuracy: 0.8257 Epoch 301/500 58/58 [==============================] - 0s 367us/step - loss: 0.3906 - accuracy: 0.8250 Epoch 302/500 58/58 [==============================] - 0s 359us/step - loss: 0.3909 - accuracy: 0.8243 Epoch 303/500 58/58 [==============================] - 0s 364us/step - loss: 0.3895 - accuracy: 0.8271 Epoch 304/500 58/58 [==============================] - 0s 369us/step - loss: 0.3907 - accuracy: 0.8257 Epoch 305/500 58/58 [==============================] - 0s 438us/step - loss: 0.3897 - accuracy: 0.8264 Epoch 306/500 58/58 [==============================] - 0s 362us/step - loss: 0.3886 - accuracy: 0.8264 Epoch 307/500 58/58 [==============================] - 0s 361us/step - loss: 0.3897 - accuracy: 0.8313 Epoch 308/500 58/58 [==============================] - 0s 384us/step - loss: 0.3890 - accuracy: 0.8271 Epoch 309/500 58/58 [==============================] - 0s 345us/step - loss: 0.3887 - accuracy: 0.8236 Epoch 310/500 58/58 [==============================] - 0s 368us/step - loss: 0.3888 - accuracy: 0.8264 Epoch 311/500 58/58 [==============================] - 0s 369us/step - loss: 0.3892 - accuracy: 0.8292 Epoch 312/500 58/58 [==============================] - 0s 364us/step - loss: 0.3896 - accuracy: 0.8278 Epoch 313/500 58/58 [==============================] - 0s 344us/step - loss: 0.3883 - accuracy: 0.8236 Epoch 314/500 58/58 [==============================] - 0s 353us/step - loss: 0.3885 - accuracy: 0.8236 Epoch 315/500 58/58 [==============================] - 0s 355us/step - loss: 0.3887 - accuracy: 0.8264 Epoch 316/500 58/58 [==============================] - 0s 367us/step - loss: 0.3881 - accuracy: 0.8285 Epoch 317/500 58/58 [==============================] - 0s 377us/step - loss: 0.3876 - accuracy: 0.8306 Epoch 318/500 58/58 [==============================] - 0s 358us/step - loss: 0.3874 - accuracy: 0.8292 Epoch 319/500 58/58 [==============================] - 0s 534us/step - loss: 0.3870 - accuracy: 0.8313 Epoch 320/500 58/58 [==============================] - 0s 390us/step - loss: 0.3874 - accuracy: 0.8292 Epoch 321/500 58/58 [==============================] - 0s 373us/step - loss: 0.3871 - accuracy: 0.8292 Epoch 322/500 58/58 [==============================] - 0s 363us/step - loss: 0.3866 - accuracy: 0.8264 Epoch 323/500 58/58 [==============================] - 0s 379us/step - loss: 0.3867 - accuracy: 0.8264 Epoch 324/500 58/58 [==============================] - 0s 355us/step - loss: 0.3857 - accuracy: 0.8285 Epoch 325/500 58/58 [==============================] - 0s 347us/step - loss: 0.3866 - accuracy: 0.8243 Epoch 326/500 58/58 [==============================] - 0s 353us/step - loss: 0.3866 - accuracy: 0.8313 Epoch 327/500 58/58 [==============================] - 0s 358us/step - loss: 0.3856 - accuracy: 0.8299 Epoch 328/500 58/58 [==============================] - 0s 351us/step - loss: 0.3858 - accuracy: 0.8299 Epoch 329/500 58/58 [==============================] - 0s 424us/step - loss: 0.3852 - accuracy: 0.8313 Epoch 330/500 58/58 [==============================] - 0s 358us/step - loss: 0.3851 - accuracy: 0.8340 Epoch 331/500 58/58 [==============================] - 0s 338us/step - loss: 0.3849 - accuracy: 0.8354 Epoch 332/500 58/58 [==============================] - 0s 368us/step - loss: 0.3840 - accuracy: 0.8299 Epoch 333/500 58/58 [==============================] - 0s 349us/step - loss: 0.3842 - accuracy: 0.8313 Epoch 334/500 58/58 [==============================] - 0s 355us/step - loss: 0.3844 - accuracy: 0.8306 Epoch 335/500 58/58 [==============================] - 0s 356us/step - loss: 0.3834 - accuracy: 0.8306 Epoch 336/500 58/58 [==============================] - 0s 334us/step - loss: 0.3843 - accuracy: 0.8354 Epoch 337/500 58/58 [==============================] - 0s 354us/step - loss: 0.3839 - accuracy: 0.8333 Epoch 338/500 58/58 [==============================] - 0s 351us/step - loss: 0.3838 - accuracy: 0.8306 Epoch 339/500 58/58 [==============================] - 0s 348us/step - loss: 0.3837 - accuracy: 0.8375 Epoch 340/500 58/58 [==============================] - 0s 368us/step - loss: 0.3837 - accuracy: 0.8333 Epoch 341/500 58/58 [==============================] - 0s 406us/step - loss: 0.3827 - accuracy: 0.8347 Epoch 342/500 58/58 [==============================] - 0s 373us/step - loss: 0.3813 - accuracy: 0.8361 Epoch 343/500 58/58 [==============================] - 0s 366us/step - loss: 0.3829 - accuracy: 0.8340 Epoch 344/500 58/58 [==============================] - 0s 372us/step - loss: 0.3815 - accuracy: 0.8319 Epoch 345/500 58/58 [==============================] - 0s 357us/step - loss: 0.3827 - accuracy: 0.8340 Epoch 346/500 58/58 [==============================] - 0s 365us/step - loss: 0.3823 - accuracy: 0.8333 Epoch 347/500 58/58 [==============================] - 0s 377us/step - loss: 0.3818 - accuracy: 0.8354 Epoch 348/500 58/58 [==============================] - 0s 345us/step - loss: 0.3810 - accuracy: 0.8326 Epoch 349/500 58/58 [==============================] - 0s 342us/step - loss: 0.3814 - accuracy: 0.8299 Epoch 350/500 58/58 [==============================] - 0s 360us/step - loss: 0.3814 - accuracy: 0.8382 Epoch 351/500 58/58 [==============================] - 0s 350us/step - loss: 0.3812 - accuracy: 0.8361 Epoch 352/500 58/58 [==============================] - 0s 366us/step - loss: 0.3814 - accuracy: 0.8368 Epoch 353/500 58/58 [==============================] - 0s 411us/step - loss: 0.3805 - accuracy: 0.8347 Epoch 354/500 58/58 [==============================] - 0s 358us/step - loss: 0.3809 - accuracy: 0.8403 Epoch 355/500 58/58 [==============================] - 0s 351us/step - loss: 0.3807 - accuracy: 0.8382 Epoch 356/500 58/58 [==============================] - 0s 372us/step - loss: 0.3803 - accuracy: 0.8340 Epoch 357/500 58/58 [==============================] - 0s 354us/step - loss: 0.3801 - accuracy: 0.8354 Epoch 358/500 58/58 [==============================] - 0s 360us/step - loss: 0.3801 - accuracy: 0.8368 Epoch 359/500 58/58 [==============================] - 0s 362us/step - loss: 0.3796 - accuracy: 0.8375 Epoch 360/500 58/58 [==============================] - 0s 356us/step - loss: 0.3799 - accuracy: 0.8389 Epoch 361/500 58/58 [==============================] - 0s 353us/step - loss: 0.3797 - accuracy: 0.8375 Epoch 362/500 58/58 [==============================] - 0s 347us/step - loss: 0.3794 - accuracy: 0.8361 Epoch 363/500 58/58 [==============================] - 0s 346us/step - loss: 0.3796 - accuracy: 0.8361 Epoch 364/500 58/58 [==============================] - 0s 377us/step - loss: 0.3793 - accuracy: 0.8361 Epoch 365/500 58/58 [==============================] - 0s 363us/step - loss: 0.3800 - accuracy: 0.8354 Epoch 366/500 58/58 [==============================] - 0s 358us/step - loss: 0.3793 - accuracy: 0.8368 Epoch 367/500 58/58 [==============================] - 0s 356us/step - loss: 0.3790 - accuracy: 0.8333 Epoch 368/500 58/58 [==============================] - 0s 348us/step - loss: 0.3790 - accuracy: 0.8340 Epoch 369/500 58/58 [==============================] - 0s 353us/step - loss: 0.3789 - accuracy: 0.8403 Epoch 370/500 58/58 [==============================] - 0s 367us/step - loss: 0.3788 - accuracy: 0.8313 Epoch 371/500 58/58 [==============================] - 0s 354us/step - loss: 0.3783 - accuracy: 0.8347 Epoch 372/500 58/58 [==============================] - 0s 353us/step - loss: 0.3789 - accuracy: 0.8368 Epoch 373/500 58/58 [==============================] - 0s 350us/step - loss: 0.3784 - accuracy: 0.8354 Epoch 374/500 58/58 [==============================] - 0s 351us/step - loss: 0.3783 - accuracy: 0.8389 Epoch 375/500 58/58 [==============================] - 0s 384us/step - loss: 0.3769 - accuracy: 0.8313 Epoch 376/500 58/58 [==============================] - 0s 373us/step - loss: 0.3772 - accuracy: 0.8389 Epoch 377/500 58/58 [==============================] - 0s 347us/step - loss: 0.3791 - accuracy: 0.8326 Epoch 378/500 58/58 [==============================] - 0s 393us/step - loss: 0.3771 - accuracy: 0.8361 Epoch 379/500 58/58 [==============================] - 0s 347us/step - loss: 0.3763 - accuracy: 0.8347 Epoch 380/500 58/58 [==============================] - 0s 347us/step - loss: 0.3777 - accuracy: 0.8347 Epoch 381/500 58/58 [==============================] - 0s 370us/step - loss: 0.3779 - accuracy: 0.8340 Epoch 382/500 58/58 [==============================] - 0s 373us/step - loss: 0.3768 - accuracy: 0.8375 Epoch 383/500 58/58 [==============================] - 0s 349us/step - loss: 0.3778 - accuracy: 0.8292 Epoch 384/500 58/58 [==============================] - 0s 368us/step - loss: 0.3774 - accuracy: 0.8347 Epoch 385/500 58/58 [==============================] - 0s 349us/step - loss: 0.3775 - accuracy: 0.8340 Epoch 386/500 58/58 [==============================] - 0s 355us/step - loss: 0.3760 - accuracy: 0.8403 Epoch 387/500 58/58 [==============================] - 0s 355us/step - loss: 0.3766 - accuracy: 0.8326 Epoch 388/500 58/58 [==============================] - 0s 371us/step - loss: 0.3766 - accuracy: 0.8333 Epoch 389/500 58/58 [==============================] - 0s 349us/step - loss: 0.3748 - accuracy: 0.8313 Epoch 390/500 58/58 [==============================] - 0s 379us/step - loss: 0.3771 - accuracy: 0.8313 Epoch 391/500 58/58 [==============================] - 0s 350us/step - loss: 0.3767 - accuracy: 0.8333 Epoch 392/500 58/58 [==============================] - 0s 348us/step - loss: 0.3754 - accuracy: 0.8368 Epoch 393/500 58/58 [==============================] - 0s 359us/step - loss: 0.3773 - accuracy: 0.8347 Epoch 394/500 58/58 [==============================] - 0s 351us/step - loss: 0.3763 - accuracy: 0.8361 Epoch 395/500 58/58 [==============================] - 0s 355us/step - loss: 0.3748 - accuracy: 0.8299 Epoch 396/500 58/58 [==============================] - 0s 349us/step - loss: 0.3762 - accuracy: 0.8326 Epoch 397/500 58/58 [==============================] - 0s 348us/step - loss: 0.3761 - accuracy: 0.8347 Epoch 398/500 58/58 [==============================] - 0s 342us/step - loss: 0.3754 - accuracy: 0.8347 Epoch 399/500 58/58 [==============================] - 0s 366us/step - loss: 0.3757 - accuracy: 0.8306 Epoch 400/500 58/58 [==============================] - 0s 348us/step - loss: 0.3751 - accuracy: 0.8340 Epoch 401/500 58/58 [==============================] - 0s 364us/step - loss: 0.3756 - accuracy: 0.8319 Epoch 402/500 58/58 [==============================] - 0s 399us/step - loss: 0.3745 - accuracy: 0.8333 Epoch 403/500 58/58 [==============================] - 0s 355us/step - loss: 0.3748 - accuracy: 0.8326 Epoch 404/500 58/58 [==============================] - 0s 345us/step - loss: 0.3750 - accuracy: 0.8333 Epoch 405/500 58/58 [==============================] - 0s 368us/step - loss: 0.3745 - accuracy: 0.8354 Epoch 406/500 58/58 [==============================] - 0s 357us/step - loss: 0.3750 - accuracy: 0.8313 Epoch 407/500 58/58 [==============================] - 0s 362us/step - loss: 0.3753 - accuracy: 0.8299 Epoch 408/500 58/58 [==============================] - 0s 369us/step - loss: 0.3754 - accuracy: 0.8361 Epoch 409/500 58/58 [==============================] - 0s 352us/step - loss: 0.3746 - accuracy: 0.8333 Epoch 410/500 58/58 [==============================] - 0s 336us/step - loss: 0.3743 - accuracy: 0.8347 Epoch 411/500 58/58 [==============================] - 0s 373us/step - loss: 0.3749 - accuracy: 0.8285 Epoch 412/500 58/58 [==============================] - 0s 352us/step - loss: 0.3745 - accuracy: 0.8340 Epoch 413/500 58/58 [==============================] - 0s 377us/step - loss: 0.3737 - accuracy: 0.8285 Epoch 414/500 58/58 [==============================] - 0s 357us/step - loss: 0.3742 - accuracy: 0.8292 Epoch 415/500 58/58 [==============================] - 0s 358us/step - loss: 0.3733 - accuracy: 0.8313 Epoch 416/500 58/58 [==============================] - 0s 352us/step - loss: 0.3743 - accuracy: 0.8306 Epoch 417/500 58/58 [==============================] - 0s 345us/step - loss: 0.3741 - accuracy: 0.8313 Epoch 418/500 58/58 [==============================] - 0s 350us/step - loss: 0.3735 - accuracy: 0.8354 Epoch 419/500 58/58 [==============================] - 0s 371us/step - loss: 0.3733 - accuracy: 0.8319 Epoch 420/500 58/58 [==============================] - 0s 348us/step - loss: 0.3729 - accuracy: 0.8326 Epoch 421/500 58/58 [==============================] - 0s 346us/step - loss: 0.3728 - accuracy: 0.8326 Epoch 422/500 58/58 [==============================] - 0s 355us/step - loss: 0.3736 - accuracy: 0.8340 Epoch 423/500 58/58 [==============================] - 0s 350us/step - loss: 0.3729 - accuracy: 0.8326 Epoch 424/500 58/58 [==============================] - 0s 357us/step - loss: 0.3737 - accuracy: 0.8326 Epoch 425/500 58/58 [==============================] - 0s 373us/step - loss: 0.3723 - accuracy: 0.8333 Epoch 426/500 58/58 [==============================] - 0s 396us/step - loss: 0.3741 - accuracy: 0.8333 Epoch 427/500 58/58 [==============================] - 0s 354us/step - loss: 0.3727 - accuracy: 0.8313 Epoch 428/500 58/58 [==============================] - 0s 350us/step - loss: 0.3734 - accuracy: 0.8347 Epoch 429/500 58/58 [==============================] - 0s 349us/step - loss: 0.3723 - accuracy: 0.8333 Epoch 430/500 58/58 [==============================] - 0s 346us/step - loss: 0.3719 - accuracy: 0.8417 Epoch 431/500 58/58 [==============================] - 0s 354us/step - loss: 0.3730 - accuracy: 0.8375 Epoch 432/500 58/58 [==============================] - 0s 341us/step - loss: 0.3735 - accuracy: 0.8326 Epoch 433/500 58/58 [==============================] - 0s 356us/step - loss: 0.3728 - accuracy: 0.8326 Epoch 434/500 58/58 [==============================] - 0s 343us/step - loss: 0.3731 - accuracy: 0.8368 Epoch 435/500 58/58 [==============================] - 0s 337us/step - loss: 0.3733 - accuracy: 0.8347 Epoch 436/500 58/58 [==============================] - 0s 354us/step - loss: 0.3735 - accuracy: 0.8326 Epoch 437/500 58/58 [==============================] - 0s 367us/step - loss: 0.3709 - accuracy: 0.8340 Epoch 438/500 58/58 [==============================] - 0s 345us/step - loss: 0.3728 - accuracy: 0.8375 Epoch 439/500 58/58 [==============================] - 0s 356us/step - loss: 0.3730 - accuracy: 0.8417 Epoch 440/500 58/58 [==============================] - 0s 338us/step - loss: 0.3733 - accuracy: 0.8340 Epoch 441/500 58/58 [==============================] - 0s 359us/step - loss: 0.3727 - accuracy: 0.8375 Epoch 442/500 58/58 [==============================] - 0s 358us/step - loss: 0.3723 - accuracy: 0.8389 Epoch 443/500 58/58 [==============================] - 0s 347us/step - loss: 0.3727 - accuracy: 0.8319 Epoch 444/500 58/58 [==============================] - 0s 363us/step - loss: 0.3730 - accuracy: 0.8389 Epoch 445/500 58/58 [==============================] - 0s 352us/step - loss: 0.3716 - accuracy: 0.8410 Epoch 446/500 58/58 [==============================] - 0s 347us/step - loss: 0.3722 - accuracy: 0.8368 Epoch 447/500 58/58 [==============================] - 0s 348us/step - loss: 0.3732 - accuracy: 0.8347 Epoch 448/500 58/58 [==============================] - 0s 348us/step - loss: 0.3725 - accuracy: 0.8361 Epoch 449/500 58/58 [==============================] - 0s 349us/step - loss: 0.3711 - accuracy: 0.8375 Epoch 450/500 58/58 [==============================] - 0s 377us/step - loss: 0.3727 - accuracy: 0.8368 Epoch 451/500 58/58 [==============================] - 0s 391us/step - loss: 0.3716 - accuracy: 0.8354 Epoch 452/500 58/58 [==============================] - 0s 351us/step - loss: 0.3715 - accuracy: 0.8403 Epoch 453/500 58/58 [==============================] - 0s 342us/step - loss: 0.3722 - accuracy: 0.8389 Epoch 454/500 58/58 [==============================] - 0s 349us/step - loss: 0.3712 - accuracy: 0.8389 Epoch 455/500 58/58 [==============================] - 0s 360us/step - loss: 0.3721 - accuracy: 0.8354 Epoch 456/500 58/58 [==============================] - 0s 367us/step - loss: 0.3716 - accuracy: 0.8340 Epoch 457/500 58/58 [==============================] - 0s 351us/step - loss: 0.3709 - accuracy: 0.8396 Epoch 458/500 58/58 [==============================] - 0s 357us/step - loss: 0.3722 - accuracy: 0.8375 Epoch 459/500 58/58 [==============================] - 0s 343us/step - loss: 0.3716 - accuracy: 0.8410 Epoch 460/500 58/58 [==============================] - 0s 342us/step - loss: 0.3707 - accuracy: 0.8375 Epoch 461/500 58/58 [==============================] - 0s 358us/step - loss: 0.3715 - accuracy: 0.8347 Epoch 462/500 58/58 [==============================] - 0s 374us/step - loss: 0.3710 - accuracy: 0.8410 Epoch 463/500 58/58 [==============================] - 0s 349us/step - loss: 0.3717 - accuracy: 0.8354 Epoch 464/500 58/58 [==============================] - 0s 370us/step - loss: 0.3709 - accuracy: 0.8347 Epoch 465/500 58/58 [==============================] - 0s 351us/step - loss: 0.3716 - accuracy: 0.8340 Epoch 466/500 58/58 [==============================] - 0s 352us/step - loss: 0.3706 - accuracy: 0.8347 Epoch 467/500 58/58 [==============================] - 0s 359us/step - loss: 0.3712 - accuracy: 0.8375 Epoch 468/500 58/58 [==============================] - 0s 346us/step - loss: 0.3713 - accuracy: 0.8354 Epoch 469/500 58/58 [==============================] - 0s 356us/step - loss: 0.3714 - accuracy: 0.8347 Epoch 470/500 58/58 [==============================] - 0s 359us/step - loss: 0.3707 - accuracy: 0.8444 Epoch 471/500 58/58 [==============================] - 0s 344us/step - loss: 0.3711 - accuracy: 0.8340 Epoch 472/500 58/58 [==============================] - 0s 345us/step - loss: 0.3711 - accuracy: 0.8375 Epoch 473/500 58/58 [==============================] - 0s 357us/step - loss: 0.3699 - accuracy: 0.8333 Epoch 474/500 58/58 [==============================] - 0s 340us/step - loss: 0.3713 - accuracy: 0.8389 Epoch 475/500 58/58 [==============================] - 0s 374us/step - loss: 0.3704 - accuracy: 0.8396 Epoch 476/500 58/58 [==============================] - 0s 385us/step - loss: 0.3712 - accuracy: 0.8382 Epoch 477/500 58/58 [==============================] - 0s 383us/step - loss: 0.3710 - accuracy: 0.8361 Epoch 478/500 58/58 [==============================] - 0s 390us/step - loss: 0.3709 - accuracy: 0.8354 Epoch 479/500 58/58 [==============================] - 0s 378us/step - loss: 0.3714 - accuracy: 0.8375 Epoch 480/500 58/58 [==============================] - 0s 383us/step - loss: 0.3708 - accuracy: 0.8375 Epoch 481/500 58/58 [==============================] - 0s 351us/step - loss: 0.3712 - accuracy: 0.8333 Epoch 482/500 58/58 [==============================] - 0s 383us/step - loss: 0.3701 - accuracy: 0.8361 Epoch 483/500 58/58 [==============================] - 0s 336us/step - loss: 0.3710 - accuracy: 0.8354 Epoch 484/500 58/58 [==============================] - 0s 345us/step - loss: 0.3699 - accuracy: 0.8368 Epoch 485/500 58/58 [==============================] - 0s 408us/step - loss: 0.3710 - accuracy: 0.8361 Epoch 486/500 58/58 [==============================] - 0s 375us/step - loss: 0.3710 - accuracy: 0.8389 Epoch 487/500 58/58 [==============================] - 0s 364us/step - loss: 0.3706 - accuracy: 0.8347 Epoch 488/500 58/58 [==============================] - 0s 386us/step - loss: 0.3708 - accuracy: 0.8389 Epoch 489/500 58/58 [==============================] - 0s 354us/step - loss: 0.3707 - accuracy: 0.8368 Epoch 490/500 58/58 [==============================] - 0s 340us/step - loss: 0.3707 - accuracy: 0.8389 Epoch 491/500 58/58 [==============================] - 0s 359us/step - loss: 0.3702 - accuracy: 0.8375 Epoch 492/500 58/58 [==============================] - 0s 355us/step - loss: 0.3707 - accuracy: 0.8347 Epoch 493/500 58/58 [==============================] - 0s 339us/step - loss: 0.3685 - accuracy: 0.8444 Epoch 494/500 58/58 [==============================] - 0s 362us/step - loss: 0.3701 - accuracy: 0.8382 Epoch 495/500 58/58 [==============================] - 0s 346us/step - loss: 0.3712 - accuracy: 0.8389 Epoch 496/500 58/58 [==============================] - 0s 337us/step - loss: 0.3696 - accuracy: 0.8361 Epoch 497/500 58/58 [==============================] - 0s 359us/step - loss: 0.3701 - accuracy: 0.8375 Epoch 498/500 58/58 [==============================] - 0s 350us/step - loss: 0.3700 - accuracy: 0.8361 Epoch 499/500 58/58 [==============================] - 0s 382us/step - loss: 0.3699 - accuracy: 0.8354 Epoch 500/500 58/58 [==============================] - 0s 387us/step - loss: 0.3695 - accuracy: 0.8396 5/5 [==============================] - 0s 466us/step Epoch 1/500 58/58 [==============================] - 0s 484us/step - loss: 0.6861 - accuracy: 0.6590 Epoch 2/500 58/58 [==============================] - 0s 396us/step - loss: 0.6661 - accuracy: 0.6667 Epoch 3/500 58/58 [==============================] - 0s 367us/step - loss: 0.6318 - accuracy: 0.6639 Epoch 4/500 58/58 [==============================] - 0s 357us/step - loss: 0.5908 - accuracy: 0.7007 Epoch 5/500 58/58 [==============================] - 0s 353us/step - loss: 0.5509 - accuracy: 0.7444 Epoch 6/500 58/58 [==============================] - 0s 361us/step - loss: 0.5190 - accuracy: 0.7667 Epoch 7/500 58/58 [==============================] - 0s 351us/step - loss: 0.4984 - accuracy: 0.7722 Epoch 8/500 58/58 [==============================] - 0s 355us/step - loss: 0.4874 - accuracy: 0.7729 Epoch 9/500 58/58 [==============================] - 0s 363us/step - loss: 0.4810 - accuracy: 0.7722 Epoch 10/500 58/58 [==============================] - 0s 344us/step - loss: 0.4769 - accuracy: 0.7743 Epoch 11/500 58/58 [==============================] - 0s 369us/step - loss: 0.4739 - accuracy: 0.7708 Epoch 12/500 58/58 [==============================] - 0s 359us/step - loss: 0.4715 - accuracy: 0.7736 Epoch 13/500 58/58 [==============================] - 0s 354us/step - loss: 0.4699 - accuracy: 0.7715 Epoch 14/500 58/58 [==============================] - 0s 359us/step - loss: 0.4683 - accuracy: 0.7743 Epoch 15/500 58/58 [==============================] - 0s 403us/step - loss: 0.4670 - accuracy: 0.7750 Epoch 16/500 58/58 [==============================] - 0s 375us/step - loss: 0.4657 - accuracy: 0.7799 Epoch 17/500 58/58 [==============================] - 0s 368us/step - loss: 0.4648 - accuracy: 0.7729 Epoch 18/500 58/58 [==============================] - 0s 383us/step - loss: 0.4638 - accuracy: 0.7764 Epoch 19/500 58/58 [==============================] - 0s 380us/step - loss: 0.4626 - accuracy: 0.7764 Epoch 20/500 58/58 [==============================] - 0s 354us/step - loss: 0.4618 - accuracy: 0.7785 Epoch 21/500 58/58 [==============================] - 0s 388us/step - loss: 0.4611 - accuracy: 0.7785 Epoch 22/500 58/58 [==============================] - 0s 368us/step - loss: 0.4601 - accuracy: 0.7785 Epoch 23/500 58/58 [==============================] - 0s 339us/step - loss: 0.4599 - accuracy: 0.7812 Epoch 24/500 58/58 [==============================] - 0s 359us/step - loss: 0.4590 - accuracy: 0.7792 Epoch 25/500 58/58 [==============================] - 0s 365us/step - loss: 0.4579 - accuracy: 0.7785 Epoch 26/500 58/58 [==============================] - 0s 359us/step - loss: 0.4572 - accuracy: 0.7771 Epoch 27/500 58/58 [==============================] - 0s 352us/step - loss: 0.4566 - accuracy: 0.7799 Epoch 28/500 58/58 [==============================] - 0s 355us/step - loss: 0.4561 - accuracy: 0.7819 Epoch 29/500 58/58 [==============================] - 0s 350us/step - loss: 0.4555 - accuracy: 0.7792 Epoch 30/500 58/58 [==============================] - 0s 370us/step - loss: 0.4548 - accuracy: 0.7785 Epoch 31/500 58/58 [==============================] - 0s 349us/step - loss: 0.4542 - accuracy: 0.7778 Epoch 32/500 58/58 [==============================] - 0s 366us/step - loss: 0.4536 - accuracy: 0.7812 Epoch 33/500 58/58 [==============================] - 0s 370us/step - loss: 0.4531 - accuracy: 0.7792 Epoch 34/500 58/58 [==============================] - 0s 348us/step - loss: 0.4527 - accuracy: 0.7833 Epoch 35/500 58/58 [==============================] - 0s 352us/step - loss: 0.4521 - accuracy: 0.7854 Epoch 36/500 58/58 [==============================] - 0s 362us/step - loss: 0.4517 - accuracy: 0.7847 Epoch 37/500 58/58 [==============================] - 0s 340us/step - loss: 0.4511 - accuracy: 0.7833 Epoch 38/500 58/58 [==============================] - 0s 357us/step - loss: 0.4506 - accuracy: 0.7840 Epoch 39/500 58/58 [==============================] - 0s 355us/step - loss: 0.4500 - accuracy: 0.7868 Epoch 40/500 58/58 [==============================] - 0s 346us/step - loss: 0.4496 - accuracy: 0.7806 Epoch 41/500 58/58 [==============================] - 0s 342us/step - loss: 0.4490 - accuracy: 0.7833 Epoch 42/500 58/58 [==============================] - 0s 355us/step - loss: 0.4483 - accuracy: 0.7819 Epoch 43/500 58/58 [==============================] - 0s 367us/step - loss: 0.4477 - accuracy: 0.7840 Epoch 44/500 58/58 [==============================] - 0s 364us/step - loss: 0.4475 - accuracy: 0.7826 Epoch 45/500 58/58 [==============================] - 0s 341us/step - loss: 0.4470 - accuracy: 0.7826 Epoch 46/500 58/58 [==============================] - 0s 379us/step - loss: 0.4463 - accuracy: 0.7833 Epoch 47/500 58/58 [==============================] - 0s 357us/step - loss: 0.4461 - accuracy: 0.7819 Epoch 48/500 58/58 [==============================] - 0s 355us/step - loss: 0.4457 - accuracy: 0.7819 Epoch 49/500 58/58 [==============================] - 0s 355us/step - loss: 0.4452 - accuracy: 0.7819 Epoch 50/500 58/58 [==============================] - 0s 358us/step - loss: 0.4451 - accuracy: 0.7819 Epoch 51/500 58/58 [==============================] - 0s 344us/step - loss: 0.4449 - accuracy: 0.7833 Epoch 52/500 58/58 [==============================] - 0s 358us/step - loss: 0.4445 - accuracy: 0.7847 Epoch 53/500 58/58 [==============================] - 0s 343us/step - loss: 0.4440 - accuracy: 0.7861 Epoch 54/500 58/58 [==============================] - 0s 342us/step - loss: 0.4436 - accuracy: 0.7847 Epoch 55/500 58/58 [==============================] - 0s 374us/step - loss: 0.4435 - accuracy: 0.7847 Epoch 56/500 58/58 [==============================] - 0s 369us/step - loss: 0.4432 - accuracy: 0.7854 Epoch 57/500 58/58 [==============================] - 0s 352us/step - loss: 0.4428 - accuracy: 0.7840 Epoch 58/500 58/58 [==============================] - 0s 377us/step - loss: 0.4429 - accuracy: 0.7882 Epoch 59/500 58/58 [==============================] - 0s 348us/step - loss: 0.4427 - accuracy: 0.7875 Epoch 60/500 58/58 [==============================] - 0s 350us/step - loss: 0.4424 - accuracy: 0.7833 Epoch 61/500 58/58 [==============================] - 0s 377us/step - loss: 0.4423 - accuracy: 0.7882 Epoch 62/500 58/58 [==============================] - 0s 357us/step - loss: 0.4418 - accuracy: 0.7826 Epoch 63/500 58/58 [==============================] - 0s 358us/step - loss: 0.4418 - accuracy: 0.7861 Epoch 64/500 58/58 [==============================] - 0s 357us/step - loss: 0.4414 - accuracy: 0.7861 Epoch 65/500 58/58 [==============================] - 0s 341us/step - loss: 0.4415 - accuracy: 0.7847 Epoch 66/500 58/58 [==============================] - 0s 346us/step - loss: 0.4409 - accuracy: 0.7840 Epoch 67/500 58/58 [==============================] - 0s 371us/step - loss: 0.4408 - accuracy: 0.7854 Epoch 68/500 58/58 [==============================] - 0s 358us/step - loss: 0.4406 - accuracy: 0.7840 Epoch 69/500 58/58 [==============================] - 0s 353us/step - loss: 0.4406 - accuracy: 0.7889 Epoch 70/500 58/58 [==============================] - 0s 403us/step - loss: 0.4402 - accuracy: 0.7882 Epoch 71/500 58/58 [==============================] - 0s 355us/step - loss: 0.4397 - accuracy: 0.7861 Epoch 72/500 58/58 [==============================] - 0s 349us/step - loss: 0.4399 - accuracy: 0.7882 Epoch 73/500 58/58 [==============================] - 0s 364us/step - loss: 0.4395 - accuracy: 0.7896 Epoch 74/500 58/58 [==============================] - 0s 343us/step - loss: 0.4396 - accuracy: 0.7896 Epoch 75/500 58/58 [==============================] - 0s 364us/step - loss: 0.4391 - accuracy: 0.7847 Epoch 76/500 58/58 [==============================] - 0s 363us/step - loss: 0.4391 - accuracy: 0.7910 Epoch 77/500 58/58 [==============================] - 0s 347us/step - loss: 0.4391 - accuracy: 0.7903 Epoch 78/500 58/58 [==============================] - 0s 346us/step - loss: 0.4391 - accuracy: 0.7903 Epoch 79/500 58/58 [==============================] - 0s 366us/step - loss: 0.4388 - accuracy: 0.7875 Epoch 80/500 58/58 [==============================] - 0s 345us/step - loss: 0.4386 - accuracy: 0.7868 Epoch 81/500 58/58 [==============================] - 0s 362us/step - loss: 0.4386 - accuracy: 0.7889 Epoch 82/500 58/58 [==============================] - 0s 364us/step - loss: 0.4386 - accuracy: 0.7937 Epoch 83/500 58/58 [==============================] - 0s 368us/step - loss: 0.4386 - accuracy: 0.7903 Epoch 84/500 58/58 [==============================] - 0s 338us/step - loss: 0.4386 - accuracy: 0.7896 Epoch 85/500 58/58 [==============================] - 0s 338us/step - loss: 0.4383 - accuracy: 0.7889 Epoch 86/500 58/58 [==============================] - 0s 358us/step - loss: 0.4381 - accuracy: 0.7889 Epoch 87/500 58/58 [==============================] - 0s 361us/step - loss: 0.4381 - accuracy: 0.7910 Epoch 88/500 58/58 [==============================] - 0s 349us/step - loss: 0.4383 - accuracy: 0.7875 Epoch 89/500 58/58 [==============================] - 0s 354us/step - loss: 0.4381 - accuracy: 0.7917 Epoch 90/500 58/58 [==============================] - 0s 343us/step - loss: 0.4378 - accuracy: 0.7868 Epoch 91/500 58/58 [==============================] - 0s 353us/step - loss: 0.4374 - accuracy: 0.7917 Epoch 92/500 58/58 [==============================] - 0s 360us/step - loss: 0.4378 - accuracy: 0.7875 Epoch 93/500 58/58 [==============================] - 0s 381us/step - loss: 0.4373 - accuracy: 0.7896 Epoch 94/500 58/58 [==============================] - 0s 354us/step - loss: 0.4377 - accuracy: 0.7896 Epoch 95/500 58/58 [==============================] - 0s 402us/step - loss: 0.4372 - accuracy: 0.7896 Epoch 96/500 58/58 [==============================] - 0s 362us/step - loss: 0.4370 - accuracy: 0.7889 Epoch 97/500 58/58 [==============================] - 0s 353us/step - loss: 0.4370 - accuracy: 0.7903 Epoch 98/500 58/58 [==============================] - 0s 352us/step - loss: 0.4371 - accuracy: 0.7903 Epoch 99/500 58/58 [==============================] - 0s 356us/step - loss: 0.4366 - accuracy: 0.7875 Epoch 100/500 58/58 [==============================] - 0s 359us/step - loss: 0.4364 - accuracy: 0.7896 Epoch 101/500 58/58 [==============================] - 0s 354us/step - loss: 0.4366 - accuracy: 0.7882 Epoch 102/500 58/58 [==============================] - 0s 340us/step - loss: 0.4362 - accuracy: 0.7917 Epoch 103/500 58/58 [==============================] - 0s 342us/step - loss: 0.4361 - accuracy: 0.7882 Epoch 104/500 58/58 [==============================] - 0s 392us/step - loss: 0.4362 - accuracy: 0.7889 Epoch 105/500 58/58 [==============================] - 0s 384us/step - loss: 0.4361 - accuracy: 0.7924 Epoch 106/500 58/58 [==============================] - 0s 377us/step - loss: 0.4358 - accuracy: 0.7931 Epoch 107/500 58/58 [==============================] - 0s 365us/step - loss: 0.4357 - accuracy: 0.7840 Epoch 108/500 58/58 [==============================] - 0s 350us/step - loss: 0.4353 - accuracy: 0.7861 Epoch 109/500 58/58 [==============================] - 0s 351us/step - loss: 0.4354 - accuracy: 0.7910 Epoch 110/500 58/58 [==============================] - 0s 377us/step - loss: 0.4353 - accuracy: 0.7882 Epoch 111/500 58/58 [==============================] - 0s 368us/step - loss: 0.4348 - accuracy: 0.7965 Epoch 112/500 58/58 [==============================] - 0s 350us/step - loss: 0.4349 - accuracy: 0.7910 Epoch 113/500 58/58 [==============================] - 0s 363us/step - loss: 0.4346 - accuracy: 0.7910 Epoch 114/500 58/58 [==============================] - 0s 346us/step - loss: 0.4346 - accuracy: 0.7910 Epoch 115/500 58/58 [==============================] - 0s 353us/step - loss: 0.4345 - accuracy: 0.7924 Epoch 116/500 58/58 [==============================] - 0s 366us/step - loss: 0.4342 - accuracy: 0.7917 Epoch 117/500 58/58 [==============================] - 0s 388us/step - loss: 0.4343 - accuracy: 0.7917 Epoch 118/500 58/58 [==============================] - 0s 361us/step - loss: 0.4343 - accuracy: 0.7910 Epoch 119/500 58/58 [==============================] - 0s 410us/step - loss: 0.4341 - accuracy: 0.7889 Epoch 120/500 58/58 [==============================] - 0s 363us/step - loss: 0.4337 - accuracy: 0.7944 Epoch 121/500 58/58 [==============================] - 0s 345us/step - loss: 0.4339 - accuracy: 0.7896 Epoch 122/500 58/58 [==============================] - 0s 350us/step - loss: 0.4336 - accuracy: 0.7924 Epoch 123/500 58/58 [==============================] - 0s 364us/step - loss: 0.4335 - accuracy: 0.7910 Epoch 124/500 58/58 [==============================] - 0s 348us/step - loss: 0.4332 - accuracy: 0.7896 Epoch 125/500 58/58 [==============================] - 0s 369us/step - loss: 0.4330 - accuracy: 0.7896 Epoch 126/500 58/58 [==============================] - 0s 355us/step - loss: 0.4336 - accuracy: 0.7965 Epoch 127/500 58/58 [==============================] - 0s 344us/step - loss: 0.4332 - accuracy: 0.7931 Epoch 128/500 58/58 [==============================] - 0s 358us/step - loss: 0.4334 - accuracy: 0.7889 Epoch 129/500 58/58 [==============================] - 0s 372us/step - loss: 0.4330 - accuracy: 0.7917 Epoch 130/500 58/58 [==============================] - 0s 355us/step - loss: 0.4328 - accuracy: 0.7931 Epoch 131/500 58/58 [==============================] - 0s 366us/step - loss: 0.4328 - accuracy: 0.7903 Epoch 132/500 58/58 [==============================] - 0s 354us/step - loss: 0.4331 - accuracy: 0.7924 Epoch 133/500 58/58 [==============================] - 0s 353us/step - loss: 0.4329 - accuracy: 0.7889 Epoch 134/500 58/58 [==============================] - 0s 357us/step - loss: 0.4330 - accuracy: 0.7896 Epoch 135/500 58/58 [==============================] - 0s 347us/step - loss: 0.4323 - accuracy: 0.7924 Epoch 136/500 58/58 [==============================] - 0s 370us/step - loss: 0.4327 - accuracy: 0.7903 Epoch 137/500 58/58 [==============================] - 0s 358us/step - loss: 0.4325 - accuracy: 0.7889 Epoch 138/500 58/58 [==============================] - 0s 351us/step - loss: 0.4323 - accuracy: 0.7917 Epoch 139/500 58/58 [==============================] - 0s 353us/step - loss: 0.4325 - accuracy: 0.7889 Epoch 140/500 58/58 [==============================] - 0s 347us/step - loss: 0.4325 - accuracy: 0.7937 Epoch 141/500 58/58 [==============================] - 0s 357us/step - loss: 0.4324 - accuracy: 0.7903 Epoch 142/500 58/58 [==============================] - 0s 379us/step - loss: 0.4316 - accuracy: 0.7931 Epoch 143/500 58/58 [==============================] - 0s 409us/step - loss: 0.4324 - accuracy: 0.7882 Epoch 144/500 58/58 [==============================] - 0s 353us/step - loss: 0.4323 - accuracy: 0.7896 Epoch 145/500 58/58 [==============================] - 0s 346us/step - loss: 0.4324 - accuracy: 0.7937 Epoch 146/500 58/58 [==============================] - 0s 359us/step - loss: 0.4324 - accuracy: 0.7917 Epoch 147/500 58/58 [==============================] - 0s 351us/step - loss: 0.4322 - accuracy: 0.7889 Epoch 148/500 58/58 [==============================] - 0s 355us/step - loss: 0.4316 - accuracy: 0.7889 Epoch 149/500 58/58 [==============================] - 0s 364us/step - loss: 0.4319 - accuracy: 0.7931 Epoch 150/500 58/58 [==============================] - 0s 351us/step - loss: 0.4319 - accuracy: 0.7882 Epoch 151/500 58/58 [==============================] - 0s 338us/step - loss: 0.4324 - accuracy: 0.7889 Epoch 152/500 58/58 [==============================] - 0s 362us/step - loss: 0.4315 - accuracy: 0.7937 Epoch 153/500 58/58 [==============================] - 0s 352us/step - loss: 0.4321 - accuracy: 0.7910 Epoch 154/500 58/58 [==============================] - 0s 375us/step - loss: 0.4316 - accuracy: 0.7910 Epoch 155/500 58/58 [==============================] - 0s 359us/step - loss: 0.4318 - accuracy: 0.7931 Epoch 156/500 58/58 [==============================] - 0s 373us/step - loss: 0.4316 - accuracy: 0.7931 Epoch 157/500 58/58 [==============================] - 0s 351us/step - loss: 0.4314 - accuracy: 0.7882 Epoch 158/500 58/58 [==============================] - 0s 356us/step - loss: 0.4316 - accuracy: 0.7889 Epoch 159/500 58/58 [==============================] - 0s 370us/step - loss: 0.4313 - accuracy: 0.7924 Epoch 160/500 58/58 [==============================] - 0s 371us/step - loss: 0.4313 - accuracy: 0.7882 Epoch 161/500 58/58 [==============================] - 0s 343us/step - loss: 0.4310 - accuracy: 0.7979 Epoch 162/500 58/58 [==============================] - 0s 346us/step - loss: 0.4312 - accuracy: 0.7931 Epoch 163/500 58/58 [==============================] - 0s 350us/step - loss: 0.4310 - accuracy: 0.7854 Epoch 164/500 58/58 [==============================] - 0s 342us/step - loss: 0.4307 - accuracy: 0.7903 Epoch 165/500 58/58 [==============================] - 0s 358us/step - loss: 0.4310 - accuracy: 0.7917 Epoch 166/500 58/58 [==============================] - 0s 373us/step - loss: 0.4305 - accuracy: 0.7937 Epoch 167/500 58/58 [==============================] - 0s 340us/step - loss: 0.4310 - accuracy: 0.7924 Epoch 168/500 58/58 [==============================] - 0s 411us/step - loss: 0.4302 - accuracy: 0.7931 Epoch 169/500 58/58 [==============================] - 0s 348us/step - loss: 0.4305 - accuracy: 0.7903 Epoch 170/500 58/58 [==============================] - 0s 339us/step - loss: 0.4305 - accuracy: 0.7944 Epoch 171/500 58/58 [==============================] - 0s 360us/step - loss: 0.4305 - accuracy: 0.7917 Epoch 172/500 58/58 [==============================] - 0s 362us/step - loss: 0.4304 - accuracy: 0.7910 Epoch 173/500 58/58 [==============================] - 0s 347us/step - loss: 0.4305 - accuracy: 0.7910 Epoch 174/500 58/58 [==============================] - 0s 371us/step - loss: 0.4301 - accuracy: 0.7924 Epoch 175/500 58/58 [==============================] - 0s 363us/step - loss: 0.4302 - accuracy: 0.7958 Epoch 176/500 58/58 [==============================] - 0s 351us/step - loss: 0.4303 - accuracy: 0.7903 Epoch 177/500 58/58 [==============================] - 0s 364us/step - loss: 0.4304 - accuracy: 0.7924 Epoch 178/500 58/58 [==============================] - 0s 355us/step - loss: 0.4302 - accuracy: 0.7882 Epoch 179/500 58/58 [==============================] - 0s 352us/step - loss: 0.4295 - accuracy: 0.7924 Epoch 180/500 58/58 [==============================] - 0s 381us/step - loss: 0.4302 - accuracy: 0.7931 Epoch 181/500 58/58 [==============================] - 0s 360us/step - loss: 0.4296 - accuracy: 0.7944 Epoch 182/500 58/58 [==============================] - 0s 354us/step - loss: 0.4298 - accuracy: 0.7896 Epoch 183/500 58/58 [==============================] - 0s 364us/step - loss: 0.4297 - accuracy: 0.7875 Epoch 184/500 58/58 [==============================] - 0s 351us/step - loss: 0.4300 - accuracy: 0.7910 Epoch 185/500 58/58 [==============================] - 0s 358us/step - loss: 0.4299 - accuracy: 0.7896 Epoch 186/500 58/58 [==============================] - 0s 370us/step - loss: 0.4299 - accuracy: 0.7944 Epoch 187/500 58/58 [==============================] - 0s 348us/step - loss: 0.4293 - accuracy: 0.7924 Epoch 188/500 58/58 [==============================] - 0s 339us/step - loss: 0.4294 - accuracy: 0.7924 Epoch 189/500 58/58 [==============================] - 0s 350us/step - loss: 0.4290 - accuracy: 0.7917 Epoch 190/500 58/58 [==============================] - 0s 352us/step - loss: 0.4294 - accuracy: 0.7931 Epoch 191/500 58/58 [==============================] - 0s 369us/step - loss: 0.4294 - accuracy: 0.7924 Epoch 192/500 58/58 [==============================] - 0s 423us/step - loss: 0.4292 - accuracy: 0.7910 Epoch 193/500 58/58 [==============================] - 0s 363us/step - loss: 0.4290 - accuracy: 0.7903 Epoch 194/500 58/58 [==============================] - 0s 344us/step - loss: 0.4289 - accuracy: 0.7944 Epoch 195/500 58/58 [==============================] - 0s 361us/step - loss: 0.4292 - accuracy: 0.7937 Epoch 196/500 58/58 [==============================] - 0s 360us/step - loss: 0.4289 - accuracy: 0.7917 Epoch 197/500 58/58 [==============================] - 0s 363us/step - loss: 0.4286 - accuracy: 0.7910 Epoch 198/500 58/58 [==============================] - 0s 367us/step - loss: 0.4288 - accuracy: 0.7931 Epoch 199/500 58/58 [==============================] - 0s 346us/step - loss: 0.4288 - accuracy: 0.7944 Epoch 200/500 58/58 [==============================] - 0s 344us/step - loss: 0.4282 - accuracy: 0.7903 Epoch 201/500 58/58 [==============================] - 0s 369us/step - loss: 0.4286 - accuracy: 0.7889 Epoch 202/500 58/58 [==============================] - 0s 539us/step - loss: 0.4284 - accuracy: 0.7903 Epoch 203/500 58/58 [==============================] - 0s 366us/step - loss: 0.4281 - accuracy: 0.7882 Epoch 204/500 58/58 [==============================] - 0s 377us/step - loss: 0.4284 - accuracy: 0.7944 Epoch 205/500 58/58 [==============================] - 0s 369us/step - loss: 0.4282 - accuracy: 0.7924 Epoch 206/500 58/58 [==============================] - 0s 365us/step - loss: 0.4278 - accuracy: 0.7937 Epoch 207/500 58/58 [==============================] - 0s 361us/step - loss: 0.4283 - accuracy: 0.7924 Epoch 208/500 58/58 [==============================] - 0s 362us/step - loss: 0.4278 - accuracy: 0.7931 Epoch 209/500 58/58 [==============================] - 0s 357us/step - loss: 0.4286 - accuracy: 0.7896 Epoch 210/500 58/58 [==============================] - 0s 383us/step - loss: 0.4280 - accuracy: 0.7924 Epoch 211/500 58/58 [==============================] - 0s 347us/step - loss: 0.4283 - accuracy: 0.7910 Epoch 212/500 58/58 [==============================] - 0s 358us/step - loss: 0.4275 - accuracy: 0.7937 Epoch 213/500 58/58 [==============================] - 0s 369us/step - loss: 0.4279 - accuracy: 0.7931 Epoch 214/500 58/58 [==============================] - 0s 378us/step - loss: 0.4279 - accuracy: 0.7931 Epoch 215/500 58/58 [==============================] - 0s 357us/step - loss: 0.4275 - accuracy: 0.7924 Epoch 216/500 58/58 [==============================] - 0s 466us/step - loss: 0.4275 - accuracy: 0.7896 Epoch 217/500 58/58 [==============================] - 0s 357us/step - loss: 0.4273 - accuracy: 0.7965 Epoch 218/500 58/58 [==============================] - 0s 359us/step - loss: 0.4275 - accuracy: 0.7917 Epoch 219/500 58/58 [==============================] - 0s 355us/step - loss: 0.4271 - accuracy: 0.7958 Epoch 220/500 58/58 [==============================] - 0s 367us/step - loss: 0.4272 - accuracy: 0.7944 Epoch 221/500 58/58 [==============================] - 0s 357us/step - loss: 0.4267 - accuracy: 0.7944 Epoch 222/500 58/58 [==============================] - 0s 359us/step - loss: 0.4271 - accuracy: 0.7951 Epoch 223/500 58/58 [==============================] - 0s 347us/step - loss: 0.4270 - accuracy: 0.7958 Epoch 224/500 58/58 [==============================] - 0s 342us/step - loss: 0.4269 - accuracy: 0.7965 Epoch 225/500 58/58 [==============================] - 0s 363us/step - loss: 0.4265 - accuracy: 0.7931 Epoch 226/500 58/58 [==============================] - 0s 378us/step - loss: 0.4262 - accuracy: 0.7931 Epoch 227/500 58/58 [==============================] - 0s 354us/step - loss: 0.4261 - accuracy: 0.7951 Epoch 228/500 58/58 [==============================] - 0s 381us/step - loss: 0.4261 - accuracy: 0.7951 Epoch 229/500 58/58 [==============================] - 0s 354us/step - loss: 0.4262 - accuracy: 0.7972 Epoch 230/500 58/58 [==============================] - 0s 343us/step - loss: 0.4257 - accuracy: 0.7972 Epoch 231/500 58/58 [==============================] - 0s 367us/step - loss: 0.4257 - accuracy: 0.7972 Epoch 232/500 58/58 [==============================] - 0s 375us/step - loss: 0.4258 - accuracy: 0.7986 Epoch 233/500 58/58 [==============================] - 0s 356us/step - loss: 0.4254 - accuracy: 0.8000 Epoch 234/500 58/58 [==============================] - 0s 372us/step - loss: 0.4253 - accuracy: 0.7986 Epoch 235/500 58/58 [==============================] - 0s 350us/step - loss: 0.4255 - accuracy: 0.7979 Epoch 236/500 58/58 [==============================] - 0s 352us/step - loss: 0.4250 - accuracy: 0.7979 Epoch 237/500 58/58 [==============================] - 0s 362us/step - loss: 0.4252 - accuracy: 0.7972 Epoch 238/500 58/58 [==============================] - 0s 370us/step - loss: 0.4248 - accuracy: 0.7986 Epoch 239/500 58/58 [==============================] - 0s 349us/step - loss: 0.4245 - accuracy: 0.7979 Epoch 240/500 58/58 [==============================] - 0s 384us/step - loss: 0.4243 - accuracy: 0.7993 Epoch 241/500 58/58 [==============================] - 0s 350us/step - loss: 0.4246 - accuracy: 0.7979 Epoch 242/500 58/58 [==============================] - 0s 346us/step - loss: 0.4243 - accuracy: 0.7986 Epoch 243/500 58/58 [==============================] - 0s 379us/step - loss: 0.4242 - accuracy: 0.8014 Epoch 244/500 58/58 [==============================] - 0s 360us/step - loss: 0.4241 - accuracy: 0.7979 Epoch 245/500 58/58 [==============================] - 0s 359us/step - loss: 0.4241 - accuracy: 0.8021 Epoch 246/500 58/58 [==============================] - 0s 378us/step - loss: 0.4238 - accuracy: 0.8014 Epoch 247/500 58/58 [==============================] - 0s 376us/step - loss: 0.4231 - accuracy: 0.8049 Epoch 248/500 58/58 [==============================] - 0s 352us/step - loss: 0.4239 - accuracy: 0.8021 Epoch 249/500 58/58 [==============================] - 0s 405us/step - loss: 0.4233 - accuracy: 0.8021 Epoch 250/500 58/58 [==============================] - 0s 366us/step - loss: 0.4233 - accuracy: 0.8028 Epoch 251/500 58/58 [==============================] - 0s 345us/step - loss: 0.4229 - accuracy: 0.8042 Epoch 252/500 58/58 [==============================] - 0s 361us/step - loss: 0.4230 - accuracy: 0.8035 Epoch 253/500 58/58 [==============================] - 0s 364us/step - loss: 0.4227 - accuracy: 0.8042 Epoch 254/500 58/58 [==============================] - 0s 350us/step - loss: 0.4232 - accuracy: 0.8069 Epoch 255/500 58/58 [==============================] - 0s 356us/step - loss: 0.4226 - accuracy: 0.8028 Epoch 256/500 58/58 [==============================] - 0s 361us/step - loss: 0.4226 - accuracy: 0.8028 Epoch 257/500 58/58 [==============================] - 0s 358us/step - loss: 0.4221 - accuracy: 0.8035 Epoch 258/500 58/58 [==============================] - 0s 372us/step - loss: 0.4222 - accuracy: 0.8000 Epoch 259/500 58/58 [==============================] - 0s 358us/step - loss: 0.4224 - accuracy: 0.8056 Epoch 260/500 58/58 [==============================] - 0s 355us/step - loss: 0.4222 - accuracy: 0.8069 Epoch 261/500 58/58 [==============================] - 0s 368us/step - loss: 0.4221 - accuracy: 0.8056 Epoch 262/500 58/58 [==============================] - 0s 348us/step - loss: 0.4216 - accuracy: 0.8035 Epoch 263/500 58/58 [==============================] - 0s 349us/step - loss: 0.4212 - accuracy: 0.8069 Epoch 264/500 58/58 [==============================] - 0s 371us/step - loss: 0.4212 - accuracy: 0.8042 Epoch 265/500 58/58 [==============================] - 0s 383us/step - loss: 0.4211 - accuracy: 0.8028 Epoch 266/500 58/58 [==============================] - 0s 355us/step - loss: 0.4210 - accuracy: 0.8035 Epoch 267/500 58/58 [==============================] - 0s 367us/step - loss: 0.4212 - accuracy: 0.8035 Epoch 268/500 58/58 [==============================] - 0s 350us/step - loss: 0.4208 - accuracy: 0.8049 Epoch 269/500 58/58 [==============================] - 0s 342us/step - loss: 0.4207 - accuracy: 0.8042 Epoch 270/500 58/58 [==============================] - 0s 369us/step - loss: 0.4206 - accuracy: 0.8076 Epoch 271/500 58/58 [==============================] - 0s 349us/step - loss: 0.4203 - accuracy: 0.8042 Epoch 272/500 58/58 [==============================] - 0s 369us/step - loss: 0.4203 - accuracy: 0.8042 Epoch 273/500 58/58 [==============================] - 0s 427us/step - loss: 0.4197 - accuracy: 0.8042 Epoch 274/500 58/58 [==============================] - 0s 358us/step - loss: 0.4201 - accuracy: 0.8062 Epoch 275/500 58/58 [==============================] - 0s 354us/step - loss: 0.4199 - accuracy: 0.8000 Epoch 276/500 58/58 [==============================] - 0s 371us/step - loss: 0.4196 - accuracy: 0.8014 Epoch 277/500 58/58 [==============================] - 0s 359us/step - loss: 0.4190 - accuracy: 0.8042 Epoch 278/500 58/58 [==============================] - 0s 356us/step - loss: 0.4199 - accuracy: 0.8021 Epoch 279/500 58/58 [==============================] - 0s 354us/step - loss: 0.4192 - accuracy: 0.8056 Epoch 280/500 58/58 [==============================] - 0s 345us/step - loss: 0.4196 - accuracy: 0.8021 Epoch 281/500 58/58 [==============================] - 0s 345us/step - loss: 0.4190 - accuracy: 0.8021 Epoch 282/500 58/58 [==============================] - 0s 357us/step - loss: 0.4192 - accuracy: 0.8014 Epoch 283/500 58/58 [==============================] - 0s 361us/step - loss: 0.4189 - accuracy: 0.8090 Epoch 284/500 58/58 [==============================] - 0s 372us/step - loss: 0.4188 - accuracy: 0.7986 Epoch 285/500 58/58 [==============================] - 0s 427us/step - loss: 0.4186 - accuracy: 0.8062 Epoch 286/500 58/58 [==============================] - 0s 429us/step - loss: 0.4185 - accuracy: 0.8062 Epoch 287/500 58/58 [==============================] - 0s 382us/step - loss: 0.4187 - accuracy: 0.8049 Epoch 288/500 58/58 [==============================] - 0s 370us/step - loss: 0.4183 - accuracy: 0.8000 Epoch 289/500 58/58 [==============================] - 0s 391us/step - loss: 0.4184 - accuracy: 0.7993 Epoch 290/500 58/58 [==============================] - 0s 373us/step - loss: 0.4181 - accuracy: 0.8007 Epoch 291/500 58/58 [==============================] - 0s 370us/step - loss: 0.4178 - accuracy: 0.8028 Epoch 292/500 58/58 [==============================] - 0s 364us/step - loss: 0.4182 - accuracy: 0.8042 Epoch 293/500 58/58 [==============================] - 0s 371us/step - loss: 0.4179 - accuracy: 0.8069 Epoch 294/500 58/58 [==============================] - 0s 370us/step - loss: 0.4176 - accuracy: 0.8028 Epoch 295/500 58/58 [==============================] - 0s 392us/step - loss: 0.4177 - accuracy: 0.8021 Epoch 296/500 58/58 [==============================] - 0s 425us/step - loss: 0.4167 - accuracy: 0.8049 Epoch 297/500 58/58 [==============================] - 0s 366us/step - loss: 0.4173 - accuracy: 0.8062 Epoch 298/500 58/58 [==============================] - 0s 356us/step - loss: 0.4162 - accuracy: 0.8056 Epoch 299/500 58/58 [==============================] - 0s 357us/step - loss: 0.4166 - accuracy: 0.8042 Epoch 300/500 58/58 [==============================] - 0s 368us/step - loss: 0.4168 - accuracy: 0.8069 Epoch 301/500 58/58 [==============================] - 0s 375us/step - loss: 0.4166 - accuracy: 0.8049 Epoch 302/500 58/58 [==============================] - 0s 358us/step - loss: 0.4166 - accuracy: 0.8014 Epoch 303/500 58/58 [==============================] - 0s 368us/step - loss: 0.4160 - accuracy: 0.8042 Epoch 304/500 58/58 [==============================] - 0s 336us/step - loss: 0.4160 - accuracy: 0.8021 Epoch 305/500 58/58 [==============================] - 0s 340us/step - loss: 0.4158 - accuracy: 0.8049 Epoch 306/500 58/58 [==============================] - 0s 369us/step - loss: 0.4157 - accuracy: 0.8021 Epoch 307/500 58/58 [==============================] - 0s 367us/step - loss: 0.4155 - accuracy: 0.8049 Epoch 308/500 58/58 [==============================] - 0s 358us/step - loss: 0.4154 - accuracy: 0.8049 Epoch 309/500 58/58 [==============================] - 0s 387us/step - loss: 0.4148 - accuracy: 0.8014 Epoch 310/500 58/58 [==============================] - 0s 352us/step - loss: 0.4155 - accuracy: 0.8111 Epoch 311/500 58/58 [==============================] - 0s 352us/step - loss: 0.4146 - accuracy: 0.8076 Epoch 312/500 58/58 [==============================] - 0s 359us/step - loss: 0.4152 - accuracy: 0.8028 Epoch 313/500 58/58 [==============================] - 0s 370us/step - loss: 0.4151 - accuracy: 0.8069 Epoch 314/500 58/58 [==============================] - 0s 348us/step - loss: 0.4144 - accuracy: 0.8035 Epoch 315/500 58/58 [==============================] - 0s 362us/step - loss: 0.4144 - accuracy: 0.8049 Epoch 316/500 58/58 [==============================] - 0s 347us/step - loss: 0.4142 - accuracy: 0.8000 Epoch 317/500 58/58 [==============================] - 0s 345us/step - loss: 0.4143 - accuracy: 0.8062 Epoch 318/500 58/58 [==============================] - 0s 367us/step - loss: 0.4139 - accuracy: 0.8042 Epoch 319/500 58/58 [==============================] - 0s 342us/step - loss: 0.4139 - accuracy: 0.8056 Epoch 320/500 58/58 [==============================] - 0s 361us/step - loss: 0.4136 - accuracy: 0.8062 Epoch 321/500 58/58 [==============================] - 0s 421us/step - loss: 0.4131 - accuracy: 0.8062 Epoch 322/500 58/58 [==============================] - 0s 368us/step - loss: 0.4129 - accuracy: 0.8028 Epoch 323/500 58/58 [==============================] - 0s 338us/step - loss: 0.4133 - accuracy: 0.8021 Epoch 324/500 58/58 [==============================] - 0s 351us/step - loss: 0.4127 - accuracy: 0.8097 Epoch 325/500 58/58 [==============================] - 0s 350us/step - loss: 0.4124 - accuracy: 0.8021 Epoch 326/500 58/58 [==============================] - 0s 365us/step - loss: 0.4121 - accuracy: 0.8049 Epoch 327/500 58/58 [==============================] - 0s 369us/step - loss: 0.4120 - accuracy: 0.8090 Epoch 328/500 58/58 [==============================] - 0s 339us/step - loss: 0.4115 - accuracy: 0.8056 Epoch 329/500 58/58 [==============================] - 0s 353us/step - loss: 0.4116 - accuracy: 0.8021 Epoch 330/500 58/58 [==============================] - 0s 375us/step - loss: 0.4111 - accuracy: 0.8076 Epoch 331/500 58/58 [==============================] - 0s 366us/step - loss: 0.4109 - accuracy: 0.8028 Epoch 332/500 58/58 [==============================] - 0s 367us/step - loss: 0.4111 - accuracy: 0.8062 Epoch 333/500 58/58 [==============================] - 0s 381us/step - loss: 0.4102 - accuracy: 0.8083 Epoch 334/500 58/58 [==============================] - 0s 342us/step - loss: 0.4104 - accuracy: 0.8049 Epoch 335/500 58/58 [==============================] - 0s 339us/step - loss: 0.4099 - accuracy: 0.8083 Epoch 336/500 58/58 [==============================] - 0s 376us/step - loss: 0.4096 - accuracy: 0.8056 Epoch 337/500 58/58 [==============================] - 0s 377us/step - loss: 0.4081 - accuracy: 0.8097 Epoch 338/500 58/58 [==============================] - 0s 363us/step - loss: 0.4098 - accuracy: 0.8069 Epoch 339/500 58/58 [==============================] - 0s 379us/step - loss: 0.4092 - accuracy: 0.8056 Epoch 340/500 58/58 [==============================] - 0s 361us/step - loss: 0.4088 - accuracy: 0.8062 Epoch 341/500 58/58 [==============================] - 0s 369us/step - loss: 0.4088 - accuracy: 0.8062 Epoch 342/500 58/58 [==============================] - 0s 363us/step - loss: 0.4083 - accuracy: 0.8083 Epoch 343/500 58/58 [==============================] - 0s 348us/step - loss: 0.4088 - accuracy: 0.8056 Epoch 344/500 58/58 [==============================] - 0s 379us/step - loss: 0.4079 - accuracy: 0.8021 Epoch 345/500 58/58 [==============================] - 0s 421us/step - loss: 0.4079 - accuracy: 0.8062 Epoch 346/500 58/58 [==============================] - 0s 358us/step - loss: 0.4075 - accuracy: 0.8097 Epoch 347/500 58/58 [==============================] - 0s 350us/step - loss: 0.4077 - accuracy: 0.8021 Epoch 348/500 58/58 [==============================] - 0s 377us/step - loss: 0.4078 - accuracy: 0.8062 Epoch 349/500 58/58 [==============================] - 0s 340us/step - loss: 0.4073 - accuracy: 0.8076 Epoch 350/500 58/58 [==============================] - 0s 365us/step - loss: 0.4075 - accuracy: 0.8083 Epoch 351/500 58/58 [==============================] - 0s 366us/step - loss: 0.4069 - accuracy: 0.8125 Epoch 352/500 58/58 [==============================] - 0s 353us/step - loss: 0.4068 - accuracy: 0.8076 Epoch 353/500 58/58 [==============================] - 0s 344us/step - loss: 0.4061 - accuracy: 0.8104 Epoch 354/500 58/58 [==============================] - 0s 353us/step - loss: 0.4065 - accuracy: 0.8111 Epoch 355/500 58/58 [==============================] - 0s 352us/step - loss: 0.4063 - accuracy: 0.8111 Epoch 356/500 58/58 [==============================] - 0s 357us/step - loss: 0.4060 - accuracy: 0.8097 Epoch 357/500 58/58 [==============================] - 0s 369us/step - loss: 0.4056 - accuracy: 0.8069 Epoch 358/500 58/58 [==============================] - 0s 361us/step - loss: 0.4055 - accuracy: 0.8083 Epoch 359/500 58/58 [==============================] - 0s 359us/step - loss: 0.4053 - accuracy: 0.8090 Epoch 360/500 58/58 [==============================] - 0s 361us/step - loss: 0.4048 - accuracy: 0.8174 Epoch 361/500 58/58 [==============================] - 0s 341us/step - loss: 0.4046 - accuracy: 0.8111 Epoch 362/500 58/58 [==============================] - 0s 372us/step - loss: 0.4046 - accuracy: 0.8097 Epoch 363/500 58/58 [==============================] - 0s 357us/step - loss: 0.4042 - accuracy: 0.8104 Epoch 364/500 58/58 [==============================] - 0s 359us/step - loss: 0.4041 - accuracy: 0.8069 Epoch 365/500 58/58 [==============================] - 0s 356us/step - loss: 0.4043 - accuracy: 0.8132 Epoch 366/500 58/58 [==============================] - 0s 350us/step - loss: 0.4032 - accuracy: 0.8125 Epoch 367/500 58/58 [==============================] - 0s 356us/step - loss: 0.4037 - accuracy: 0.8132 Epoch 368/500 58/58 [==============================] - 0s 373us/step - loss: 0.4029 - accuracy: 0.8090 Epoch 369/500 58/58 [==============================] - 0s 378us/step - loss: 0.4034 - accuracy: 0.8090 Epoch 370/500 58/58 [==============================] - 0s 375us/step - loss: 0.4029 - accuracy: 0.8139 Epoch 371/500 58/58 [==============================] - 0s 356us/step - loss: 0.4026 - accuracy: 0.8125 Epoch 372/500 58/58 [==============================] - 0s 363us/step - loss: 0.4030 - accuracy: 0.8153 Epoch 373/500 58/58 [==============================] - 0s 347us/step - loss: 0.4027 - accuracy: 0.8139 Epoch 374/500 58/58 [==============================] - 0s 367us/step - loss: 0.4019 - accuracy: 0.8062 Epoch 375/500 58/58 [==============================] - 0s 399us/step - loss: 0.4018 - accuracy: 0.8146 Epoch 376/500 58/58 [==============================] - 0s 409us/step - loss: 0.4019 - accuracy: 0.8167 Epoch 377/500 58/58 [==============================] - 0s 396us/step - loss: 0.4017 - accuracy: 0.8125 Epoch 378/500 58/58 [==============================] - 0s 413us/step - loss: 0.4011 - accuracy: 0.8167 Epoch 379/500 58/58 [==============================] - 0s 402us/step - loss: 0.4007 - accuracy: 0.8146 Epoch 380/500 58/58 [==============================] - 0s 386us/step - loss: 0.4010 - accuracy: 0.8167 Epoch 381/500 58/58 [==============================] - 0s 417us/step - loss: 0.4004 - accuracy: 0.8153 Epoch 382/500 58/58 [==============================] - 0s 403us/step - loss: 0.4004 - accuracy: 0.8153 Epoch 383/500 58/58 [==============================] - 0s 417us/step - loss: 0.4001 - accuracy: 0.8160 Epoch 384/500 58/58 [==============================] - 0s 420us/step - loss: 0.3999 - accuracy: 0.8118 Epoch 385/500 58/58 [==============================] - 0s 411us/step - loss: 0.3998 - accuracy: 0.8160 Epoch 386/500 58/58 [==============================] - 0s 409us/step - loss: 0.3996 - accuracy: 0.8153 Epoch 387/500 58/58 [==============================] - 0s 375us/step - loss: 0.3992 - accuracy: 0.8118 Epoch 388/500 58/58 [==============================] - 0s 392us/step - loss: 0.3991 - accuracy: 0.8132 Epoch 389/500 58/58 [==============================] - 0s 417us/step - loss: 0.3980 - accuracy: 0.8104 Epoch 390/500 58/58 [==============================] - 0s 430us/step - loss: 0.3993 - accuracy: 0.8167 Epoch 391/500 58/58 [==============================] - 0s 479us/step - loss: 0.3983 - accuracy: 0.8139 Epoch 392/500 58/58 [==============================] - 0s 376us/step - loss: 0.3982 - accuracy: 0.8146 Epoch 393/500 58/58 [==============================] - 0s 353us/step - loss: 0.3982 - accuracy: 0.8111 Epoch 394/500 58/58 [==============================] - 0s 375us/step - loss: 0.3982 - accuracy: 0.8132 Epoch 395/500 58/58 [==============================] - 0s 342us/step - loss: 0.3968 - accuracy: 0.8111 Epoch 396/500 58/58 [==============================] - 0s 372us/step - loss: 0.3976 - accuracy: 0.8097 Epoch 397/500 58/58 [==============================] - 0s 369us/step - loss: 0.3984 - accuracy: 0.8194 Epoch 398/500 58/58 [==============================] - 0s 356us/step - loss: 0.3975 - accuracy: 0.8139 Epoch 399/500 58/58 [==============================] - 0s 342us/step - loss: 0.3967 - accuracy: 0.8139 Epoch 400/500 58/58 [==============================] - 0s 382us/step - loss: 0.3972 - accuracy: 0.8160 Epoch 401/500 58/58 [==============================] - 0s 349us/step - loss: 0.3972 - accuracy: 0.8069 Epoch 402/500 58/58 [==============================] - 0s 381us/step - loss: 0.3972 - accuracy: 0.8118 Epoch 403/500 58/58 [==============================] - 0s 372us/step - loss: 0.3968 - accuracy: 0.8111 Epoch 404/500 58/58 [==============================] - 0s 350us/step - loss: 0.3965 - accuracy: 0.8139 Epoch 405/500 58/58 [==============================] - 0s 349us/step - loss: 0.3967 - accuracy: 0.8132 Epoch 406/500 58/58 [==============================] - 0s 356us/step - loss: 0.3964 - accuracy: 0.8118 Epoch 407/500 58/58 [==============================] - 0s 364us/step - loss: 0.3964 - accuracy: 0.8097 Epoch 408/500 58/58 [==============================] - 0s 372us/step - loss: 0.3967 - accuracy: 0.8104 Epoch 409/500 58/58 [==============================] - 0s 353us/step - loss: 0.3964 - accuracy: 0.8153 Epoch 410/500 58/58 [==============================] - 0s 360us/step - loss: 0.3966 - accuracy: 0.8125 Epoch 411/500 58/58 [==============================] - 0s 358us/step - loss: 0.3956 - accuracy: 0.8069 Epoch 412/500 58/58 [==============================] - 0s 355us/step - loss: 0.3964 - accuracy: 0.8104 Epoch 413/500 58/58 [==============================] - 0s 358us/step - loss: 0.3964 - accuracy: 0.8097 Epoch 414/500 58/58 [==============================] - 0s 383us/step - loss: 0.3959 - accuracy: 0.8104 Epoch 415/500 58/58 [==============================] - 0s 346us/step - loss: 0.3964 - accuracy: 0.8111 Epoch 416/500 58/58 [==============================] - 0s 407us/step - loss: 0.3956 - accuracy: 0.8083 Epoch 417/500 58/58 [==============================] - 0s 366us/step - loss: 0.3959 - accuracy: 0.8139 Epoch 418/500 58/58 [==============================] - 0s 332us/step - loss: 0.3959 - accuracy: 0.8090 Epoch 419/500 58/58 [==============================] - 0s 369us/step - loss: 0.3955 - accuracy: 0.8118 Epoch 420/500 58/58 [==============================] - 0s 363us/step - loss: 0.3961 - accuracy: 0.8104 Epoch 421/500 58/58 [==============================] - 0s 351us/step - loss: 0.3957 - accuracy: 0.8118 Epoch 422/500 58/58 [==============================] - 0s 356us/step - loss: 0.3960 - accuracy: 0.8083 Epoch 423/500 58/58 [==============================] - 0s 351us/step - loss: 0.3956 - accuracy: 0.8118 Epoch 424/500 58/58 [==============================] - 0s 354us/step - loss: 0.3960 - accuracy: 0.8153 Epoch 425/500 58/58 [==============================] - 0s 368us/step - loss: 0.3955 - accuracy: 0.8104 Epoch 426/500 58/58 [==============================] - 0s 373us/step - loss: 0.3955 - accuracy: 0.8097 Epoch 427/500 58/58 [==============================] - 0s 365us/step - loss: 0.3961 - accuracy: 0.8153 Epoch 428/500 58/58 [==============================] - 0s 353us/step - loss: 0.3952 - accuracy: 0.8111 Epoch 429/500 58/58 [==============================] - 0s 341us/step - loss: 0.3953 - accuracy: 0.8111 Epoch 430/500 58/58 [==============================] - 0s 357us/step - loss: 0.3955 - accuracy: 0.8174 Epoch 431/500 58/58 [==============================] - 0s 363us/step - loss: 0.3957 - accuracy: 0.8132 Epoch 432/500 58/58 [==============================] - 0s 370us/step - loss: 0.3949 - accuracy: 0.8097 Epoch 433/500 58/58 [==============================] - 0s 352us/step - loss: 0.3954 - accuracy: 0.8139 Epoch 434/500 58/58 [==============================] - 0s 357us/step - loss: 0.3954 - accuracy: 0.8139 Epoch 435/500 58/58 [==============================] - 0s 355us/step - loss: 0.3953 - accuracy: 0.8139 Epoch 436/500 58/58 [==============================] - 0s 342us/step - loss: 0.3949 - accuracy: 0.8139 Epoch 437/500 58/58 [==============================] - 0s 364us/step - loss: 0.3945 - accuracy: 0.8125 Epoch 438/500 58/58 [==============================] - 0s 386us/step - loss: 0.3952 - accuracy: 0.8167 Epoch 439/500 58/58 [==============================] - 0s 372us/step - loss: 0.3946 - accuracy: 0.8104 Epoch 440/500 58/58 [==============================] - 0s 408us/step - loss: 0.3958 - accuracy: 0.8111 Epoch 441/500 58/58 [==============================] - 0s 355us/step - loss: 0.3950 - accuracy: 0.8132 Epoch 442/500 58/58 [==============================] - 0s 348us/step - loss: 0.3947 - accuracy: 0.8153 Epoch 443/500 58/58 [==============================] - 0s 358us/step - loss: 0.3950 - accuracy: 0.8090 Epoch 444/500 58/58 [==============================] - 0s 359us/step - loss: 0.3946 - accuracy: 0.8125 Epoch 445/500 58/58 [==============================] - 0s 359us/step - loss: 0.3952 - accuracy: 0.8132 Epoch 446/500 58/58 [==============================] - 0s 364us/step - loss: 0.3945 - accuracy: 0.8090 Epoch 447/500 58/58 [==============================] - 0s 355us/step - loss: 0.3947 - accuracy: 0.8139 Epoch 448/500 58/58 [==============================] - 0s 338us/step - loss: 0.3946 - accuracy: 0.8083 Epoch 449/500 58/58 [==============================] - 0s 366us/step - loss: 0.3948 - accuracy: 0.8167 Epoch 450/500 58/58 [==============================] - 0s 352us/step - loss: 0.3943 - accuracy: 0.8097 Epoch 451/500 58/58 [==============================] - 0s 356us/step - loss: 0.3946 - accuracy: 0.8167 Epoch 452/500 58/58 [==============================] - 0s 375us/step - loss: 0.3946 - accuracy: 0.8132 Epoch 453/500 58/58 [==============================] - 0s 347us/step - loss: 0.3947 - accuracy: 0.8104 Epoch 454/500 58/58 [==============================] - 0s 347us/step - loss: 0.3939 - accuracy: 0.8167 Epoch 455/500 58/58 [==============================] - 0s 370us/step - loss: 0.3949 - accuracy: 0.8069 Epoch 456/500 58/58 [==============================] - 0s 346us/step - loss: 0.3943 - accuracy: 0.8097 Epoch 457/500 58/58 [==============================] - 0s 351us/step - loss: 0.3942 - accuracy: 0.8111 Epoch 458/500 58/58 [==============================] - 0s 370us/step - loss: 0.3939 - accuracy: 0.8160 Epoch 459/500 58/58 [==============================] - 0s 343us/step - loss: 0.3937 - accuracy: 0.8146 Epoch 460/500 58/58 [==============================] - 0s 356us/step - loss: 0.3938 - accuracy: 0.8167 Epoch 461/500 58/58 [==============================] - 0s 356us/step - loss: 0.3948 - accuracy: 0.8167 Epoch 462/500 58/58 [==============================] - 0s 356us/step - loss: 0.3938 - accuracy: 0.8167 Epoch 463/500 58/58 [==============================] - 0s 381us/step - loss: 0.3944 - accuracy: 0.8174 Epoch 464/500 58/58 [==============================] - 0s 371us/step - loss: 0.3940 - accuracy: 0.8160 Epoch 465/500 58/58 [==============================] - 0s 356us/step - loss: 0.3940 - accuracy: 0.8160 Epoch 466/500 58/58 [==============================] - 0s 373us/step - loss: 0.3939 - accuracy: 0.8160 Epoch 467/500 58/58 [==============================] - 0s 393us/step - loss: 0.3935 - accuracy: 0.8167 Epoch 468/500 58/58 [==============================] - 0s 390us/step - loss: 0.3937 - accuracy: 0.8174 Epoch 469/500 58/58 [==============================] - 0s 353us/step - loss: 0.3935 - accuracy: 0.8201 Epoch 470/500 58/58 [==============================] - 0s 372us/step - loss: 0.3936 - accuracy: 0.8146 Epoch 471/500 58/58 [==============================] - 0s 348us/step - loss: 0.3926 - accuracy: 0.8201 Epoch 472/500 58/58 [==============================] - 0s 374us/step - loss: 0.3941 - accuracy: 0.8146 Epoch 473/500 58/58 [==============================] - 0s 406us/step - loss: 0.3932 - accuracy: 0.8194 Epoch 474/500 58/58 [==============================] - 0s 367us/step - loss: 0.3938 - accuracy: 0.8174 Epoch 475/500 58/58 [==============================] - 0s 350us/step - loss: 0.3930 - accuracy: 0.8174 Epoch 476/500 58/58 [==============================] - 0s 357us/step - loss: 0.3934 - accuracy: 0.8160 Epoch 477/500 58/58 [==============================] - 0s 377us/step - loss: 0.3926 - accuracy: 0.8201 Epoch 478/500 58/58 [==============================] - 0s 356us/step - loss: 0.3924 - accuracy: 0.8174 Epoch 479/500 58/58 [==============================] - 0s 357us/step - loss: 0.3931 - accuracy: 0.8229 Epoch 480/500 58/58 [==============================] - 0s 367us/step - loss: 0.3930 - accuracy: 0.8188 Epoch 481/500 58/58 [==============================] - 0s 338us/step - loss: 0.3929 - accuracy: 0.8139 Epoch 482/500 58/58 [==============================] - 0s 356us/step - loss: 0.3918 - accuracy: 0.8146 Epoch 483/500 58/58 [==============================] - 0s 356us/step - loss: 0.3924 - accuracy: 0.8264 Epoch 484/500 58/58 [==============================] - 0s 369us/step - loss: 0.3921 - accuracy: 0.8181 Epoch 485/500 58/58 [==============================] - 0s 366us/step - loss: 0.3924 - accuracy: 0.8146 Epoch 486/500 58/58 [==============================] - 0s 345us/step - loss: 0.3931 - accuracy: 0.8188 Epoch 487/500 58/58 [==============================] - 0s 348us/step - loss: 0.3924 - accuracy: 0.8188 Epoch 488/500 58/58 [==============================] - 0s 361us/step - loss: 0.3929 - accuracy: 0.8188 Epoch 489/500 58/58 [==============================] - 0s 351us/step - loss: 0.3927 - accuracy: 0.8208 Epoch 490/500 58/58 [==============================] - 0s 365us/step - loss: 0.3927 - accuracy: 0.8201 Epoch 491/500 58/58 [==============================] - 0s 342us/step - loss: 0.3915 - accuracy: 0.8181 Epoch 492/500 58/58 [==============================] - 0s 367us/step - loss: 0.3918 - accuracy: 0.8222 Epoch 493/500 58/58 [==============================] - 0s 346us/step - loss: 0.3921 - accuracy: 0.8174 Epoch 494/500 58/58 [==============================] - 0s 352us/step - loss: 0.3926 - accuracy: 0.8215 Epoch 495/500 58/58 [==============================] - 0s 351us/step - loss: 0.3920 - accuracy: 0.8229 Epoch 496/500 58/58 [==============================] - 0s 373us/step - loss: 0.3919 - accuracy: 0.8222 Epoch 497/500 58/58 [==============================] - 0s 360us/step - loss: 0.3921 - accuracy: 0.8222 Epoch 498/500 58/58 [==============================] - 0s 387us/step - loss: 0.3925 - accuracy: 0.8181 Epoch 499/500 58/58 [==============================] - 0s 354us/step - loss: 0.3920 - accuracy: 0.8181 Epoch 500/500 58/58 [==============================] - 0s 361us/step - loss: 0.3919 - accuracy: 0.8181 5/5 [==============================] - 0s 459us/step Epoch 1/500 58/58 [==============================] - 0s 479us/step - loss: 0.6865 - accuracy: 0.6514 Epoch 2/500 58/58 [==============================] - 0s 426us/step - loss: 0.6664 - accuracy: 0.6535 Epoch 3/500 58/58 [==============================] - 0s 362us/step - loss: 0.6320 - accuracy: 0.6708 Epoch 4/500 58/58 [==============================] - 0s 369us/step - loss: 0.5889 - accuracy: 0.7243 Epoch 5/500 58/58 [==============================] - 0s 350us/step - loss: 0.5459 - accuracy: 0.7576 Epoch 6/500 58/58 [==============================] - 0s 364us/step - loss: 0.5165 - accuracy: 0.7688 Epoch 7/500 58/58 [==============================] - 0s 387us/step - loss: 0.5008 - accuracy: 0.7625 Epoch 8/500 58/58 [==============================] - 0s 375us/step - loss: 0.4918 - accuracy: 0.7611 Epoch 9/500 58/58 [==============================] - 0s 402us/step - loss: 0.4865 - accuracy: 0.7611 Epoch 10/500 58/58 [==============================] - 0s 364us/step - loss: 0.4831 - accuracy: 0.7590 Epoch 11/500 58/58 [==============================] - 0s 346us/step - loss: 0.4809 - accuracy: 0.7611 Epoch 12/500 58/58 [==============================] - 0s 361us/step - loss: 0.4791 - accuracy: 0.7632 Epoch 13/500 58/58 [==============================] - 0s 340us/step - loss: 0.4782 - accuracy: 0.7604 Epoch 14/500 58/58 [==============================] - 0s 361us/step - loss: 0.4770 - accuracy: 0.7583 Epoch 15/500 58/58 [==============================] - 0s 367us/step - loss: 0.4764 - accuracy: 0.7576 Epoch 16/500 58/58 [==============================] - 0s 352us/step - loss: 0.4757 - accuracy: 0.7590 Epoch 17/500 58/58 [==============================] - 0s 343us/step - loss: 0.4750 - accuracy: 0.7576 Epoch 18/500 58/58 [==============================] - 0s 363us/step - loss: 0.4742 - accuracy: 0.7625 Epoch 19/500 58/58 [==============================] - 0s 372us/step - loss: 0.4735 - accuracy: 0.7625 Epoch 20/500 58/58 [==============================] - 0s 358us/step - loss: 0.4728 - accuracy: 0.7625 Epoch 21/500 58/58 [==============================] - 0s 380us/step - loss: 0.4723 - accuracy: 0.7667 Epoch 22/500 58/58 [==============================] - 0s 353us/step - loss: 0.4716 - accuracy: 0.7646 Epoch 23/500 58/58 [==============================] - 0s 334us/step - loss: 0.4710 - accuracy: 0.7646 Epoch 24/500 58/58 [==============================] - 0s 353us/step - loss: 0.4705 - accuracy: 0.7639 Epoch 25/500 58/58 [==============================] - 0s 360us/step - loss: 0.4700 - accuracy: 0.7646 Epoch 26/500 58/58 [==============================] - 0s 355us/step - loss: 0.4694 - accuracy: 0.7639 Epoch 27/500 58/58 [==============================] - 0s 353us/step - loss: 0.4693 - accuracy: 0.7660 Epoch 28/500 58/58 [==============================] - 0s 336us/step - loss: 0.4689 - accuracy: 0.7674 Epoch 29/500 58/58 [==============================] - 0s 353us/step - loss: 0.4683 - accuracy: 0.7667 Epoch 30/500 58/58 [==============================] - 0s 537us/step - loss: 0.4681 - accuracy: 0.7694 Epoch 31/500 58/58 [==============================] - 0s 385us/step - loss: 0.4674 - accuracy: 0.7694 Epoch 32/500 58/58 [==============================] - 0s 365us/step - loss: 0.4672 - accuracy: 0.7688 Epoch 33/500 58/58 [==============================] - 0s 397us/step - loss: 0.4668 - accuracy: 0.7674 Epoch 34/500 58/58 [==============================] - 0s 371us/step - loss: 0.4662 - accuracy: 0.7694 Epoch 35/500 58/58 [==============================] - 0s 365us/step - loss: 0.4653 - accuracy: 0.7722 Epoch 36/500 58/58 [==============================] - 0s 373us/step - loss: 0.4653 - accuracy: 0.7694 Epoch 37/500 58/58 [==============================] - 0s 362us/step - loss: 0.4649 - accuracy: 0.7729 Epoch 38/500 58/58 [==============================] - 0s 352us/step - loss: 0.4643 - accuracy: 0.7729 Epoch 39/500 58/58 [==============================] - 0s 368us/step - loss: 0.4639 - accuracy: 0.7715 Epoch 40/500 58/58 [==============================] - 0s 343us/step - loss: 0.4634 - accuracy: 0.7729 Epoch 41/500 58/58 [==============================] - 0s 335us/step - loss: 0.4631 - accuracy: 0.7743 Epoch 42/500 58/58 [==============================] - 0s 346us/step - loss: 0.4624 - accuracy: 0.7792 Epoch 43/500 58/58 [==============================] - 0s 348us/step - loss: 0.4620 - accuracy: 0.7785 Epoch 44/500 58/58 [==============================] - 0s 385us/step - loss: 0.4615 - accuracy: 0.7799 Epoch 45/500 58/58 [==============================] - 0s 384us/step - loss: 0.4610 - accuracy: 0.7799 Epoch 46/500 58/58 [==============================] - 0s 356us/step - loss: 0.4602 - accuracy: 0.7764 Epoch 47/500 58/58 [==============================] - 0s 354us/step - loss: 0.4604 - accuracy: 0.7736 Epoch 48/500 58/58 [==============================] - 0s 359us/step - loss: 0.4598 - accuracy: 0.7743 Epoch 49/500 58/58 [==============================] - 0s 351us/step - loss: 0.4588 - accuracy: 0.7792 Epoch 50/500 58/58 [==============================] - 0s 368us/step - loss: 0.4587 - accuracy: 0.7778 Epoch 51/500 58/58 [==============================] - 0s 355us/step - loss: 0.4580 - accuracy: 0.7819 Epoch 52/500 58/58 [==============================] - 0s 363us/step - loss: 0.4576 - accuracy: 0.7792 Epoch 53/500 58/58 [==============================] - 0s 345us/step - loss: 0.4569 - accuracy: 0.7785 Epoch 54/500 58/58 [==============================] - 0s 362us/step - loss: 0.4563 - accuracy: 0.7806 Epoch 55/500 58/58 [==============================] - 0s 344us/step - loss: 0.4558 - accuracy: 0.7819 Epoch 56/500 58/58 [==============================] - 0s 382us/step - loss: 0.4553 - accuracy: 0.7819 Epoch 57/500 58/58 [==============================] - 0s 361us/step - loss: 0.4549 - accuracy: 0.7826 Epoch 58/500 58/58 [==============================] - 0s 359us/step - loss: 0.4544 - accuracy: 0.7861 Epoch 59/500 58/58 [==============================] - 0s 349us/step - loss: 0.4538 - accuracy: 0.7833 Epoch 60/500 58/58 [==============================] - 0s 360us/step - loss: 0.4534 - accuracy: 0.7875 Epoch 61/500 58/58 [==============================] - 0s 343us/step - loss: 0.4529 - accuracy: 0.7875 Epoch 62/500 58/58 [==============================] - 0s 381us/step - loss: 0.4522 - accuracy: 0.7889 Epoch 63/500 58/58 [==============================] - 0s 365us/step - loss: 0.4521 - accuracy: 0.7847 Epoch 64/500 58/58 [==============================] - 0s 367us/step - loss: 0.4514 - accuracy: 0.7903 Epoch 65/500 58/58 [==============================] - 0s 355us/step - loss: 0.4510 - accuracy: 0.7896 Epoch 66/500 58/58 [==============================] - 0s 350us/step - loss: 0.4505 - accuracy: 0.7889 Epoch 67/500 58/58 [==============================] - 0s 347us/step - loss: 0.4500 - accuracy: 0.7882 Epoch 68/500 58/58 [==============================] - 0s 358us/step - loss: 0.4496 - accuracy: 0.7903 Epoch 69/500 58/58 [==============================] - 0s 342us/step - loss: 0.4488 - accuracy: 0.7882 Epoch 70/500 58/58 [==============================] - 0s 348us/step - loss: 0.4487 - accuracy: 0.7910 Epoch 71/500 58/58 [==============================] - 0s 347us/step - loss: 0.4476 - accuracy: 0.7889 Epoch 72/500 58/58 [==============================] - 0s 345us/step - loss: 0.4474 - accuracy: 0.7931 Epoch 73/500 58/58 [==============================] - 0s 349us/step - loss: 0.4466 - accuracy: 0.7889 Epoch 74/500 58/58 [==============================] - 0s 344us/step - loss: 0.4465 - accuracy: 0.7931 Epoch 75/500 58/58 [==============================] - 0s 352us/step - loss: 0.4457 - accuracy: 0.7910 Epoch 76/500 58/58 [==============================] - 0s 340us/step - loss: 0.4455 - accuracy: 0.7917 Epoch 77/500 58/58 [==============================] - 0s 338us/step - loss: 0.4450 - accuracy: 0.7924 Epoch 78/500 58/58 [==============================] - 0s 348us/step - loss: 0.4441 - accuracy: 0.7917 Epoch 79/500 58/58 [==============================] - 0s 349us/step - loss: 0.4439 - accuracy: 0.7903 Epoch 80/500 58/58 [==============================] - 0s 335us/step - loss: 0.4436 - accuracy: 0.7882 Epoch 81/500 58/58 [==============================] - 0s 342us/step - loss: 0.4427 - accuracy: 0.7944 Epoch 82/500 58/58 [==============================] - 0s 394us/step - loss: 0.4426 - accuracy: 0.7896 Epoch 83/500 58/58 [==============================] - 0s 681us/step - loss: 0.4422 - accuracy: 0.7889 Epoch 84/500 58/58 [==============================] - 0s 363us/step - loss: 0.4416 - accuracy: 0.7875 Epoch 85/500 58/58 [==============================] - 0s 364us/step - loss: 0.4410 - accuracy: 0.7854 Epoch 86/500 58/58 [==============================] - 0s 384us/step - loss: 0.4410 - accuracy: 0.7847 Epoch 87/500 58/58 [==============================] - 0s 383us/step - loss: 0.4406 - accuracy: 0.7882 Epoch 88/500 58/58 [==============================] - 0s 359us/step - loss: 0.4400 - accuracy: 0.7868 Epoch 89/500 58/58 [==============================] - 0s 359us/step - loss: 0.4396 - accuracy: 0.7889 Epoch 90/500 58/58 [==============================] - 0s 381us/step - loss: 0.4392 - accuracy: 0.7889 Epoch 91/500 58/58 [==============================] - 0s 362us/step - loss: 0.4385 - accuracy: 0.7875 Epoch 92/500 58/58 [==============================] - 0s 360us/step - loss: 0.4384 - accuracy: 0.7875 Epoch 93/500 58/58 [==============================] - 0s 354us/step - loss: 0.4376 - accuracy: 0.7896 Epoch 94/500 58/58 [==============================] - 0s 350us/step - loss: 0.4370 - accuracy: 0.7826 Epoch 95/500 58/58 [==============================] - 0s 382us/step - loss: 0.4368 - accuracy: 0.7903 Epoch 96/500 58/58 [==============================] - 0s 358us/step - loss: 0.4365 - accuracy: 0.7875 Epoch 97/500 58/58 [==============================] - 0s 350us/step - loss: 0.4359 - accuracy: 0.7875 Epoch 98/500 58/58 [==============================] - 0s 367us/step - loss: 0.4349 - accuracy: 0.7854 Epoch 99/500 58/58 [==============================] - 0s 363us/step - loss: 0.4342 - accuracy: 0.7868 Epoch 100/500 58/58 [==============================] - 0s 369us/step - loss: 0.4339 - accuracy: 0.7840 Epoch 101/500 58/58 [==============================] - 0s 359us/step - loss: 0.4331 - accuracy: 0.7861 Epoch 102/500 58/58 [==============================] - 0s 345us/step - loss: 0.4326 - accuracy: 0.7896 Epoch 103/500 58/58 [==============================] - 0s 333us/step - loss: 0.4328 - accuracy: 0.7875 Epoch 104/500 58/58 [==============================] - 0s 352us/step - loss: 0.4325 - accuracy: 0.7882 Epoch 105/500 58/58 [==============================] - 0s 406us/step - loss: 0.4316 - accuracy: 0.7889 Epoch 106/500 58/58 [==============================] - 0s 683us/step - loss: 0.4305 - accuracy: 0.7917 Epoch 107/500 58/58 [==============================] - 0s 669us/step - loss: 0.4312 - accuracy: 0.7903 Epoch 108/500 58/58 [==============================] - 0s 386us/step - loss: 0.4308 - accuracy: 0.7896 Epoch 109/500 58/58 [==============================] - 0s 405us/step - loss: 0.4305 - accuracy: 0.7861 Epoch 110/500 58/58 [==============================] - 0s 388us/step - loss: 0.4299 - accuracy: 0.7882 Epoch 111/500 58/58 [==============================] - 0s 372us/step - loss: 0.4297 - accuracy: 0.7903 Epoch 112/500 58/58 [==============================] - 0s 374us/step - loss: 0.4293 - accuracy: 0.7896 Epoch 113/500 58/58 [==============================] - 0s 391us/step - loss: 0.4290 - accuracy: 0.7903 Epoch 114/500 58/58 [==============================] - 0s 363us/step - loss: 0.4287 - accuracy: 0.7917 Epoch 115/500 58/58 [==============================] - 0s 384us/step - loss: 0.4280 - accuracy: 0.7903 Epoch 116/500 58/58 [==============================] - 0s 392us/step - loss: 0.4282 - accuracy: 0.7882 Epoch 117/500 58/58 [==============================] - 0s 354us/step - loss: 0.4280 - accuracy: 0.7917 Epoch 118/500 58/58 [==============================] - 0s 374us/step - loss: 0.4272 - accuracy: 0.7868 Epoch 119/500 58/58 [==============================] - 0s 392us/step - loss: 0.4269 - accuracy: 0.7910 Epoch 120/500 58/58 [==============================] - 0s 360us/step - loss: 0.4267 - accuracy: 0.7903 Epoch 121/500 58/58 [==============================] - 0s 371us/step - loss: 0.4259 - accuracy: 0.7868 Epoch 122/500 58/58 [==============================] - 0s 382us/step - loss: 0.4260 - accuracy: 0.7910 Epoch 123/500 58/58 [==============================] - 0s 359us/step - loss: 0.4257 - accuracy: 0.7931 Epoch 124/500 58/58 [==============================] - 0s 364us/step - loss: 0.4251 - accuracy: 0.7896 Epoch 125/500 58/58 [==============================] - 0s 388us/step - loss: 0.4250 - accuracy: 0.7958 Epoch 126/500 58/58 [==============================] - 0s 375us/step - loss: 0.4245 - accuracy: 0.7944 Epoch 127/500 58/58 [==============================] - 0s 378us/step - loss: 0.4246 - accuracy: 0.7951 Epoch 128/500 58/58 [==============================] - 0s 408us/step - loss: 0.4242 - accuracy: 0.7965 Epoch 129/500 58/58 [==============================] - 0s 363us/step - loss: 0.4234 - accuracy: 0.7958 Epoch 130/500 58/58 [==============================] - 0s 356us/step - loss: 0.4228 - accuracy: 0.7979 Epoch 131/500 58/58 [==============================] - 0s 363us/step - loss: 0.4222 - accuracy: 0.8028 Epoch 132/500 58/58 [==============================] - 0s 362us/step - loss: 0.4229 - accuracy: 0.7972 Epoch 133/500 58/58 [==============================] - 0s 365us/step - loss: 0.4223 - accuracy: 0.7965 Epoch 134/500 58/58 [==============================] - 0s 370us/step - loss: 0.4223 - accuracy: 0.7965 Epoch 135/500 58/58 [==============================] - 0s 346us/step - loss: 0.4219 - accuracy: 0.7958 Epoch 136/500 58/58 [==============================] - 0s 338us/step - loss: 0.4211 - accuracy: 0.7993 Epoch 137/500 58/58 [==============================] - 0s 364us/step - loss: 0.4211 - accuracy: 0.7951 Epoch 138/500 58/58 [==============================] - 0s 351us/step - loss: 0.4211 - accuracy: 0.8014 Epoch 139/500 58/58 [==============================] - 0s 382us/step - loss: 0.4208 - accuracy: 0.7993 Epoch 140/500 58/58 [==============================] - 0s 379us/step - loss: 0.4204 - accuracy: 0.8000 Epoch 141/500 58/58 [==============================] - 0s 351us/step - loss: 0.4199 - accuracy: 0.8000 Epoch 142/500 58/58 [==============================] - 0s 338us/step - loss: 0.4200 - accuracy: 0.7958 Epoch 143/500 58/58 [==============================] - 0s 356us/step - loss: 0.4192 - accuracy: 0.8000 Epoch 144/500 58/58 [==============================] - 0s 375us/step - loss: 0.4193 - accuracy: 0.8014 Epoch 145/500 58/58 [==============================] - 0s 377us/step - loss: 0.4193 - accuracy: 0.7958 Epoch 146/500 58/58 [==============================] - 0s 358us/step - loss: 0.4180 - accuracy: 0.7993 Epoch 147/500 58/58 [==============================] - 0s 363us/step - loss: 0.4184 - accuracy: 0.7979 Epoch 148/500 58/58 [==============================] - 0s 347us/step - loss: 0.4180 - accuracy: 0.8021 Epoch 149/500 58/58 [==============================] - 0s 349us/step - loss: 0.4181 - accuracy: 0.8028 Epoch 150/500 58/58 [==============================] - 0s 350us/step - loss: 0.4174 - accuracy: 0.8028 Epoch 151/500 58/58 [==============================] - 0s 371us/step - loss: 0.4171 - accuracy: 0.8049 Epoch 152/500 58/58 [==============================] - 0s 418us/step - loss: 0.4174 - accuracy: 0.8035 Epoch 153/500 58/58 [==============================] - 0s 370us/step - loss: 0.4169 - accuracy: 0.8014 Epoch 154/500 58/58 [==============================] - 0s 351us/step - loss: 0.4169 - accuracy: 0.8056 Epoch 155/500 58/58 [==============================] - 0s 367us/step - loss: 0.4168 - accuracy: 0.8083 Epoch 156/500 58/58 [==============================] - 0s 354us/step - loss: 0.4159 - accuracy: 0.8035 Epoch 157/500 58/58 [==============================] - 0s 366us/step - loss: 0.4158 - accuracy: 0.8076 Epoch 158/500 58/58 [==============================] - 0s 370us/step - loss: 0.4162 - accuracy: 0.8118 Epoch 159/500 58/58 [==============================] - 0s 355us/step - loss: 0.4157 - accuracy: 0.8062 Epoch 160/500 58/58 [==============================] - 0s 356us/step - loss: 0.4156 - accuracy: 0.8056 Epoch 161/500 58/58 [==============================] - 0s 369us/step - loss: 0.4157 - accuracy: 0.8049 Epoch 162/500 58/58 [==============================] - 0s 350us/step - loss: 0.4149 - accuracy: 0.8090 Epoch 163/500 58/58 [==============================] - 0s 379us/step - loss: 0.4149 - accuracy: 0.8076 Epoch 164/500 58/58 [==============================] - 0s 389us/step - loss: 0.4152 - accuracy: 0.8104 Epoch 165/500 58/58 [==============================] - 0s 345us/step - loss: 0.4140 - accuracy: 0.8049 Epoch 166/500 58/58 [==============================] - 0s 359us/step - loss: 0.4148 - accuracy: 0.8076 Epoch 167/500 58/58 [==============================] - 0s 369us/step - loss: 0.4148 - accuracy: 0.8062 Epoch 168/500 58/58 [==============================] - 0s 346us/step - loss: 0.4137 - accuracy: 0.8083 Epoch 169/500 58/58 [==============================] - 0s 367us/step - loss: 0.4138 - accuracy: 0.8014 Epoch 170/500 58/58 [==============================] - 0s 365us/step - loss: 0.4133 - accuracy: 0.8104 Epoch 171/500 58/58 [==============================] - 0s 355us/step - loss: 0.4136 - accuracy: 0.8090 Epoch 172/500 58/58 [==============================] - 0s 347us/step - loss: 0.4130 - accuracy: 0.8076 Epoch 173/500 58/58 [==============================] - 0s 372us/step - loss: 0.4133 - accuracy: 0.8062 Epoch 174/500 58/58 [==============================] - 0s 344us/step - loss: 0.4129 - accuracy: 0.8104 Epoch 175/500 58/58 [==============================] - 0s 391us/step - loss: 0.4126 - accuracy: 0.8069 Epoch 176/500 58/58 [==============================] - 0s 403us/step - loss: 0.4129 - accuracy: 0.8104 Epoch 177/500 58/58 [==============================] - 0s 376us/step - loss: 0.4122 - accuracy: 0.8069 Epoch 178/500 58/58 [==============================] - 0s 363us/step - loss: 0.4122 - accuracy: 0.8049 Epoch 179/500 58/58 [==============================] - 0s 373us/step - loss: 0.4119 - accuracy: 0.8062 Epoch 180/500 58/58 [==============================] - 0s 351us/step - loss: 0.4114 - accuracy: 0.8042 Epoch 181/500 58/58 [==============================] - 0s 383us/step - loss: 0.4116 - accuracy: 0.8083 Epoch 182/500 58/58 [==============================] - 0s 390us/step - loss: 0.4114 - accuracy: 0.8062 Epoch 183/500 58/58 [==============================] - 0s 395us/step - loss: 0.4109 - accuracy: 0.8028 Epoch 184/500 58/58 [==============================] - 0s 369us/step - loss: 0.4106 - accuracy: 0.8056 Epoch 185/500 58/58 [==============================] - 0s 397us/step - loss: 0.4102 - accuracy: 0.8104 Epoch 186/500 58/58 [==============================] - 0s 400us/step - loss: 0.4100 - accuracy: 0.8097 Epoch 187/500 58/58 [==============================] - 0s 388us/step - loss: 0.4099 - accuracy: 0.8076 Epoch 188/500 58/58 [==============================] - 0s 414us/step - loss: 0.4097 - accuracy: 0.8069 Epoch 189/500 58/58 [==============================] - 0s 393us/step - loss: 0.4094 - accuracy: 0.8125 Epoch 190/500 58/58 [==============================] - 0s 387us/step - loss: 0.4092 - accuracy: 0.8083 Epoch 191/500 58/58 [==============================] - 0s 398us/step - loss: 0.4089 - accuracy: 0.8146 Epoch 192/500 58/58 [==============================] - 0s 416us/step - loss: 0.4087 - accuracy: 0.8090 Epoch 193/500 58/58 [==============================] - 0s 396us/step - loss: 0.4085 - accuracy: 0.8083 Epoch 194/500 58/58 [==============================] - 0s 388us/step - loss: 0.4086 - accuracy: 0.8083 Epoch 195/500 58/58 [==============================] - 0s 382us/step - loss: 0.4075 - accuracy: 0.8160 Epoch 196/500 58/58 [==============================] - 0s 430us/step - loss: 0.4078 - accuracy: 0.8083 Epoch 197/500 58/58 [==============================] - 0s 473us/step - loss: 0.4071 - accuracy: 0.8104 Epoch 198/500 58/58 [==============================] - 0s 700us/step - loss: 0.4067 - accuracy: 0.8139 Epoch 199/500 58/58 [==============================] - 0s 403us/step - loss: 0.4063 - accuracy: 0.8132 Epoch 200/500 58/58 [==============================] - 0s 395us/step - loss: 0.4063 - accuracy: 0.8146 Epoch 201/500 58/58 [==============================] - 0s 386us/step - loss: 0.4059 - accuracy: 0.8111 Epoch 202/500 58/58 [==============================] - 0s 390us/step - loss: 0.4055 - accuracy: 0.8111 Epoch 203/500 58/58 [==============================] - 0s 383us/step - loss: 0.4051 - accuracy: 0.8076 Epoch 204/500 58/58 [==============================] - 0s 361us/step - loss: 0.4040 - accuracy: 0.8132 Epoch 205/500 58/58 [==============================] - 0s 394us/step - loss: 0.4036 - accuracy: 0.8125 Epoch 206/500 58/58 [==============================] - 0s 422us/step - loss: 0.4049 - accuracy: 0.8139 Epoch 207/500 58/58 [==============================] - 0s 368us/step - loss: 0.4041 - accuracy: 0.8153 Epoch 208/500 58/58 [==============================] - 0s 410us/step - loss: 0.4036 - accuracy: 0.8194 Epoch 209/500 58/58 [==============================] - 0s 389us/step - loss: 0.4038 - accuracy: 0.8097 Epoch 210/500 58/58 [==============================] - 0s 374us/step - loss: 0.4035 - accuracy: 0.8167 Epoch 211/500 58/58 [==============================] - 0s 376us/step - loss: 0.4033 - accuracy: 0.8111 Epoch 212/500 58/58 [==============================] - 0s 381us/step - loss: 0.4023 - accuracy: 0.8118 Epoch 213/500 58/58 [==============================] - 0s 386us/step - loss: 0.4036 - accuracy: 0.8139 Epoch 214/500 58/58 [==============================] - 0s 362us/step - loss: 0.4026 - accuracy: 0.8160 Epoch 215/500 58/58 [==============================] - 0s 405us/step - loss: 0.4022 - accuracy: 0.8139 Epoch 216/500 58/58 [==============================] - 0s 384us/step - loss: 0.4022 - accuracy: 0.8090 Epoch 217/500 58/58 [==============================] - 0s 397us/step - loss: 0.4017 - accuracy: 0.8174 Epoch 218/500 58/58 [==============================] - 0s 391us/step - loss: 0.4017 - accuracy: 0.8139 Epoch 219/500 58/58 [==============================] - 0s 419us/step - loss: 0.4020 - accuracy: 0.8132 Epoch 220/500 58/58 [==============================] - 0s 454us/step - loss: 0.4012 - accuracy: 0.8181 Epoch 221/500 58/58 [==============================] - 0s 382us/step - loss: 0.4014 - accuracy: 0.8194 Epoch 222/500 58/58 [==============================] - 0s 376us/step - loss: 0.4009 - accuracy: 0.8188 Epoch 223/500 58/58 [==============================] - 0s 411us/step - loss: 0.4007 - accuracy: 0.8125 Epoch 224/500 58/58 [==============================] - 0s 396us/step - loss: 0.4001 - accuracy: 0.8167 Epoch 225/500 58/58 [==============================] - 0s 396us/step - loss: 0.4008 - accuracy: 0.8174 Epoch 226/500 58/58 [==============================] - 0s 379us/step - loss: 0.4002 - accuracy: 0.8215 Epoch 227/500 58/58 [==============================] - 0s 382us/step - loss: 0.4003 - accuracy: 0.8181 Epoch 228/500 58/58 [==============================] - 0s 393us/step - loss: 0.3992 - accuracy: 0.8118 Epoch 229/500 58/58 [==============================] - 0s 388us/step - loss: 0.3999 - accuracy: 0.8139 Epoch 230/500 58/58 [==============================] - 0s 389us/step - loss: 0.4000 - accuracy: 0.8194 Epoch 231/500 58/58 [==============================] - 0s 384us/step - loss: 0.3997 - accuracy: 0.8153 Epoch 232/500 58/58 [==============================] - 0s 358us/step - loss: 0.3990 - accuracy: 0.8160 Epoch 233/500 58/58 [==============================] - 0s 368us/step - loss: 0.3994 - accuracy: 0.8208 Epoch 234/500 58/58 [==============================] - 0s 379us/step - loss: 0.3992 - accuracy: 0.8139 Epoch 235/500 58/58 [==============================] - 0s 369us/step - loss: 0.3997 - accuracy: 0.8167 Epoch 236/500 58/58 [==============================] - 0s 384us/step - loss: 0.3991 - accuracy: 0.8188 Epoch 237/500 58/58 [==============================] - 0s 391us/step - loss: 0.3996 - accuracy: 0.8174 Epoch 238/500 58/58 [==============================] - 0s 402us/step - loss: 0.3983 - accuracy: 0.8125 Epoch 239/500 58/58 [==============================] - 0s 377us/step - loss: 0.3988 - accuracy: 0.8167 Epoch 240/500 58/58 [==============================] - 0s 388us/step - loss: 0.3989 - accuracy: 0.8181 Epoch 241/500 58/58 [==============================] - 0s 396us/step - loss: 0.3986 - accuracy: 0.8181 Epoch 242/500 58/58 [==============================] - 0s 388us/step - loss: 0.3984 - accuracy: 0.8167 Epoch 243/500 58/58 [==============================] - 0s 473us/step - loss: 0.3981 - accuracy: 0.8181 Epoch 244/500 58/58 [==============================] - 0s 385us/step - loss: 0.3979 - accuracy: 0.8174 Epoch 245/500 58/58 [==============================] - 0s 402us/step - loss: 0.3979 - accuracy: 0.8188 Epoch 246/500 58/58 [==============================] - 0s 383us/step - loss: 0.3984 - accuracy: 0.8174 Epoch 247/500 58/58 [==============================] - 0s 416us/step - loss: 0.3976 - accuracy: 0.8181 Epoch 248/500 58/58 [==============================] - 0s 405us/step - loss: 0.3980 - accuracy: 0.8097 Epoch 249/500 58/58 [==============================] - 0s 403us/step - loss: 0.3972 - accuracy: 0.8167 Epoch 250/500 58/58 [==============================] - 0s 378us/step - loss: 0.3978 - accuracy: 0.8160 Epoch 251/500 58/58 [==============================] - 0s 383us/step - loss: 0.3974 - accuracy: 0.8222 Epoch 252/500 58/58 [==============================] - 0s 383us/step - loss: 0.3967 - accuracy: 0.8167 Epoch 253/500 58/58 [==============================] - 0s 384us/step - loss: 0.3970 - accuracy: 0.8181 Epoch 254/500 58/58 [==============================] - 0s 401us/step - loss: 0.3964 - accuracy: 0.8139 Epoch 255/500 58/58 [==============================] - 0s 372us/step - loss: 0.3959 - accuracy: 0.8201 Epoch 256/500 58/58 [==============================] - 0s 363us/step - loss: 0.3965 - accuracy: 0.8139 Epoch 257/500 58/58 [==============================] - 0s 375us/step - loss: 0.3976 - accuracy: 0.8215 Epoch 258/500 58/58 [==============================] - 0s 376us/step - loss: 0.3966 - accuracy: 0.8222 Epoch 259/500 58/58 [==============================] - 0s 365us/step - loss: 0.3963 - accuracy: 0.8222 Epoch 260/500 58/58 [==============================] - 0s 387us/step - loss: 0.3973 - accuracy: 0.8215 Epoch 261/500 58/58 [==============================] - 0s 374us/step - loss: 0.3962 - accuracy: 0.8222 Epoch 262/500 58/58 [==============================] - 0s 371us/step - loss: 0.3964 - accuracy: 0.8250 Epoch 263/500 58/58 [==============================] - 0s 388us/step - loss: 0.3956 - accuracy: 0.8167 Epoch 264/500 58/58 [==============================] - 0s 415us/step - loss: 0.3957 - accuracy: 0.8229 Epoch 265/500 58/58 [==============================] - 0s 442us/step - loss: 0.3956 - accuracy: 0.8215 Epoch 266/500 58/58 [==============================] - 0s 389us/step - loss: 0.3951 - accuracy: 0.8243 Epoch 267/500 58/58 [==============================] - 0s 372us/step - loss: 0.3955 - accuracy: 0.8201 Epoch 268/500 58/58 [==============================] - 0s 377us/step - loss: 0.3956 - accuracy: 0.8229 Epoch 269/500 58/58 [==============================] - 0s 364us/step - loss: 0.3952 - accuracy: 0.8139 Epoch 270/500 58/58 [==============================] - 0s 369us/step - loss: 0.3948 - accuracy: 0.8215 Epoch 271/500 58/58 [==============================] - 0s 376us/step - loss: 0.3952 - accuracy: 0.8167 Epoch 272/500 58/58 [==============================] - 0s 366us/step - loss: 0.3952 - accuracy: 0.8215 Epoch 273/500 58/58 [==============================] - 0s 358us/step - loss: 0.3945 - accuracy: 0.8201 Epoch 274/500 58/58 [==============================] - 0s 364us/step - loss: 0.3946 - accuracy: 0.8188 Epoch 275/500 58/58 [==============================] - 0s 341us/step - loss: 0.3932 - accuracy: 0.8188 Epoch 276/500 58/58 [==============================] - 0s 368us/step - loss: 0.3949 - accuracy: 0.8160 Epoch 277/500 58/58 [==============================] - 0s 368us/step - loss: 0.3938 - accuracy: 0.8167 Epoch 278/500 58/58 [==============================] - 0s 351us/step - loss: 0.3942 - accuracy: 0.8229 Epoch 279/500 58/58 [==============================] - 0s 350us/step - loss: 0.3940 - accuracy: 0.8222 Epoch 280/500 58/58 [==============================] - 0s 348us/step - loss: 0.3932 - accuracy: 0.8181 Epoch 281/500 58/58 [==============================] - 0s 359us/step - loss: 0.3935 - accuracy: 0.8160 Epoch 282/500 58/58 [==============================] - 0s 375us/step - loss: 0.3936 - accuracy: 0.8181 Epoch 283/500 58/58 [==============================] - 0s 365us/step - loss: 0.3934 - accuracy: 0.8181 Epoch 284/500 58/58 [==============================] - 0s 357us/step - loss: 0.3933 - accuracy: 0.8243 Epoch 285/500 58/58 [==============================] - 0s 337us/step - loss: 0.3927 - accuracy: 0.8174 Epoch 286/500 58/58 [==============================] - 0s 347us/step - loss: 0.3930 - accuracy: 0.8174 Epoch 287/500 58/58 [==============================] - 0s 359us/step - loss: 0.3932 - accuracy: 0.8188 Epoch 288/500 58/58 [==============================] - 0s 362us/step - loss: 0.3927 - accuracy: 0.8194 Epoch 289/500 58/58 [==============================] - 0s 359us/step - loss: 0.3927 - accuracy: 0.8153 Epoch 290/500 58/58 [==============================] - 0s 369us/step - loss: 0.3926 - accuracy: 0.8222 Epoch 291/500 58/58 [==============================] - 0s 351us/step - loss: 0.3927 - accuracy: 0.8174 Epoch 292/500 58/58 [==============================] - 0s 346us/step - loss: 0.3920 - accuracy: 0.8215 Epoch 293/500 58/58 [==============================] - 0s 360us/step - loss: 0.3919 - accuracy: 0.8167 Epoch 294/500 58/58 [==============================] - 0s 366us/step - loss: 0.3918 - accuracy: 0.8132 Epoch 295/500 58/58 [==============================] - 0s 349us/step - loss: 0.3917 - accuracy: 0.8174 Epoch 296/500 58/58 [==============================] - 0s 384us/step - loss: 0.3920 - accuracy: 0.8229 Epoch 297/500 58/58 [==============================] - 0s 379us/step - loss: 0.3917 - accuracy: 0.8153 Epoch 298/500 58/58 [==============================] - 0s 519us/step - loss: 0.3917 - accuracy: 0.8215 Epoch 299/500 58/58 [==============================] - 0s 437us/step - loss: 0.3909 - accuracy: 0.8201 Epoch 300/500 58/58 [==============================] - 0s 430us/step - loss: 0.3910 - accuracy: 0.8188 Epoch 301/500 58/58 [==============================] - 0s 452us/step - loss: 0.3913 - accuracy: 0.8201 Epoch 302/500 58/58 [==============================] - 0s 539us/step - loss: 0.3915 - accuracy: 0.8139 Epoch 303/500 58/58 [==============================] - 0s 466us/step - loss: 0.3911 - accuracy: 0.8132 Epoch 304/500 58/58 [==============================] - 0s 1ms/step - loss: 0.3901 - accuracy: 0.8208 Epoch 305/500 58/58 [==============================] - 0s 511us/step - loss: 0.3898 - accuracy: 0.8201 Epoch 306/500 58/58 [==============================] - 0s 375us/step - loss: 0.3913 - accuracy: 0.8201 Epoch 307/500 58/58 [==============================] - 0s 382us/step - loss: 0.3907 - accuracy: 0.8208 Epoch 308/500 58/58 [==============================] - 0s 381us/step - loss: 0.3908 - accuracy: 0.8174 Epoch 309/500 58/58 [==============================] - 0s 407us/step - loss: 0.3905 - accuracy: 0.8201 Epoch 310/500 58/58 [==============================] - 0s 384us/step - loss: 0.3910 - accuracy: 0.8167 Epoch 311/500 58/58 [==============================] - 0s 376us/step - loss: 0.3910 - accuracy: 0.8215 Epoch 312/500 58/58 [==============================] - 0s 384us/step - loss: 0.3903 - accuracy: 0.8188 Epoch 313/500 58/58 [==============================] - 0s 376us/step - loss: 0.3891 - accuracy: 0.8194 Epoch 314/500 58/58 [==============================] - 0s 391us/step - loss: 0.3904 - accuracy: 0.8236 Epoch 315/500 58/58 [==============================] - 0s 395us/step - loss: 0.3902 - accuracy: 0.8174 Epoch 316/500 58/58 [==============================] - 0s 398us/step - loss: 0.3895 - accuracy: 0.8229 Epoch 317/500 58/58 [==============================] - 0s 390us/step - loss: 0.3901 - accuracy: 0.8236 Epoch 318/500 58/58 [==============================] - 0s 373us/step - loss: 0.3902 - accuracy: 0.8208 Epoch 319/500 58/58 [==============================] - 0s 384us/step - loss: 0.3894 - accuracy: 0.8194 Epoch 320/500 58/58 [==============================] - 0s 435us/step - loss: 0.3886 - accuracy: 0.8257 Epoch 321/500 58/58 [==============================] - 0s 401us/step - loss: 0.3900 - accuracy: 0.8194 Epoch 322/500 58/58 [==============================] - 0s 394us/step - loss: 0.3893 - accuracy: 0.8201 Epoch 323/500 58/58 [==============================] - 0s 430us/step - loss: 0.3893 - accuracy: 0.8160 Epoch 324/500 58/58 [==============================] - 0s 391us/step - loss: 0.3896 - accuracy: 0.8181 Epoch 325/500 58/58 [==============================] - 0s 428us/step - loss: 0.3887 - accuracy: 0.8139 Epoch 326/500 58/58 [==============================] - 0s 394us/step - loss: 0.3892 - accuracy: 0.8194 Epoch 327/500 58/58 [==============================] - 0s 406us/step - loss: 0.3884 - accuracy: 0.8229 Epoch 328/500 58/58 [==============================] - 0s 413us/step - loss: 0.3887 - accuracy: 0.8174 Epoch 329/500 58/58 [==============================] - 0s 400us/step - loss: 0.3888 - accuracy: 0.8250 Epoch 330/500 58/58 [==============================] - 0s 402us/step - loss: 0.3885 - accuracy: 0.8215 Epoch 331/500 58/58 [==============================] - 0s 419us/step - loss: 0.3883 - accuracy: 0.8139 Epoch 332/500 58/58 [==============================] - 0s 428us/step - loss: 0.3876 - accuracy: 0.8174 Epoch 333/500 58/58 [==============================] - 0s 413us/step - loss: 0.3882 - accuracy: 0.8201 Epoch 334/500 58/58 [==============================] - 0s 404us/step - loss: 0.3873 - accuracy: 0.8250 Epoch 335/500 58/58 [==============================] - 0s 430us/step - loss: 0.3883 - accuracy: 0.8194 Epoch 336/500 58/58 [==============================] - 0s 412us/step - loss: 0.3884 - accuracy: 0.8201 Epoch 337/500 58/58 [==============================] - 0s 404us/step - loss: 0.3873 - accuracy: 0.8243 Epoch 338/500 58/58 [==============================] - 0s 395us/step - loss: 0.3868 - accuracy: 0.8174 Epoch 339/500 58/58 [==============================] - 0s 408us/step - loss: 0.3881 - accuracy: 0.8243 Epoch 340/500 58/58 [==============================] - 0s 384us/step - loss: 0.3875 - accuracy: 0.8174 Epoch 341/500 58/58 [==============================] - 0s 406us/step - loss: 0.3872 - accuracy: 0.8236 Epoch 342/500 58/58 [==============================] - 0s 428us/step - loss: 0.3880 - accuracy: 0.8257 Epoch 343/500 58/58 [==============================] - 0s 350us/step - loss: 0.3875 - accuracy: 0.8201 Epoch 344/500 58/58 [==============================] - 0s 363us/step - loss: 0.3864 - accuracy: 0.8243 Epoch 345/500 58/58 [==============================] - 0s 369us/step - loss: 0.3876 - accuracy: 0.8208 Epoch 346/500 58/58 [==============================] - 0s 361us/step - loss: 0.3868 - accuracy: 0.8236 Epoch 347/500 58/58 [==============================] - 0s 379us/step - loss: 0.3870 - accuracy: 0.8188 Epoch 348/500 58/58 [==============================] - 0s 359us/step - loss: 0.3870 - accuracy: 0.8194 Epoch 349/500 58/58 [==============================] - 0s 371us/step - loss: 0.3871 - accuracy: 0.8146 Epoch 350/500 58/58 [==============================] - 0s 373us/step - loss: 0.3866 - accuracy: 0.8243 Epoch 351/500 58/58 [==============================] - 0s 345us/step - loss: 0.3864 - accuracy: 0.8271 Epoch 352/500 58/58 [==============================] - 0s 353us/step - loss: 0.3871 - accuracy: 0.8153 Epoch 353/500 58/58 [==============================] - 0s 353us/step - loss: 0.3862 - accuracy: 0.8222 Epoch 354/500 58/58 [==============================] - 0s 355us/step - loss: 0.3869 - accuracy: 0.8229 Epoch 355/500 58/58 [==============================] - 0s 353us/step - loss: 0.3868 - accuracy: 0.8222 Epoch 356/500 58/58 [==============================] - 0s 354us/step - loss: 0.3862 - accuracy: 0.8243 Epoch 357/500 58/58 [==============================] - 0s 341us/step - loss: 0.3866 - accuracy: 0.8250 Epoch 358/500 58/58 [==============================] - 0s 351us/step - loss: 0.3856 - accuracy: 0.8257 Epoch 359/500 58/58 [==============================] - 0s 337us/step - loss: 0.3855 - accuracy: 0.8243 Epoch 360/500 58/58 [==============================] - 0s 336us/step - loss: 0.3873 - accuracy: 0.8229 Epoch 361/500 58/58 [==============================] - 0s 330us/step - loss: 0.3845 - accuracy: 0.8201 Epoch 362/500 58/58 [==============================] - 0s 349us/step - loss: 0.3863 - accuracy: 0.8222 Epoch 363/500 58/58 [==============================] - 0s 349us/step - loss: 0.3854 - accuracy: 0.8222 Epoch 364/500 58/58 [==============================] - 0s 343us/step - loss: 0.3861 - accuracy: 0.8250 Epoch 365/500 58/58 [==============================] - 0s 338us/step - loss: 0.3858 - accuracy: 0.8167 Epoch 366/500 58/58 [==============================] - 0s 350us/step - loss: 0.3861 - accuracy: 0.8194 Epoch 367/500 58/58 [==============================] - 0s 359us/step - loss: 0.3850 - accuracy: 0.8208 Epoch 368/500 58/58 [==============================] - 0s 357us/step - loss: 0.3857 - accuracy: 0.8222 Epoch 369/500 58/58 [==============================] - 0s 369us/step - loss: 0.3858 - accuracy: 0.8229 Epoch 370/500 58/58 [==============================] - 0s 383us/step - loss: 0.3849 - accuracy: 0.8229 Epoch 371/500 58/58 [==============================] - 0s 380us/step - loss: 0.3857 - accuracy: 0.8215 Epoch 372/500 58/58 [==============================] - 0s 386us/step - loss: 0.3854 - accuracy: 0.8222 Epoch 373/500 58/58 [==============================] - 0s 356us/step - loss: 0.3850 - accuracy: 0.8208 Epoch 374/500 58/58 [==============================] - 0s 384us/step - loss: 0.3852 - accuracy: 0.8222 Epoch 375/500 58/58 [==============================] - 0s 354us/step - loss: 0.3856 - accuracy: 0.8285 Epoch 376/500 58/58 [==============================] - 0s 387us/step - loss: 0.3854 - accuracy: 0.8208 Epoch 377/500 58/58 [==============================] - 0s 356us/step - loss: 0.3849 - accuracy: 0.8236 Epoch 378/500 58/58 [==============================] - 0s 352us/step - loss: 0.3860 - accuracy: 0.8215 Epoch 379/500 58/58 [==============================] - 0s 348us/step - loss: 0.3845 - accuracy: 0.8229 Epoch 380/500 58/58 [==============================] - 0s 347us/step - loss: 0.3854 - accuracy: 0.8215 Epoch 381/500 58/58 [==============================] - 0s 334us/step - loss: 0.3852 - accuracy: 0.8243 Epoch 382/500 58/58 [==============================] - 0s 340us/step - loss: 0.3845 - accuracy: 0.8188 Epoch 383/500 58/58 [==============================] - 0s 347us/step - loss: 0.3845 - accuracy: 0.8243 Epoch 384/500 58/58 [==============================] - 0s 344us/step - loss: 0.3851 - accuracy: 0.8243 Epoch 385/500 58/58 [==============================] - 0s 351us/step - loss: 0.3847 - accuracy: 0.8208 Epoch 386/500 58/58 [==============================] - 0s 331us/step - loss: 0.3854 - accuracy: 0.8250 Epoch 387/500 58/58 [==============================] - 0s 356us/step - loss: 0.3846 - accuracy: 0.8194 Epoch 388/500 58/58 [==============================] - 0s 348us/step - loss: 0.3844 - accuracy: 0.8181 Epoch 389/500 58/58 [==============================] - 0s 350us/step - loss: 0.3846 - accuracy: 0.8264 Epoch 390/500 58/58 [==============================] - 0s 339us/step - loss: 0.3855 - accuracy: 0.8229 Epoch 391/500 58/58 [==============================] - 0s 364us/step - loss: 0.3846 - accuracy: 0.8215 Epoch 392/500 58/58 [==============================] - 0s 337us/step - loss: 0.3838 - accuracy: 0.8236 Epoch 393/500 58/58 [==============================] - 0s 378us/step - loss: 0.3845 - accuracy: 0.8222 Epoch 394/500 58/58 [==============================] - 0s 369us/step - loss: 0.3838 - accuracy: 0.8208 Epoch 395/500 58/58 [==============================] - 0s 352us/step - loss: 0.3845 - accuracy: 0.8243 Epoch 396/500 58/58 [==============================] - 0s 383us/step - loss: 0.3837 - accuracy: 0.8222 Epoch 397/500 58/58 [==============================] - 0s 363us/step - loss: 0.3837 - accuracy: 0.8201 Epoch 398/500 58/58 [==============================] - 0s 382us/step - loss: 0.3827 - accuracy: 0.8243 Epoch 399/500 58/58 [==============================] - 0s 353us/step - loss: 0.3841 - accuracy: 0.8236 Epoch 400/500 58/58 [==============================] - 0s 344us/step - loss: 0.3839 - accuracy: 0.8236 Epoch 401/500 58/58 [==============================] - 0s 381us/step - loss: 0.3831 - accuracy: 0.8229 Epoch 402/500 58/58 [==============================] - 0s 349us/step - loss: 0.3839 - accuracy: 0.8188 Epoch 403/500 58/58 [==============================] - 0s 353us/step - loss: 0.3839 - accuracy: 0.8222 Epoch 404/500 58/58 [==============================] - 0s 370us/step - loss: 0.3834 - accuracy: 0.8215 Epoch 405/500 58/58 [==============================] - 0s 371us/step - loss: 0.3840 - accuracy: 0.8201 Epoch 406/500 58/58 [==============================] - 0s 416us/step - loss: 0.3831 - accuracy: 0.8243 Epoch 407/500 58/58 [==============================] - 0s 419us/step - loss: 0.3838 - accuracy: 0.8194 Epoch 408/500 58/58 [==============================] - 0s 382us/step - loss: 0.3836 - accuracy: 0.8215 Epoch 409/500 58/58 [==============================] - 0s 385us/step - loss: 0.3826 - accuracy: 0.8208 Epoch 410/500 58/58 [==============================] - 0s 542us/step - loss: 0.3837 - accuracy: 0.8201 Epoch 411/500 58/58 [==============================] - 0s 386us/step - loss: 0.3833 - accuracy: 0.8229 Epoch 412/500 58/58 [==============================] - 0s 359us/step - loss: 0.3825 - accuracy: 0.8250 Epoch 413/500 58/58 [==============================] - 0s 376us/step - loss: 0.3830 - accuracy: 0.8188 Epoch 414/500 58/58 [==============================] - 0s 363us/step - loss: 0.3830 - accuracy: 0.8194 Epoch 415/500 58/58 [==============================] - 0s 373us/step - loss: 0.3833 - accuracy: 0.8222 Epoch 416/500 58/58 [==============================] - 0s 367us/step - loss: 0.3828 - accuracy: 0.8243 Epoch 417/500 58/58 [==============================] - 0s 362us/step - loss: 0.3818 - accuracy: 0.8236 Epoch 418/500 58/58 [==============================] - 0s 371us/step - loss: 0.3824 - accuracy: 0.8250 Epoch 419/500 58/58 [==============================] - 0s 358us/step - loss: 0.3831 - accuracy: 0.8215 Epoch 420/500 58/58 [==============================] - 0s 348us/step - loss: 0.3831 - accuracy: 0.8250 Epoch 421/500 58/58 [==============================] - 0s 385us/step - loss: 0.3834 - accuracy: 0.8243 Epoch 422/500 58/58 [==============================] - 0s 362us/step - loss: 0.3829 - accuracy: 0.8222 Epoch 423/500 58/58 [==============================] - 0s 345us/step - loss: 0.3826 - accuracy: 0.8181 Epoch 424/500 58/58 [==============================] - 0s 387us/step - loss: 0.3829 - accuracy: 0.8215 Epoch 425/500 58/58 [==============================] - 0s 346us/step - loss: 0.3832 - accuracy: 0.8222 Epoch 426/500 58/58 [==============================] - 0s 385us/step - loss: 0.3824 - accuracy: 0.8243 Epoch 427/500 58/58 [==============================] - 0s 387us/step - loss: 0.3828 - accuracy: 0.8181 Epoch 428/500 58/58 [==============================] - 0s 387us/step - loss: 0.3829 - accuracy: 0.8215 Epoch 429/500 58/58 [==============================] - 0s 380us/step - loss: 0.3819 - accuracy: 0.8250 Epoch 430/500 58/58 [==============================] - 0s 381us/step - loss: 0.3820 - accuracy: 0.8181 Epoch 431/500 58/58 [==============================] - 0s 376us/step - loss: 0.3823 - accuracy: 0.8215 Epoch 432/500 58/58 [==============================] - 0s 391us/step - loss: 0.3830 - accuracy: 0.8201 Epoch 433/500 58/58 [==============================] - 0s 387us/step - loss: 0.3823 - accuracy: 0.8257 Epoch 434/500 58/58 [==============================] - 0s 376us/step - loss: 0.3811 - accuracy: 0.8208 Epoch 435/500 58/58 [==============================] - 0s 388us/step - loss: 0.3826 - accuracy: 0.8160 Epoch 436/500 58/58 [==============================] - 0s 376us/step - loss: 0.3811 - accuracy: 0.8243 Epoch 437/500 58/58 [==============================] - 0s 399us/step - loss: 0.3817 - accuracy: 0.8264 Epoch 438/500 58/58 [==============================] - 0s 363us/step - loss: 0.3814 - accuracy: 0.8215 Epoch 439/500 58/58 [==============================] - 0s 381us/step - loss: 0.3815 - accuracy: 0.8215 Epoch 440/500 58/58 [==============================] - 0s 378us/step - loss: 0.3797 - accuracy: 0.8229 Epoch 441/500 58/58 [==============================] - 0s 377us/step - loss: 0.3816 - accuracy: 0.8257 Epoch 442/500 58/58 [==============================] - 0s 370us/step - loss: 0.3815 - accuracy: 0.8208 Epoch 443/500 58/58 [==============================] - 0s 369us/step - loss: 0.3802 - accuracy: 0.8215 Epoch 444/500 58/58 [==============================] - 0s 377us/step - loss: 0.3803 - accuracy: 0.8243 Epoch 445/500 58/58 [==============================] - 0s 396us/step - loss: 0.3802 - accuracy: 0.8146 Epoch 446/500 58/58 [==============================] - 0s 381us/step - loss: 0.3804 - accuracy: 0.8264 Epoch 447/500 58/58 [==============================] - 0s 375us/step - loss: 0.3799 - accuracy: 0.8194 Epoch 448/500 58/58 [==============================] - 0s 376us/step - loss: 0.3809 - accuracy: 0.8160 Epoch 449/500 58/58 [==============================] - 0s 372us/step - loss: 0.3798 - accuracy: 0.8229 Epoch 450/500 58/58 [==============================] - 0s 385us/step - loss: 0.3801 - accuracy: 0.8222 Epoch 451/500 58/58 [==============================] - 0s 379us/step - loss: 0.3801 - accuracy: 0.8201 Epoch 452/500 58/58 [==============================] - 0s 375us/step - loss: 0.3808 - accuracy: 0.8188 Epoch 453/500 58/58 [==============================] - 0s 370us/step - loss: 0.3793 - accuracy: 0.8243 Epoch 454/500 58/58 [==============================] - 0s 389us/step - loss: 0.3803 - accuracy: 0.8188 Epoch 455/500 58/58 [==============================] - 0s 378us/step - loss: 0.3796 - accuracy: 0.8201 Epoch 456/500 58/58 [==============================] - 0s 377us/step - loss: 0.3794 - accuracy: 0.8243 Epoch 457/500 58/58 [==============================] - 0s 387us/step - loss: 0.3786 - accuracy: 0.8208 Epoch 458/500 58/58 [==============================] - 0s 371us/step - loss: 0.3788 - accuracy: 0.8264 Epoch 459/500 58/58 [==============================] - 0s 396us/step - loss: 0.3802 - accuracy: 0.8146 Epoch 460/500 58/58 [==============================] - 0s 389us/step - loss: 0.3793 - accuracy: 0.8236 Epoch 461/500 58/58 [==============================] - 0s 403us/step - loss: 0.3804 - accuracy: 0.8243 Epoch 462/500 58/58 [==============================] - 0s 387us/step - loss: 0.3792 - accuracy: 0.8194 Epoch 463/500 58/58 [==============================] - 0s 399us/step - loss: 0.3794 - accuracy: 0.8181 Epoch 464/500 58/58 [==============================] - 0s 382us/step - loss: 0.3792 - accuracy: 0.8215 Epoch 465/500 58/58 [==============================] - 0s 376us/step - loss: 0.3795 - accuracy: 0.8194 Epoch 466/500 58/58 [==============================] - 0s 399us/step - loss: 0.3795 - accuracy: 0.8222 Epoch 467/500 58/58 [==============================] - 0s 369us/step - loss: 0.3794 - accuracy: 0.8243 Epoch 468/500 58/58 [==============================] - 0s 379us/step - loss: 0.3792 - accuracy: 0.8222 Epoch 469/500 58/58 [==============================] - 0s 390us/step - loss: 0.3787 - accuracy: 0.8236 Epoch 470/500 58/58 [==============================] - 0s 357us/step - loss: 0.3800 - accuracy: 0.8229 Epoch 471/500 58/58 [==============================] - 0s 361us/step - loss: 0.3795 - accuracy: 0.8222 Epoch 472/500 58/58 [==============================] - 0s 358us/step - loss: 0.3791 - accuracy: 0.8250 Epoch 473/500 58/58 [==============================] - 0s 358us/step - loss: 0.3792 - accuracy: 0.8229 Epoch 474/500 58/58 [==============================] - 0s 346us/step - loss: 0.3781 - accuracy: 0.8222 Epoch 475/500 58/58 [==============================] - 0s 341us/step - loss: 0.3791 - accuracy: 0.8229 Epoch 476/500 58/58 [==============================] - 0s 344us/step - loss: 0.3796 - accuracy: 0.8243 Epoch 477/500 58/58 [==============================] - 0s 337us/step - loss: 0.3778 - accuracy: 0.8250 Epoch 478/500 58/58 [==============================] - 0s 346us/step - loss: 0.3792 - accuracy: 0.8299 Epoch 479/500 58/58 [==============================] - 0s 360us/step - loss: 0.3782 - accuracy: 0.8299 Epoch 480/500 58/58 [==============================] - 0s 356us/step - loss: 0.3779 - accuracy: 0.8285 Epoch 481/500 58/58 [==============================] - 0s 351us/step - loss: 0.3792 - accuracy: 0.8236 Epoch 482/500 58/58 [==============================] - 0s 360us/step - loss: 0.3786 - accuracy: 0.8201 Epoch 483/500 58/58 [==============================] - 0s 350us/step - loss: 0.3783 - accuracy: 0.8243 Epoch 484/500 58/58 [==============================] - 0s 352us/step - loss: 0.3781 - accuracy: 0.8257 Epoch 485/500 58/58 [==============================] - 0s 352us/step - loss: 0.3784 - accuracy: 0.8229 Epoch 486/500 58/58 [==============================] - 0s 375us/step - loss: 0.3781 - accuracy: 0.8215 Epoch 487/500 58/58 [==============================] - 0s 373us/step - loss: 0.3772 - accuracy: 0.8222 Epoch 488/500 58/58 [==============================] - 0s 369us/step - loss: 0.3785 - accuracy: 0.8264 Epoch 489/500 58/58 [==============================] - 0s 396us/step - loss: 0.3788 - accuracy: 0.8285 Epoch 490/500 58/58 [==============================] - 0s 394us/step - loss: 0.3777 - accuracy: 0.8278 Epoch 491/500 58/58 [==============================] - 0s 393us/step - loss: 0.3788 - accuracy: 0.8271 Epoch 492/500 58/58 [==============================] - 0s 588us/step - loss: 0.3788 - accuracy: 0.8208 Epoch 493/500 58/58 [==============================] - 0s 827us/step - loss: 0.3780 - accuracy: 0.8271 Epoch 494/500 58/58 [==============================] - 0s 519us/step - loss: 0.3779 - accuracy: 0.8236 Epoch 495/500 58/58 [==============================] - 0s 425us/step - loss: 0.3782 - accuracy: 0.8264 Epoch 496/500 58/58 [==============================] - 0s 313us/step - loss: 0.3777 - accuracy: 0.8292 Epoch 497/500 58/58 [==============================] - 0s 336us/step - loss: 0.3784 - accuracy: 0.8243 Epoch 498/500 58/58 [==============================] - 0s 342us/step - loss: 0.3780 - accuracy: 0.8236 Epoch 499/500 58/58 [==============================] - 0s 325us/step - loss: 0.3782 - accuracy: 0.8194 Epoch 500/500 58/58 [==============================] - 0s 333us/step - loss: 0.3789 - accuracy: 0.8285 5/5 [==============================] - 0s 535us/step Epoch 1/500 58/58 [==============================] - 0s 493us/step - loss: 0.6847 - accuracy: 0.6611 Epoch 2/500 58/58 [==============================] - 0s 429us/step - loss: 0.6581 - accuracy: 0.6618 Epoch 3/500 58/58 [==============================] - 0s 375us/step - loss: 0.6160 - accuracy: 0.6618 Epoch 4/500 58/58 [==============================] - 0s 388us/step - loss: 0.5687 - accuracy: 0.6618 Epoch 5/500 58/58 [==============================] - 0s 371us/step - loss: 0.5340 - accuracy: 0.6611 Epoch 6/500 58/58 [==============================] - 0s 385us/step - loss: 0.5143 - accuracy: 0.7188 Epoch 7/500 58/58 [==============================] - 0s 365us/step - loss: 0.5025 - accuracy: 0.7646 Epoch 8/500 58/58 [==============================] - 0s 377us/step - loss: 0.4942 - accuracy: 0.7722 Epoch 9/500 58/58 [==============================] - 0s 372us/step - loss: 0.4878 - accuracy: 0.7694 Epoch 10/500 58/58 [==============================] - 0s 381us/step - loss: 0.4828 - accuracy: 0.7694 Epoch 11/500 58/58 [==============================] - 0s 375us/step - loss: 0.4789 - accuracy: 0.7715 Epoch 12/500 58/58 [==============================] - 0s 366us/step - loss: 0.4759 - accuracy: 0.7660 Epoch 13/500 58/58 [==============================] - 0s 393us/step - loss: 0.4736 - accuracy: 0.7681 Epoch 14/500 58/58 [==============================] - 0s 382us/step - loss: 0.4716 - accuracy: 0.7660 Epoch 15/500 58/58 [==============================] - 0s 378us/step - loss: 0.4696 - accuracy: 0.7639 Epoch 16/500 58/58 [==============================] - 0s 362us/step - loss: 0.4680 - accuracy: 0.7681 Epoch 17/500 58/58 [==============================] - 0s 372us/step - loss: 0.4667 - accuracy: 0.7681 Epoch 18/500 58/58 [==============================] - 0s 377us/step - loss: 0.4658 - accuracy: 0.7688 Epoch 19/500 58/58 [==============================] - 0s 375us/step - loss: 0.4645 - accuracy: 0.7681 Epoch 20/500 58/58 [==============================] - 0s 373us/step - loss: 0.4631 - accuracy: 0.7715 Epoch 21/500 58/58 [==============================] - 0s 370us/step - loss: 0.4621 - accuracy: 0.7722 Epoch 22/500 58/58 [==============================] - 0s 375us/step - loss: 0.4610 - accuracy: 0.7722 Epoch 23/500 58/58 [==============================] - 0s 363us/step - loss: 0.4602 - accuracy: 0.7729 Epoch 24/500 58/58 [==============================] - 0s 364us/step - loss: 0.4596 - accuracy: 0.7715 Epoch 25/500 58/58 [==============================] - 0s 356us/step - loss: 0.4586 - accuracy: 0.7715 Epoch 26/500 58/58 [==============================] - 0s 368us/step - loss: 0.4579 - accuracy: 0.7701 Epoch 27/500 58/58 [==============================] - 0s 368us/step - loss: 0.4570 - accuracy: 0.7701 Epoch 28/500 58/58 [==============================] - 0s 368us/step - loss: 0.4564 - accuracy: 0.7722 Epoch 29/500 58/58 [==============================] - 0s 370us/step - loss: 0.4558 - accuracy: 0.7722 Epoch 30/500 58/58 [==============================] - 0s 355us/step - loss: 0.4550 - accuracy: 0.7694 Epoch 31/500 58/58 [==============================] - 0s 358us/step - loss: 0.4545 - accuracy: 0.7708 Epoch 32/500 58/58 [==============================] - 0s 359us/step - loss: 0.4541 - accuracy: 0.7729 Epoch 33/500 58/58 [==============================] - 0s 383us/step - loss: 0.4534 - accuracy: 0.7722 Epoch 34/500 58/58 [==============================] - 0s 364us/step - loss: 0.4532 - accuracy: 0.7750 Epoch 35/500 58/58 [==============================] - 0s 365us/step - loss: 0.4524 - accuracy: 0.7750 Epoch 36/500 58/58 [==============================] - 0s 385us/step - loss: 0.4519 - accuracy: 0.7764 Epoch 37/500 58/58 [==============================] - 0s 373us/step - loss: 0.4516 - accuracy: 0.7722 Epoch 38/500 58/58 [==============================] - 0s 367us/step - loss: 0.4511 - accuracy: 0.7750 Epoch 39/500 58/58 [==============================] - 0s 364us/step - loss: 0.4506 - accuracy: 0.7778 Epoch 40/500 58/58 [==============================] - 0s 360us/step - loss: 0.4499 - accuracy: 0.7750 Epoch 41/500 58/58 [==============================] - 0s 359us/step - loss: 0.4493 - accuracy: 0.7764 Epoch 42/500 58/58 [==============================] - 0s 386us/step - loss: 0.4491 - accuracy: 0.7736 Epoch 43/500 58/58 [==============================] - 0s 369us/step - loss: 0.4485 - accuracy: 0.7764 Epoch 44/500 58/58 [==============================] - 0s 384us/step - loss: 0.4479 - accuracy: 0.7764 Epoch 45/500 58/58 [==============================] - 0s 365us/step - loss: 0.4476 - accuracy: 0.7778 Epoch 46/500 58/58 [==============================] - 0s 353us/step - loss: 0.4471 - accuracy: 0.7799 Epoch 47/500 58/58 [==============================] - 0s 391us/step - loss: 0.4468 - accuracy: 0.7799 Epoch 48/500 58/58 [==============================] - 0s 412us/step - loss: 0.4461 - accuracy: 0.7785 Epoch 49/500 58/58 [==============================] - 0s 405us/step - loss: 0.4459 - accuracy: 0.7785 Epoch 50/500 58/58 [==============================] - 0s 437us/step - loss: 0.4455 - accuracy: 0.7847 Epoch 51/500 58/58 [==============================] - 0s 401us/step - loss: 0.4452 - accuracy: 0.7812 Epoch 52/500 58/58 [==============================] - 0s 395us/step - loss: 0.4448 - accuracy: 0.7861 Epoch 53/500 58/58 [==============================] - 0s 402us/step - loss: 0.4445 - accuracy: 0.7833 Epoch 54/500 58/58 [==============================] - 0s 418us/step - loss: 0.4441 - accuracy: 0.7771 Epoch 55/500 58/58 [==============================] - 0s 409us/step - loss: 0.4436 - accuracy: 0.7812 Epoch 56/500 58/58 [==============================] - 0s 444us/step - loss: 0.4435 - accuracy: 0.7854 Epoch 57/500 58/58 [==============================] - 0s 386us/step - loss: 0.4432 - accuracy: 0.7826 Epoch 58/500 58/58 [==============================] - 0s 394us/step - loss: 0.4424 - accuracy: 0.7812 Epoch 59/500 58/58 [==============================] - 0s 416us/step - loss: 0.4424 - accuracy: 0.7799 Epoch 60/500 58/58 [==============================] - 0s 393us/step - loss: 0.4418 - accuracy: 0.7806 Epoch 61/500 58/58 [==============================] - 0s 411us/step - loss: 0.4417 - accuracy: 0.7778 Epoch 62/500 58/58 [==============================] - 0s 385us/step - loss: 0.4412 - accuracy: 0.7799 Epoch 63/500 58/58 [==============================] - 0s 410us/step - loss: 0.4406 - accuracy: 0.7771 Epoch 64/500 58/58 [==============================] - 0s 403us/step - loss: 0.4405 - accuracy: 0.7799 Epoch 65/500 58/58 [==============================] - 0s 364us/step - loss: 0.4404 - accuracy: 0.7806 Epoch 66/500 58/58 [==============================] - 0s 376us/step - loss: 0.4398 - accuracy: 0.7840 Epoch 67/500 58/58 [==============================] - 0s 364us/step - loss: 0.4399 - accuracy: 0.7771 Epoch 68/500 58/58 [==============================] - 0s 366us/step - loss: 0.4394 - accuracy: 0.7799 Epoch 69/500 58/58 [==============================] - 0s 359us/step - loss: 0.4388 - accuracy: 0.7771 Epoch 70/500 58/58 [==============================] - 0s 357us/step - loss: 0.4388 - accuracy: 0.7785 Epoch 71/500 58/58 [==============================] - 0s 367us/step - loss: 0.4383 - accuracy: 0.7799 Epoch 72/500 58/58 [==============================] - 0s 385us/step - loss: 0.4383 - accuracy: 0.7778 Epoch 73/500 58/58 [==============================] - 0s 369us/step - loss: 0.4380 - accuracy: 0.7792 Epoch 74/500 58/58 [==============================] - 0s 356us/step - loss: 0.4376 - accuracy: 0.7743 Epoch 75/500 58/58 [==============================] - 0s 367us/step - loss: 0.4373 - accuracy: 0.7771 Epoch 76/500 58/58 [==============================] - 0s 372us/step - loss: 0.4371 - accuracy: 0.7792 Epoch 77/500 58/58 [==============================] - 0s 360us/step - loss: 0.4369 - accuracy: 0.7778 Epoch 78/500 58/58 [==============================] - 0s 349us/step - loss: 0.4367 - accuracy: 0.7785 Epoch 79/500 58/58 [==============================] - 0s 368us/step - loss: 0.4363 - accuracy: 0.7778 Epoch 80/500 58/58 [==============================] - 0s 369us/step - loss: 0.4358 - accuracy: 0.7812 Epoch 81/500 58/58 [==============================] - 0s 354us/step - loss: 0.4358 - accuracy: 0.7819 Epoch 82/500 58/58 [==============================] - 0s 360us/step - loss: 0.4351 - accuracy: 0.7778 Epoch 83/500 58/58 [==============================] - 0s 371us/step - loss: 0.4351 - accuracy: 0.7833 Epoch 84/500 58/58 [==============================] - 0s 366us/step - loss: 0.4349 - accuracy: 0.7854 Epoch 85/500 58/58 [==============================] - 0s 358us/step - loss: 0.4344 - accuracy: 0.7806 Epoch 86/500 58/58 [==============================] - 0s 361us/step - loss: 0.4341 - accuracy: 0.7806 Epoch 87/500 58/58 [==============================] - 0s 371us/step - loss: 0.4341 - accuracy: 0.7833 Epoch 88/500 58/58 [==============================] - 0s 344us/step - loss: 0.4334 - accuracy: 0.7819 Epoch 89/500 58/58 [==============================] - 0s 366us/step - loss: 0.4331 - accuracy: 0.7833 Epoch 90/500 58/58 [==============================] - 0s 360us/step - loss: 0.4331 - accuracy: 0.7826 Epoch 91/500 58/58 [==============================] - 0s 364us/step - loss: 0.4324 - accuracy: 0.7840 Epoch 92/500 58/58 [==============================] - 0s 369us/step - loss: 0.4324 - accuracy: 0.7840 Epoch 93/500 58/58 [==============================] - 0s 355us/step - loss: 0.4319 - accuracy: 0.7819 Epoch 94/500 58/58 [==============================] - 0s 372us/step - loss: 0.4315 - accuracy: 0.7889 Epoch 95/500 58/58 [==============================] - 0s 371us/step - loss: 0.4315 - accuracy: 0.7847 Epoch 96/500 58/58 [==============================] - 0s 367us/step - loss: 0.4309 - accuracy: 0.7833 Epoch 97/500 58/58 [==============================] - 0s 347us/step - loss: 0.4308 - accuracy: 0.7819 Epoch 98/500 58/58 [==============================] - 0s 385us/step - loss: 0.4304 - accuracy: 0.7896 Epoch 99/500 58/58 [==============================] - 0s 350us/step - loss: 0.4301 - accuracy: 0.7903 Epoch 100/500 58/58 [==============================] - 0s 354us/step - loss: 0.4296 - accuracy: 0.7903 Epoch 101/500 58/58 [==============================] - 0s 349us/step - loss: 0.4295 - accuracy: 0.7847 Epoch 102/500 58/58 [==============================] - 0s 361us/step - loss: 0.4288 - accuracy: 0.7903 Epoch 103/500 58/58 [==============================] - 0s 352us/step - loss: 0.4287 - accuracy: 0.7896 Epoch 104/500 58/58 [==============================] - 0s 366us/step - loss: 0.4282 - accuracy: 0.7896 Epoch 105/500 58/58 [==============================] - 0s 364us/step - loss: 0.4279 - accuracy: 0.7910 Epoch 106/500 58/58 [==============================] - 0s 351us/step - loss: 0.4277 - accuracy: 0.7896 Epoch 107/500 58/58 [==============================] - 0s 342us/step - loss: 0.4269 - accuracy: 0.7917 Epoch 108/500 58/58 [==============================] - 0s 350us/step - loss: 0.4269 - accuracy: 0.7910 Epoch 109/500 58/58 [==============================] - 0s 337us/step - loss: 0.4266 - accuracy: 0.7924 Epoch 110/500 58/58 [==============================] - 0s 394us/step - loss: 0.4261 - accuracy: 0.7965 Epoch 111/500 58/58 [==============================] - 0s 360us/step - loss: 0.4260 - accuracy: 0.7944 Epoch 112/500 58/58 [==============================] - 0s 365us/step - loss: 0.4257 - accuracy: 0.7937 Epoch 113/500 58/58 [==============================] - 0s 356us/step - loss: 0.4252 - accuracy: 0.7965 Epoch 114/500 58/58 [==============================] - 0s 345us/step - loss: 0.4248 - accuracy: 0.7993 Epoch 115/500 58/58 [==============================] - 0s 347us/step - loss: 0.4244 - accuracy: 0.7958 Epoch 116/500 58/58 [==============================] - 0s 342us/step - loss: 0.4239 - accuracy: 0.7972 Epoch 117/500 58/58 [==============================] - 0s 364us/step - loss: 0.4238 - accuracy: 0.7944 Epoch 118/500 58/58 [==============================] - 0s 346us/step - loss: 0.4234 - accuracy: 0.8007 Epoch 119/500 58/58 [==============================] - 0s 350us/step - loss: 0.4231 - accuracy: 0.7993 Epoch 120/500 58/58 [==============================] - 0s 351us/step - loss: 0.4223 - accuracy: 0.7979 Epoch 121/500 58/58 [==============================] - 0s 366us/step - loss: 0.4224 - accuracy: 0.8007 Epoch 122/500 58/58 [==============================] - 0s 347us/step - loss: 0.4210 - accuracy: 0.8021 Epoch 123/500 58/58 [==============================] - 0s 347us/step - loss: 0.4216 - accuracy: 0.7986 Epoch 124/500 58/58 [==============================] - 0s 353us/step - loss: 0.4213 - accuracy: 0.8007 Epoch 125/500 58/58 [==============================] - 0s 363us/step - loss: 0.4209 - accuracy: 0.8014 Epoch 126/500 58/58 [==============================] - 0s 338us/step - loss: 0.4205 - accuracy: 0.8014 Epoch 127/500 58/58 [==============================] - 0s 342us/step - loss: 0.4201 - accuracy: 0.8021 Epoch 128/500 58/58 [==============================] - 0s 351us/step - loss: 0.4196 - accuracy: 0.8049 Epoch 129/500 58/58 [==============================] - 0s 365us/step - loss: 0.4197 - accuracy: 0.8014 Epoch 130/500 58/58 [==============================] - 0s 349us/step - loss: 0.4192 - accuracy: 0.7986 Epoch 131/500 58/58 [==============================] - 0s 356us/step - loss: 0.4187 - accuracy: 0.8021 Epoch 132/500 58/58 [==============================] - 0s 339us/step - loss: 0.4182 - accuracy: 0.8007 Epoch 133/500 58/58 [==============================] - 0s 354us/step - loss: 0.4181 - accuracy: 0.8056 Epoch 134/500 58/58 [==============================] - 0s 361us/step - loss: 0.4178 - accuracy: 0.8035 Epoch 135/500 58/58 [==============================] - 0s 368us/step - loss: 0.4180 - accuracy: 0.8014 Epoch 136/500 58/58 [==============================] - 0s 341us/step - loss: 0.4170 - accuracy: 0.8014 Epoch 137/500 58/58 [==============================] - 0s 355us/step - loss: 0.4169 - accuracy: 0.8021 Epoch 138/500 58/58 [==============================] - 0s 355us/step - loss: 0.4161 - accuracy: 0.7993 Epoch 139/500 58/58 [==============================] - 0s 351us/step - loss: 0.4164 - accuracy: 0.8042 Epoch 140/500 58/58 [==============================] - 0s 357us/step - loss: 0.4158 - accuracy: 0.7986 Epoch 141/500 58/58 [==============================] - 0s 361us/step - loss: 0.4156 - accuracy: 0.8069 Epoch 142/500 58/58 [==============================] - 0s 342us/step - loss: 0.4151 - accuracy: 0.8007 Epoch 143/500 58/58 [==============================] - 0s 345us/step - loss: 0.4149 - accuracy: 0.8083 Epoch 144/500 58/58 [==============================] - 0s 367us/step - loss: 0.4141 - accuracy: 0.8069 Epoch 145/500 58/58 [==============================] - 0s 336us/step - loss: 0.4143 - accuracy: 0.8042 Epoch 146/500 58/58 [==============================] - 0s 353us/step - loss: 0.4139 - accuracy: 0.8062 Epoch 147/500 58/58 [==============================] - 0s 355us/step - loss: 0.4136 - accuracy: 0.8062 Epoch 148/500 58/58 [==============================] - 0s 352us/step - loss: 0.4134 - accuracy: 0.8062 Epoch 149/500 58/58 [==============================] - 0s 351us/step - loss: 0.4129 - accuracy: 0.8069 Epoch 150/500 58/58 [==============================] - 0s 351us/step - loss: 0.4128 - accuracy: 0.8083 Epoch 151/500 58/58 [==============================] - 0s 345us/step - loss: 0.4128 - accuracy: 0.8090 Epoch 152/500 58/58 [==============================] - 0s 352us/step - loss: 0.4122 - accuracy: 0.8056 Epoch 153/500 58/58 [==============================] - 0s 343us/step - loss: 0.4121 - accuracy: 0.8104 Epoch 154/500 58/58 [==============================] - 0s 359us/step - loss: 0.4112 - accuracy: 0.8083 Epoch 155/500 58/58 [==============================] - 0s 346us/step - loss: 0.4113 - accuracy: 0.8076 Epoch 156/500 58/58 [==============================] - 0s 348us/step - loss: 0.4111 - accuracy: 0.8090 Epoch 157/500 58/58 [==============================] - 0s 349us/step - loss: 0.4106 - accuracy: 0.8076 Epoch 158/500 58/58 [==============================] - 0s 343us/step - loss: 0.4108 - accuracy: 0.8083 Epoch 159/500 58/58 [==============================] - 0s 344us/step - loss: 0.4104 - accuracy: 0.8083 Epoch 160/500 58/58 [==============================] - 0s 359us/step - loss: 0.4104 - accuracy: 0.8076 Epoch 161/500 58/58 [==============================] - 0s 366us/step - loss: 0.4093 - accuracy: 0.8104 Epoch 162/500 58/58 [==============================] - 0s 371us/step - loss: 0.4094 - accuracy: 0.8097 Epoch 163/500 58/58 [==============================] - 0s 348us/step - loss: 0.4095 - accuracy: 0.8118 Epoch 164/500 58/58 [==============================] - 0s 357us/step - loss: 0.4084 - accuracy: 0.8146 Epoch 165/500 58/58 [==============================] - 0s 340us/step - loss: 0.4088 - accuracy: 0.8083 Epoch 166/500 58/58 [==============================] - 0s 338us/step - loss: 0.4079 - accuracy: 0.8097 Epoch 167/500 58/58 [==============================] - 0s 354us/step - loss: 0.4084 - accuracy: 0.8132 Epoch 168/500 58/58 [==============================] - 0s 347us/step - loss: 0.4075 - accuracy: 0.8111 Epoch 169/500 58/58 [==============================] - 0s 341us/step - loss: 0.4073 - accuracy: 0.8118 Epoch 170/500 58/58 [==============================] - 0s 339us/step - loss: 0.4073 - accuracy: 0.8125 Epoch 171/500 58/58 [==============================] - 0s 348us/step - loss: 0.4071 - accuracy: 0.8160 Epoch 172/500 58/58 [==============================] - 0s 363us/step - loss: 0.4069 - accuracy: 0.8090 Epoch 173/500 58/58 [==============================] - 0s 337us/step - loss: 0.4063 - accuracy: 0.8125 Epoch 174/500 58/58 [==============================] - 0s 342us/step - loss: 0.4067 - accuracy: 0.8153 Epoch 175/500 58/58 [==============================] - 0s 342us/step - loss: 0.4061 - accuracy: 0.8139 Epoch 176/500 58/58 [==============================] - 0s 365us/step - loss: 0.4060 - accuracy: 0.8160 Epoch 177/500 58/58 [==============================] - 0s 339us/step - loss: 0.4051 - accuracy: 0.8146 Epoch 178/500 58/58 [==============================] - 0s 338us/step - loss: 0.4054 - accuracy: 0.8167 Epoch 179/500 58/58 [==============================] - 0s 358us/step - loss: 0.4043 - accuracy: 0.8125 Epoch 180/500 58/58 [==============================] - 0s 349us/step - loss: 0.4049 - accuracy: 0.8181 Epoch 181/500 58/58 [==============================] - 0s 343us/step - loss: 0.4042 - accuracy: 0.8160 Epoch 182/500 58/58 [==============================] - 0s 351us/step - loss: 0.4045 - accuracy: 0.8174 Epoch 183/500 58/58 [==============================] - 0s 334us/step - loss: 0.4041 - accuracy: 0.8104 Epoch 184/500 58/58 [==============================] - 0s 361us/step - loss: 0.4039 - accuracy: 0.8160 Epoch 185/500 58/58 [==============================] - 0s 340us/step - loss: 0.4036 - accuracy: 0.8132 Epoch 186/500 58/58 [==============================] - 0s 350us/step - loss: 0.4034 - accuracy: 0.8160 Epoch 187/500 58/58 [==============================] - 0s 351us/step - loss: 0.4026 - accuracy: 0.8153 Epoch 188/500 58/58 [==============================] - 0s 349us/step - loss: 0.4032 - accuracy: 0.8160 Epoch 189/500 58/58 [==============================] - 0s 346us/step - loss: 0.4023 - accuracy: 0.8153 Epoch 190/500 58/58 [==============================] - 0s 362us/step - loss: 0.4024 - accuracy: 0.8146 Epoch 191/500 58/58 [==============================] - 0s 356us/step - loss: 0.4016 - accuracy: 0.8132 Epoch 192/500 58/58 [==============================] - 0s 362us/step - loss: 0.4023 - accuracy: 0.8146 Epoch 193/500 58/58 [==============================] - 0s 348us/step - loss: 0.4012 - accuracy: 0.8160 Epoch 194/500 58/58 [==============================] - 0s 336us/step - loss: 0.4017 - accuracy: 0.8167 Epoch 195/500 58/58 [==============================] - 0s 350us/step - loss: 0.4011 - accuracy: 0.8174 Epoch 196/500 58/58 [==============================] - 0s 369us/step - loss: 0.4011 - accuracy: 0.8118 Epoch 197/500 58/58 [==============================] - 0s 356us/step - loss: 0.4008 - accuracy: 0.8146 Epoch 198/500 58/58 [==============================] - 0s 340us/step - loss: 0.4007 - accuracy: 0.8146 Epoch 199/500 58/58 [==============================] - 0s 346us/step - loss: 0.4001 - accuracy: 0.8167 Epoch 200/500 58/58 [==============================] - 0s 347us/step - loss: 0.3995 - accuracy: 0.8167 Epoch 201/500 58/58 [==============================] - 0s 342us/step - loss: 0.3991 - accuracy: 0.8153 Epoch 202/500 58/58 [==============================] - 0s 336us/step - loss: 0.4000 - accuracy: 0.8153 Epoch 203/500 58/58 [==============================] - 0s 358us/step - loss: 0.3994 - accuracy: 0.8125 Epoch 204/500 58/58 [==============================] - 0s 335us/step - loss: 0.3991 - accuracy: 0.8118 Epoch 205/500 58/58 [==============================] - 0s 347us/step - loss: 0.3988 - accuracy: 0.8160 Epoch 206/500 58/58 [==============================] - 0s 350us/step - loss: 0.3987 - accuracy: 0.8139 Epoch 207/500 58/58 [==============================] - 0s 361us/step - loss: 0.3982 - accuracy: 0.8125 Epoch 208/500 58/58 [==============================] - 0s 346us/step - loss: 0.3975 - accuracy: 0.8153 Epoch 209/500 58/58 [==============================] - 0s 346us/step - loss: 0.3980 - accuracy: 0.8132 Epoch 210/500 58/58 [==============================] - 0s 347us/step - loss: 0.3974 - accuracy: 0.8125 Epoch 211/500 58/58 [==============================] - 0s 354us/step - loss: 0.3970 - accuracy: 0.8153 Epoch 212/500 58/58 [==============================] - 0s 352us/step - loss: 0.3972 - accuracy: 0.8139 Epoch 213/500 58/58 [==============================] - 0s 353us/step - loss: 0.3967 - accuracy: 0.8153 Epoch 214/500 58/58 [==============================] - 0s 349us/step - loss: 0.3962 - accuracy: 0.8153 Epoch 215/500 58/58 [==============================] - 0s 365us/step - loss: 0.3964 - accuracy: 0.8118 Epoch 216/500 58/58 [==============================] - 0s 353us/step - loss: 0.3961 - accuracy: 0.8111 Epoch 217/500 58/58 [==============================] - 0s 333us/step - loss: 0.3962 - accuracy: 0.8097 Epoch 218/500 58/58 [==============================] - 0s 344us/step - loss: 0.3958 - accuracy: 0.8104 Epoch 219/500 58/58 [==============================] - 0s 357us/step - loss: 0.3958 - accuracy: 0.8125 Epoch 220/500 58/58 [==============================] - 0s 347us/step - loss: 0.3957 - accuracy: 0.8160 Epoch 221/500 58/58 [==============================] - 0s 347us/step - loss: 0.3951 - accuracy: 0.8118 Epoch 222/500 58/58 [==============================] - 0s 355us/step - loss: 0.3952 - accuracy: 0.8132 Epoch 223/500 58/58 [==============================] - 0s 349us/step - loss: 0.3948 - accuracy: 0.8132 Epoch 224/500 58/58 [==============================] - 0s 328us/step - loss: 0.3947 - accuracy: 0.8167 Epoch 225/500 58/58 [==============================] - 0s 352us/step - loss: 0.3948 - accuracy: 0.8125 Epoch 226/500 58/58 [==============================] - 0s 339us/step - loss: 0.3942 - accuracy: 0.8160 Epoch 227/500 58/58 [==============================] - 0s 355us/step - loss: 0.3944 - accuracy: 0.8153 Epoch 228/500 58/58 [==============================] - 0s 347us/step - loss: 0.3941 - accuracy: 0.8146 Epoch 229/500 58/58 [==============================] - 0s 351us/step - loss: 0.3934 - accuracy: 0.8139 Epoch 230/500 58/58 [==============================] - 0s 359us/step - loss: 0.3939 - accuracy: 0.8125 Epoch 231/500 58/58 [==============================] - 0s 351us/step - loss: 0.3933 - accuracy: 0.8139 Epoch 232/500 58/58 [==============================] - 0s 340us/step - loss: 0.3935 - accuracy: 0.8160 Epoch 233/500 58/58 [==============================] - 0s 339us/step - loss: 0.3923 - accuracy: 0.8139 Epoch 234/500 58/58 [==============================] - 0s 345us/step - loss: 0.3926 - accuracy: 0.8125 Epoch 235/500 58/58 [==============================] - 0s 365us/step - loss: 0.3924 - accuracy: 0.8167 Epoch 236/500 58/58 [==============================] - 0s 348us/step - loss: 0.3921 - accuracy: 0.8167 Epoch 237/500 58/58 [==============================] - 0s 340us/step - loss: 0.3921 - accuracy: 0.8153 Epoch 238/500 58/58 [==============================] - 0s 529us/step - loss: 0.3915 - accuracy: 0.8181 Epoch 239/500 58/58 [==============================] - 0s 366us/step - loss: 0.3917 - accuracy: 0.8160 Epoch 240/500 58/58 [==============================] - 0s 367us/step - loss: 0.3918 - accuracy: 0.8153 Epoch 241/500 58/58 [==============================] - 0s 366us/step - loss: 0.3907 - accuracy: 0.8167 Epoch 242/500 58/58 [==============================] - 0s 346us/step - loss: 0.3908 - accuracy: 0.8153 Epoch 243/500 58/58 [==============================] - 0s 335us/step - loss: 0.3902 - accuracy: 0.8229 Epoch 244/500 58/58 [==============================] - 0s 335us/step - loss: 0.3906 - accuracy: 0.8174 Epoch 245/500 58/58 [==============================] - 0s 329us/step - loss: 0.3906 - accuracy: 0.8201 Epoch 246/500 58/58 [==============================] - 0s 345us/step - loss: 0.3904 - accuracy: 0.8208 Epoch 247/500 58/58 [==============================] - 0s 337us/step - loss: 0.3893 - accuracy: 0.8194 Epoch 248/500 58/58 [==============================] - 0s 344us/step - loss: 0.3899 - accuracy: 0.8181 Epoch 249/500 58/58 [==============================] - 0s 338us/step - loss: 0.3899 - accuracy: 0.8194 Epoch 250/500 58/58 [==============================] - 0s 342us/step - loss: 0.3896 - accuracy: 0.8194 Epoch 251/500 58/58 [==============================] - 0s 340us/step - loss: 0.3887 - accuracy: 0.8201 Epoch 252/500 58/58 [==============================] - 0s 340us/step - loss: 0.3897 - accuracy: 0.8201 Epoch 253/500 58/58 [==============================] - 0s 339us/step - loss: 0.3890 - accuracy: 0.8174 Epoch 254/500 58/58 [==============================] - 0s 349us/step - loss: 0.3891 - accuracy: 0.8201 Epoch 255/500 58/58 [==============================] - 0s 353us/step - loss: 0.3885 - accuracy: 0.8188 Epoch 256/500 58/58 [==============================] - 0s 338us/step - loss: 0.3884 - accuracy: 0.8201 Epoch 257/500 58/58 [==============================] - 0s 378us/step - loss: 0.3881 - accuracy: 0.8222 Epoch 258/500 58/58 [==============================] - 0s 372us/step - loss: 0.3881 - accuracy: 0.8194 Epoch 259/500 58/58 [==============================] - 0s 366us/step - loss: 0.3880 - accuracy: 0.8208 Epoch 260/500 58/58 [==============================] - 0s 367us/step - loss: 0.3876 - accuracy: 0.8160 Epoch 261/500 58/58 [==============================] - 0s 367us/step - loss: 0.3876 - accuracy: 0.8215 Epoch 262/500 58/58 [==============================] - 0s 350us/step - loss: 0.3876 - accuracy: 0.8215 Epoch 263/500 58/58 [==============================] - 0s 358us/step - loss: 0.3873 - accuracy: 0.8222 Epoch 264/500 58/58 [==============================] - 0s 335us/step - loss: 0.3870 - accuracy: 0.8208 Epoch 265/500 58/58 [==============================] - 0s 360us/step - loss: 0.3867 - accuracy: 0.8229 Epoch 266/500 58/58 [==============================] - 0s 337us/step - loss: 0.3871 - accuracy: 0.8201 Epoch 267/500 58/58 [==============================] - 0s 338us/step - loss: 0.3864 - accuracy: 0.8243 Epoch 268/500 58/58 [==============================] - 0s 349us/step - loss: 0.3860 - accuracy: 0.8208 Epoch 269/500 58/58 [==============================] - 0s 336us/step - loss: 0.3861 - accuracy: 0.8201 Epoch 270/500 58/58 [==============================] - 0s 339us/step - loss: 0.3851 - accuracy: 0.8194 Epoch 271/500 58/58 [==============================] - 0s 348us/step - loss: 0.3856 - accuracy: 0.8188 Epoch 272/500 58/58 [==============================] - 0s 342us/step - loss: 0.3852 - accuracy: 0.8250 Epoch 273/500 58/58 [==============================] - 0s 349us/step - loss: 0.3855 - accuracy: 0.8222 Epoch 274/500 58/58 [==============================] - 0s 357us/step - loss: 0.3854 - accuracy: 0.8222 Epoch 275/500 58/58 [==============================] - 0s 371us/step - loss: 0.3848 - accuracy: 0.8222 Epoch 276/500 58/58 [==============================] - 0s 359us/step - loss: 0.3847 - accuracy: 0.8201 Epoch 277/500 58/58 [==============================] - 0s 349us/step - loss: 0.3839 - accuracy: 0.8264 Epoch 278/500 58/58 [==============================] - 0s 345us/step - loss: 0.3846 - accuracy: 0.8208 Epoch 279/500 58/58 [==============================] - 0s 342us/step - loss: 0.3839 - accuracy: 0.8236 Epoch 280/500 58/58 [==============================] - 0s 336us/step - loss: 0.3839 - accuracy: 0.8250 Epoch 281/500 58/58 [==============================] - 0s 336us/step - loss: 0.3834 - accuracy: 0.8243 Epoch 282/500 58/58 [==============================] - 0s 336us/step - loss: 0.3835 - accuracy: 0.8264 Epoch 283/500 58/58 [==============================] - 0s 336us/step - loss: 0.3830 - accuracy: 0.8285 Epoch 284/500 58/58 [==============================] - 0s 338us/step - loss: 0.3824 - accuracy: 0.8292 Epoch 285/500 58/58 [==============================] - 0s 343us/step - loss: 0.3832 - accuracy: 0.8250 Epoch 286/500 58/58 [==============================] - 0s 345us/step - loss: 0.3825 - accuracy: 0.8278 Epoch 287/500 58/58 [==============================] - 0s 340us/step - loss: 0.3826 - accuracy: 0.8236 Epoch 288/500 58/58 [==============================] - 0s 344us/step - loss: 0.3822 - accuracy: 0.8285 Epoch 289/500 58/58 [==============================] - 0s 379us/step - loss: 0.3826 - accuracy: 0.8271 Epoch 290/500 58/58 [==============================] - 0s 362us/step - loss: 0.3822 - accuracy: 0.8271 Epoch 291/500 58/58 [==============================] - 0s 392us/step - loss: 0.3818 - accuracy: 0.8271 Epoch 292/500 58/58 [==============================] - 0s 384us/step - loss: 0.3817 - accuracy: 0.8250 Epoch 293/500 58/58 [==============================] - 0s 359us/step - loss: 0.3811 - accuracy: 0.8264 Epoch 294/500 58/58 [==============================] - 0s 360us/step - loss: 0.3814 - accuracy: 0.8285 Epoch 295/500 58/58 [==============================] - 0s 372us/step - loss: 0.3804 - accuracy: 0.8264 Epoch 296/500 58/58 [==============================] - 0s 359us/step - loss: 0.3808 - accuracy: 0.8306 Epoch 297/500 58/58 [==============================] - 0s 379us/step - loss: 0.3814 - accuracy: 0.8285 Epoch 298/500 58/58 [==============================] - 0s 374us/step - loss: 0.3810 - accuracy: 0.8313 Epoch 299/500 58/58 [==============================] - 0s 407us/step - loss: 0.3807 - accuracy: 0.8278 Epoch 300/500 58/58 [==============================] - 0s 398us/step - loss: 0.3808 - accuracy: 0.8285 Epoch 301/500 58/58 [==============================] - 0s 369us/step - loss: 0.3802 - accuracy: 0.8278 Epoch 302/500 58/58 [==============================] - 0s 376us/step - loss: 0.3804 - accuracy: 0.8285 Epoch 303/500 58/58 [==============================] - 0s 380us/step - loss: 0.3806 - accuracy: 0.8264 Epoch 304/500 58/58 [==============================] - 0s 361us/step - loss: 0.3797 - accuracy: 0.8319 Epoch 305/500 58/58 [==============================] - 0s 371us/step - loss: 0.3785 - accuracy: 0.8319 Epoch 306/500 58/58 [==============================] - 0s 366us/step - loss: 0.3798 - accuracy: 0.8285 Epoch 307/500 58/58 [==============================] - 0s 372us/step - loss: 0.3797 - accuracy: 0.8313 Epoch 308/500 58/58 [==============================] - 0s 369us/step - loss: 0.3786 - accuracy: 0.8319 Epoch 309/500 58/58 [==============================] - 0s 370us/step - loss: 0.3788 - accuracy: 0.8264 Epoch 310/500 58/58 [==============================] - 0s 359us/step - loss: 0.3785 - accuracy: 0.8354 Epoch 311/500 58/58 [==============================] - 0s 350us/step - loss: 0.3771 - accuracy: 0.8306 Epoch 312/500 58/58 [==============================] - 0s 353us/step - loss: 0.3779 - accuracy: 0.8313 Epoch 313/500 58/58 [==============================] - 0s 345us/step - loss: 0.3778 - accuracy: 0.8306 Epoch 314/500 58/58 [==============================] - 0s 352us/step - loss: 0.3780 - accuracy: 0.8313 Epoch 315/500 58/58 [==============================] - 0s 343us/step - loss: 0.3775 - accuracy: 0.8333 Epoch 316/500 58/58 [==============================] - 0s 344us/step - loss: 0.3780 - accuracy: 0.8306 Epoch 317/500 58/58 [==============================] - 0s 347us/step - loss: 0.3778 - accuracy: 0.8347 Epoch 318/500 58/58 [==============================] - 0s 351us/step - loss: 0.3771 - accuracy: 0.8271 Epoch 319/500 58/58 [==============================] - 0s 364us/step - loss: 0.3769 - accuracy: 0.8306 Epoch 320/500 58/58 [==============================] - 0s 398us/step - loss: 0.3769 - accuracy: 0.8326 Epoch 321/500 58/58 [==============================] - 0s 398us/step - loss: 0.3766 - accuracy: 0.8326 Epoch 322/500 58/58 [==============================] - 0s 394us/step - loss: 0.3774 - accuracy: 0.8299 Epoch 323/500 58/58 [==============================] - 0s 385us/step - loss: 0.3767 - accuracy: 0.8319 Epoch 324/500 58/58 [==============================] - 0s 382us/step - loss: 0.3763 - accuracy: 0.8292 Epoch 325/500 58/58 [==============================] - 0s 399us/step - loss: 0.3759 - accuracy: 0.8319 Epoch 326/500 58/58 [==============================] - 0s 387us/step - loss: 0.3760 - accuracy: 0.8306 Epoch 327/500 58/58 [==============================] - 0s 387us/step - loss: 0.3762 - accuracy: 0.8306 Epoch 328/500 58/58 [==============================] - 0s 390us/step - loss: 0.3751 - accuracy: 0.8347 Epoch 329/500 58/58 [==============================] - 0s 362us/step - loss: 0.3758 - accuracy: 0.8333 Epoch 330/500 58/58 [==============================] - 0s 348us/step - loss: 0.3753 - accuracy: 0.8278 Epoch 331/500 58/58 [==============================] - 0s 342us/step - loss: 0.3757 - accuracy: 0.8313 Epoch 332/500 58/58 [==============================] - 0s 338us/step - loss: 0.3757 - accuracy: 0.8292 Epoch 333/500 58/58 [==============================] - 0s 334us/step - loss: 0.3755 - accuracy: 0.8285 Epoch 334/500 58/58 [==============================] - 0s 343us/step - loss: 0.3749 - accuracy: 0.8319 Epoch 335/500 58/58 [==============================] - 0s 346us/step - loss: 0.3739 - accuracy: 0.8333 Epoch 336/500 58/58 [==============================] - 0s 477us/step - loss: 0.3752 - accuracy: 0.8306 Epoch 337/500 58/58 [==============================] - 0s 448us/step - loss: 0.3746 - accuracy: 0.8313 Epoch 338/500 58/58 [==============================] - 0s 429us/step - loss: 0.3741 - accuracy: 0.8347 Epoch 339/500 58/58 [==============================] - 0s 379us/step - loss: 0.3746 - accuracy: 0.8319 Epoch 340/500 58/58 [==============================] - 0s 366us/step - loss: 0.3736 - accuracy: 0.8292 Epoch 341/500 58/58 [==============================] - 0s 343us/step - loss: 0.3739 - accuracy: 0.8326 Epoch 342/500 58/58 [==============================] - 0s 346us/step - loss: 0.3738 - accuracy: 0.8319 Epoch 343/500 58/58 [==============================] - 0s 349us/step - loss: 0.3729 - accuracy: 0.8319 Epoch 344/500 58/58 [==============================] - 0s 347us/step - loss: 0.3734 - accuracy: 0.8347 Epoch 345/500 58/58 [==============================] - 0s 348us/step - loss: 0.3728 - accuracy: 0.8333 Epoch 346/500 58/58 [==============================] - 0s 338us/step - loss: 0.3732 - accuracy: 0.8319 Epoch 347/500 58/58 [==============================] - 0s 340us/step - loss: 0.3732 - accuracy: 0.8340 Epoch 348/500 58/58 [==============================] - 0s 338us/step - loss: 0.3720 - accuracy: 0.8313 Epoch 349/500 58/58 [==============================] - 0s 345us/step - loss: 0.3732 - accuracy: 0.8326 Epoch 350/500 58/58 [==============================] - 0s 337us/step - loss: 0.3725 - accuracy: 0.8313 Epoch 351/500 58/58 [==============================] - 0s 348us/step - loss: 0.3720 - accuracy: 0.8333 Epoch 352/500 58/58 [==============================] - 0s 345us/step - loss: 0.3726 - accuracy: 0.8313 Epoch 353/500 58/58 [==============================] - 0s 339us/step - loss: 0.3722 - accuracy: 0.8292 Epoch 354/500 58/58 [==============================] - 0s 348us/step - loss: 0.3719 - accuracy: 0.8347 Epoch 355/500 58/58 [==============================] - 0s 356us/step - loss: 0.3718 - accuracy: 0.8313 Epoch 356/500 58/58 [==============================] - 0s 369us/step - loss: 0.3717 - accuracy: 0.8313 Epoch 357/500 58/58 [==============================] - 0s 403us/step - loss: 0.3718 - accuracy: 0.8319 Epoch 358/500 58/58 [==============================] - 0s 411us/step - loss: 0.3713 - accuracy: 0.8313 Epoch 359/500 58/58 [==============================] - 0s 421us/step - loss: 0.3715 - accuracy: 0.8368 Epoch 360/500 58/58 [==============================] - 0s 427us/step - loss: 0.3710 - accuracy: 0.8333 Epoch 361/500 58/58 [==============================] - 0s 397us/step - loss: 0.3715 - accuracy: 0.8326 Epoch 362/500 58/58 [==============================] - 0s 392us/step - loss: 0.3708 - accuracy: 0.8340 Epoch 363/500 58/58 [==============================] - 0s 382us/step - loss: 0.3701 - accuracy: 0.8292 Epoch 364/500 58/58 [==============================] - 0s 410us/step - loss: 0.3707 - accuracy: 0.8340 Epoch 365/500 58/58 [==============================] - 0s 380us/step - loss: 0.3706 - accuracy: 0.8313 Epoch 366/500 58/58 [==============================] - 0s 393us/step - loss: 0.3704 - accuracy: 0.8326 Epoch 367/500 58/58 [==============================] - 0s 385us/step - loss: 0.3699 - accuracy: 0.8306 Epoch 368/500 58/58 [==============================] - 0s 371us/step - loss: 0.3696 - accuracy: 0.8313 Epoch 369/500 58/58 [==============================] - 0s 384us/step - loss: 0.3698 - accuracy: 0.8333 Epoch 370/500 58/58 [==============================] - 0s 380us/step - loss: 0.3702 - accuracy: 0.8333 Epoch 371/500 58/58 [==============================] - 0s 372us/step - loss: 0.3700 - accuracy: 0.8354 Epoch 372/500 58/58 [==============================] - 0s 378us/step - loss: 0.3698 - accuracy: 0.8340 Epoch 373/500 58/58 [==============================] - 0s 578us/step - loss: 0.3684 - accuracy: 0.8306 Epoch 374/500 58/58 [==============================] - 0s 442us/step - loss: 0.3698 - accuracy: 0.8333 Epoch 375/500 58/58 [==============================] - 0s 361us/step - loss: 0.3679 - accuracy: 0.8326 Epoch 376/500 58/58 [==============================] - 0s 340us/step - loss: 0.3698 - accuracy: 0.8306 Epoch 377/500 58/58 [==============================] - 0s 350us/step - loss: 0.3689 - accuracy: 0.8347 Epoch 378/500 58/58 [==============================] - 0s 366us/step - loss: 0.3691 - accuracy: 0.8299 Epoch 379/500 58/58 [==============================] - 0s 344us/step - loss: 0.3688 - accuracy: 0.8313 Epoch 380/500 58/58 [==============================] - 0s 350us/step - loss: 0.3688 - accuracy: 0.8313 Epoch 381/500 58/58 [==============================] - 0s 351us/step - loss: 0.3682 - accuracy: 0.8299 Epoch 382/500 58/58 [==============================] - 0s 336us/step - loss: 0.3688 - accuracy: 0.8368 Epoch 383/500 58/58 [==============================] - 0s 348us/step - loss: 0.3676 - accuracy: 0.8326 Epoch 384/500 58/58 [==============================] - 0s 355us/step - loss: 0.3681 - accuracy: 0.8299 Epoch 385/500 58/58 [==============================] - 0s 363us/step - loss: 0.3677 - accuracy: 0.8292 Epoch 386/500 58/58 [==============================] - 0s 348us/step - loss: 0.3675 - accuracy: 0.8340 Epoch 387/500 58/58 [==============================] - 0s 337us/step - loss: 0.3680 - accuracy: 0.8326 Epoch 388/500 58/58 [==============================] - 0s 342us/step - loss: 0.3675 - accuracy: 0.8313 Epoch 389/500 58/58 [==============================] - 0s 351us/step - loss: 0.3675 - accuracy: 0.8347 Epoch 390/500 58/58 [==============================] - 0s 338us/step - loss: 0.3670 - accuracy: 0.8271 Epoch 391/500 58/58 [==============================] - 0s 348us/step - loss: 0.3675 - accuracy: 0.8292 Epoch 392/500 58/58 [==============================] - 0s 347us/step - loss: 0.3663 - accuracy: 0.8299 Epoch 393/500 58/58 [==============================] - 0s 348us/step - loss: 0.3671 - accuracy: 0.8306 Epoch 394/500 58/58 [==============================] - 0s 347us/step - loss: 0.3666 - accuracy: 0.8340 Epoch 395/500 58/58 [==============================] - 0s 351us/step - loss: 0.3669 - accuracy: 0.8361 Epoch 396/500 58/58 [==============================] - 0s 359us/step - loss: 0.3662 - accuracy: 0.8354 Epoch 397/500 58/58 [==============================] - 0s 341us/step - loss: 0.3663 - accuracy: 0.8326 Epoch 398/500 58/58 [==============================] - 0s 337us/step - loss: 0.3659 - accuracy: 0.8368 Epoch 399/500 58/58 [==============================] - 0s 332us/step - loss: 0.3665 - accuracy: 0.8313 Epoch 400/500 58/58 [==============================] - 0s 340us/step - loss: 0.3659 - accuracy: 0.8319 Epoch 401/500 58/58 [==============================] - 0s 345us/step - loss: 0.3659 - accuracy: 0.8396 Epoch 402/500 58/58 [==============================] - 0s 338us/step - loss: 0.3660 - accuracy: 0.8347 Epoch 403/500 58/58 [==============================] - 0s 342us/step - loss: 0.3664 - accuracy: 0.8299 Epoch 404/500 58/58 [==============================] - 0s 363us/step - loss: 0.3659 - accuracy: 0.8347 Epoch 405/500 58/58 [==============================] - 0s 339us/step - loss: 0.3657 - accuracy: 0.8354 Epoch 406/500 58/58 [==============================] - 0s 350us/step - loss: 0.3656 - accuracy: 0.8368 Epoch 407/500 58/58 [==============================] - 0s 341us/step - loss: 0.3653 - accuracy: 0.8340 Epoch 408/500 58/58 [==============================] - 0s 348us/step - loss: 0.3650 - accuracy: 0.8299 Epoch 409/500 58/58 [==============================] - 0s 341us/step - loss: 0.3661 - accuracy: 0.8340 Epoch 410/500 58/58 [==============================] - 0s 343us/step - loss: 0.3652 - accuracy: 0.8333 Epoch 411/500 58/58 [==============================] - 0s 337us/step - loss: 0.3649 - accuracy: 0.8299 Epoch 412/500 58/58 [==============================] - 0s 337us/step - loss: 0.3656 - accuracy: 0.8319 Epoch 413/500 58/58 [==============================] - 0s 341us/step - loss: 0.3652 - accuracy: 0.8333 Epoch 414/500 58/58 [==============================] - 0s 338us/step - loss: 0.3650 - accuracy: 0.8340 Epoch 415/500 58/58 [==============================] - 0s 353us/step - loss: 0.3656 - accuracy: 0.8306 Epoch 416/500 58/58 [==============================] - 0s 370us/step - loss: 0.3648 - accuracy: 0.8333 Epoch 417/500 58/58 [==============================] - 0s 354us/step - loss: 0.3654 - accuracy: 0.8319 Epoch 418/500 58/58 [==============================] - 0s 369us/step - loss: 0.3647 - accuracy: 0.8333 Epoch 419/500 58/58 [==============================] - 0s 357us/step - loss: 0.3647 - accuracy: 0.8306 Epoch 420/500 58/58 [==============================] - 0s 354us/step - loss: 0.3644 - accuracy: 0.8340 Epoch 421/500 58/58 [==============================] - 0s 392us/step - loss: 0.3639 - accuracy: 0.8340 Epoch 422/500 58/58 [==============================] - 0s 383us/step - loss: 0.3639 - accuracy: 0.8257 Epoch 423/500 58/58 [==============================] - 0s 347us/step - loss: 0.3645 - accuracy: 0.8285 Epoch 424/500 58/58 [==============================] - 0s 344us/step - loss: 0.3642 - accuracy: 0.8313 Epoch 425/500 58/58 [==============================] - 0s 345us/step - loss: 0.3645 - accuracy: 0.8326 Epoch 426/500 58/58 [==============================] - 0s 346us/step - loss: 0.3642 - accuracy: 0.8340 Epoch 427/500 58/58 [==============================] - 0s 352us/step - loss: 0.3645 - accuracy: 0.8285 Epoch 428/500 58/58 [==============================] - 0s 345us/step - loss: 0.3639 - accuracy: 0.8306 Epoch 429/500 58/58 [==============================] - 0s 359us/step - loss: 0.3639 - accuracy: 0.8292 Epoch 430/500 58/58 [==============================] - 0s 341us/step - loss: 0.3634 - accuracy: 0.8375 Epoch 431/500 58/58 [==============================] - 0s 345us/step - loss: 0.3636 - accuracy: 0.8313 Epoch 432/500 58/58 [==============================] - 0s 362us/step - loss: 0.3640 - accuracy: 0.8340 Epoch 433/500 58/58 [==============================] - 0s 350us/step - loss: 0.3632 - accuracy: 0.8313 Epoch 434/500 58/58 [==============================] - 0s 341us/step - loss: 0.3637 - accuracy: 0.8271 Epoch 435/500 58/58 [==============================] - 0s 354us/step - loss: 0.3639 - accuracy: 0.8333 Epoch 436/500 58/58 [==============================] - 0s 351us/step - loss: 0.3636 - accuracy: 0.8361 Epoch 437/500 58/58 [==============================] - 0s 360us/step - loss: 0.3637 - accuracy: 0.8306 Epoch 438/500 58/58 [==============================] - 0s 336us/step - loss: 0.3630 - accuracy: 0.8299 Epoch 439/500 58/58 [==============================] - 0s 348us/step - loss: 0.3637 - accuracy: 0.8313 Epoch 440/500 58/58 [==============================] - 0s 342us/step - loss: 0.3632 - accuracy: 0.8306 Epoch 441/500 58/58 [==============================] - 0s 346us/step - loss: 0.3630 - accuracy: 0.8333 Epoch 442/500 58/58 [==============================] - 0s 347us/step - loss: 0.3633 - accuracy: 0.8292 Epoch 443/500 58/58 [==============================] - 0s 335us/step - loss: 0.3630 - accuracy: 0.8299 Epoch 444/500 58/58 [==============================] - 0s 334us/step - loss: 0.3625 - accuracy: 0.8326 Epoch 445/500 58/58 [==============================] - 0s 345us/step - loss: 0.3628 - accuracy: 0.8292 Epoch 446/500 58/58 [==============================] - 0s 336us/step - loss: 0.3620 - accuracy: 0.8340 Epoch 447/500 58/58 [==============================] - 0s 341us/step - loss: 0.3633 - accuracy: 0.8278 Epoch 448/500 58/58 [==============================] - 0s 338us/step - loss: 0.3624 - accuracy: 0.8375 Epoch 449/500 58/58 [==============================] - 0s 340us/step - loss: 0.3631 - accuracy: 0.8306 Epoch 450/500 58/58 [==============================] - 0s 345us/step - loss: 0.3623 - accuracy: 0.8340 Epoch 451/500 58/58 [==============================] - 0s 338us/step - loss: 0.3629 - accuracy: 0.8347 Epoch 452/500 58/58 [==============================] - 0s 334us/step - loss: 0.3625 - accuracy: 0.8326 Epoch 453/500 58/58 [==============================] - 0s 333us/step - loss: 0.3618 - accuracy: 0.8347 Epoch 454/500 58/58 [==============================] - 0s 345us/step - loss: 0.3622 - accuracy: 0.8292 Epoch 455/500 58/58 [==============================] - 0s 339us/step - loss: 0.3628 - accuracy: 0.8264 Epoch 456/500 58/58 [==============================] - 0s 343us/step - loss: 0.3625 - accuracy: 0.8333 Epoch 457/500 58/58 [==============================] - 0s 340us/step - loss: 0.3611 - accuracy: 0.8319 Epoch 458/500 58/58 [==============================] - 0s 337us/step - loss: 0.3630 - accuracy: 0.8326 Epoch 459/500 58/58 [==============================] - 0s 338us/step - loss: 0.3625 - accuracy: 0.8285 Epoch 460/500 58/58 [==============================] - 0s 341us/step - loss: 0.3620 - accuracy: 0.8319 Epoch 461/500 58/58 [==============================] - 0s 342us/step - loss: 0.3621 - accuracy: 0.8340 Epoch 462/500 58/58 [==============================] - 0s 345us/step - loss: 0.3614 - accuracy: 0.8326 Epoch 463/500 58/58 [==============================] - 0s 343us/step - loss: 0.3617 - accuracy: 0.8306 Epoch 464/500 58/58 [==============================] - 0s 354us/step - loss: 0.3619 - accuracy: 0.8299 Epoch 465/500 58/58 [==============================] - 0s 339us/step - loss: 0.3615 - accuracy: 0.8313 Epoch 466/500 58/58 [==============================] - 0s 338us/step - loss: 0.3615 - accuracy: 0.8278 Epoch 467/500 58/58 [==============================] - 0s 335us/step - loss: 0.3616 - accuracy: 0.8361 Epoch 468/500 58/58 [==============================] - 0s 347us/step - loss: 0.3621 - accuracy: 0.8278 Epoch 469/500 58/58 [==============================] - 0s 343us/step - loss: 0.3618 - accuracy: 0.8326 Epoch 470/500 58/58 [==============================] - 0s 345us/step - loss: 0.3599 - accuracy: 0.8326 Epoch 471/500 58/58 [==============================] - 0s 338us/step - loss: 0.3612 - accuracy: 0.8313 Epoch 472/500 58/58 [==============================] - 0s 349us/step - loss: 0.3608 - accuracy: 0.8313 Epoch 473/500 58/58 [==============================] - 0s 338us/step - loss: 0.3614 - accuracy: 0.8333 Epoch 474/500 58/58 [==============================] - 0s 334us/step - loss: 0.3610 - accuracy: 0.8292 Epoch 475/500 58/58 [==============================] - 0s 346us/step - loss: 0.3603 - accuracy: 0.8347 Epoch 476/500 58/58 [==============================] - 0s 342us/step - loss: 0.3609 - accuracy: 0.8361 Epoch 477/500 58/58 [==============================] - 0s 339us/step - loss: 0.3608 - accuracy: 0.8306 Epoch 478/500 58/58 [==============================] - 0s 349us/step - loss: 0.3602 - accuracy: 0.8306 Epoch 479/500 58/58 [==============================] - 0s 346us/step - loss: 0.3599 - accuracy: 0.8354 Epoch 480/500 58/58 [==============================] - 0s 344us/step - loss: 0.3596 - accuracy: 0.8354 Epoch 481/500 58/58 [==============================] - 0s 341us/step - loss: 0.3602 - accuracy: 0.8347 Epoch 482/500 58/58 [==============================] - 0s 348us/step - loss: 0.3595 - accuracy: 0.8306 Epoch 483/500 58/58 [==============================] - 0s 342us/step - loss: 0.3593 - accuracy: 0.8375 Epoch 484/500 58/58 [==============================] - 0s 342us/step - loss: 0.3592 - accuracy: 0.8340 Epoch 485/500 58/58 [==============================] - 0s 429us/step - loss: 0.3592 - accuracy: 0.8326 Epoch 486/500 58/58 [==============================] - 0s 381us/step - loss: 0.3584 - accuracy: 0.8313 Epoch 487/500 58/58 [==============================] - 0s 377us/step - loss: 0.3589 - accuracy: 0.8333 Epoch 488/500 58/58 [==============================] - 0s 357us/step - loss: 0.3588 - accuracy: 0.8354 Epoch 489/500 58/58 [==============================] - 0s 377us/step - loss: 0.3579 - accuracy: 0.8389 Epoch 490/500 58/58 [==============================] - 0s 371us/step - loss: 0.3591 - accuracy: 0.8319 Epoch 491/500 58/58 [==============================] - 0s 364us/step - loss: 0.3578 - accuracy: 0.8333 Epoch 492/500 58/58 [==============================] - 0s 369us/step - loss: 0.3580 - accuracy: 0.8326 Epoch 493/500 58/58 [==============================] - 0s 357us/step - loss: 0.3580 - accuracy: 0.8361 Epoch 494/500 58/58 [==============================] - 0s 391us/step - loss: 0.3586 - accuracy: 0.8361 Epoch 495/500 58/58 [==============================] - 0s 360us/step - loss: 0.3565 - accuracy: 0.8368 Epoch 496/500 58/58 [==============================] - 0s 345us/step - loss: 0.3567 - accuracy: 0.8368 Epoch 497/500 58/58 [==============================] - 0s 347us/step - loss: 0.3557 - accuracy: 0.8354 Epoch 498/500 58/58 [==============================] - 0s 341us/step - loss: 0.3564 - accuracy: 0.8389 Epoch 499/500 58/58 [==============================] - 0s 351us/step - loss: 0.3552 - accuracy: 0.8319 Epoch 500/500 58/58 [==============================] - 0s 353us/step - loss: 0.3554 - accuracy: 0.8347 5/5 [==============================] - 0s 493us/step Epoch 1/500 58/58 [==============================] - 0s 487us/step - loss: 0.6851 - accuracy: 0.6493 Epoch 2/500 58/58 [==============================] - 0s 400us/step - loss: 0.6543 - accuracy: 0.6514 Epoch 3/500 58/58 [==============================] - 0s 354us/step - loss: 0.6074 - accuracy: 0.6514 Epoch 4/500 58/58 [==============================] - 0s 348us/step - loss: 0.5629 - accuracy: 0.6514 Epoch 5/500 58/58 [==============================] - 0s 355us/step - loss: 0.5357 - accuracy: 0.6514 Epoch 6/500 58/58 [==============================] - 0s 361us/step - loss: 0.5226 - accuracy: 0.6514 Epoch 7/500 58/58 [==============================] - 0s 338us/step - loss: 0.5157 - accuracy: 0.6514 Epoch 8/500 58/58 [==============================] - 0s 343us/step - loss: 0.5110 - accuracy: 0.6514 Epoch 9/500 58/58 [==============================] - 0s 339us/step - loss: 0.5067 - accuracy: 0.7403 Epoch 10/500 58/58 [==============================] - 0s 342us/step - loss: 0.5035 - accuracy: 0.7722 Epoch 11/500 58/58 [==============================] - 0s 335us/step - loss: 0.5005 - accuracy: 0.7750 Epoch 12/500 58/58 [==============================] - 0s 336us/step - loss: 0.4981 - accuracy: 0.7778 Epoch 13/500 58/58 [==============================] - 0s 350us/step - loss: 0.4957 - accuracy: 0.7757 Epoch 14/500 58/58 [==============================] - 0s 337us/step - loss: 0.4938 - accuracy: 0.7694 Epoch 15/500 58/58 [==============================] - 0s 339us/step - loss: 0.4920 - accuracy: 0.7729 Epoch 16/500 58/58 [==============================] - 0s 332us/step - loss: 0.4902 - accuracy: 0.7701 Epoch 17/500 58/58 [==============================] - 0s 336us/step - loss: 0.4886 - accuracy: 0.7708 Epoch 18/500 58/58 [==============================] - 0s 338us/step - loss: 0.4871 - accuracy: 0.7708 Epoch 19/500 58/58 [==============================] - 0s 341us/step - loss: 0.4857 - accuracy: 0.7681 Epoch 20/500 58/58 [==============================] - 0s 331us/step - loss: 0.4842 - accuracy: 0.7743 Epoch 21/500 58/58 [==============================] - 0s 336us/step - loss: 0.4828 - accuracy: 0.7688 Epoch 22/500 58/58 [==============================] - 0s 340us/step - loss: 0.4817 - accuracy: 0.7660 Epoch 23/500 58/58 [==============================] - 0s 343us/step - loss: 0.4805 - accuracy: 0.7646 Epoch 24/500 58/58 [==============================] - 0s 339us/step - loss: 0.4795 - accuracy: 0.7688 Epoch 25/500 58/58 [==============================] - 0s 334us/step - loss: 0.4785 - accuracy: 0.7715 Epoch 26/500 58/58 [==============================] - 0s 338us/step - loss: 0.4773 - accuracy: 0.7715 Epoch 27/500 58/58 [==============================] - 0s 344us/step - loss: 0.4766 - accuracy: 0.7701 Epoch 28/500 58/58 [==============================] - 0s 333us/step - loss: 0.4754 - accuracy: 0.7694 Epoch 29/500 58/58 [==============================] - 0s 343us/step - loss: 0.4746 - accuracy: 0.7750 Epoch 30/500 58/58 [==============================] - 0s 338us/step - loss: 0.4733 - accuracy: 0.7778 Epoch 31/500 58/58 [==============================] - 0s 342us/step - loss: 0.4729 - accuracy: 0.7757 Epoch 32/500 58/58 [==============================] - 0s 336us/step - loss: 0.4720 - accuracy: 0.7785 Epoch 33/500 58/58 [==============================] - 0s 395us/step - loss: 0.4705 - accuracy: 0.7819 Epoch 34/500 58/58 [==============================] - 0s 432us/step - loss: 0.4698 - accuracy: 0.7778 Epoch 35/500 58/58 [==============================] - 0s 437us/step - loss: 0.4690 - accuracy: 0.7799 Epoch 36/500 58/58 [==============================] - 0s 736us/step - loss: 0.4682 - accuracy: 0.7799 Epoch 37/500 58/58 [==============================] - 0s 483us/step - loss: 0.4674 - accuracy: 0.7757 Epoch 38/500 58/58 [==============================] - 0s 456us/step - loss: 0.4669 - accuracy: 0.7764 Epoch 39/500 58/58 [==============================] - 0s 446us/step - loss: 0.4664 - accuracy: 0.7750 Epoch 40/500 58/58 [==============================] - 0s 437us/step - loss: 0.4658 - accuracy: 0.7778 Epoch 41/500 58/58 [==============================] - 0s 426us/step - loss: 0.4651 - accuracy: 0.7757 Epoch 42/500 58/58 [==============================] - 0s 433us/step - loss: 0.4646 - accuracy: 0.7785 Epoch 43/500 58/58 [==============================] - 0s 418us/step - loss: 0.4639 - accuracy: 0.7792 Epoch 44/500 58/58 [==============================] - 0s 460us/step - loss: 0.4633 - accuracy: 0.7799 Epoch 45/500 58/58 [==============================] - 0s 919us/step - loss: 0.4626 - accuracy: 0.7806 Epoch 46/500 58/58 [==============================] - 0s 529us/step - loss: 0.4623 - accuracy: 0.7819 Epoch 47/500 58/58 [==============================] - 0s 370us/step - loss: 0.4616 - accuracy: 0.7812 Epoch 48/500 58/58 [==============================] - 0s 383us/step - loss: 0.4611 - accuracy: 0.7792 Epoch 49/500 58/58 [==============================] - 0s 381us/step - loss: 0.4604 - accuracy: 0.7792 Epoch 50/500 58/58 [==============================] - 0s 413us/step - loss: 0.4602 - accuracy: 0.7785 Epoch 51/500 58/58 [==============================] - 0s 424us/step - loss: 0.4595 - accuracy: 0.7812 Epoch 52/500 58/58 [==============================] - 0s 361us/step - loss: 0.4588 - accuracy: 0.7799 Epoch 53/500 58/58 [==============================] - 0s 353us/step - loss: 0.4584 - accuracy: 0.7799 Epoch 54/500 58/58 [==============================] - 0s 362us/step - loss: 0.4578 - accuracy: 0.7799 Epoch 55/500 58/58 [==============================] - 0s 360us/step - loss: 0.4573 - accuracy: 0.7819 Epoch 56/500 58/58 [==============================] - 0s 363us/step - loss: 0.4568 - accuracy: 0.7792 Epoch 57/500 58/58 [==============================] - 0s 358us/step - loss: 0.4564 - accuracy: 0.7812 Epoch 58/500 58/58 [==============================] - 0s 413us/step - loss: 0.4558 - accuracy: 0.7778 Epoch 59/500 58/58 [==============================] - 0s 365us/step - loss: 0.4552 - accuracy: 0.7840 Epoch 60/500 58/58 [==============================] - 0s 340us/step - loss: 0.4550 - accuracy: 0.7868 Epoch 61/500 58/58 [==============================] - 0s 359us/step - loss: 0.4545 - accuracy: 0.7847 Epoch 62/500 58/58 [==============================] - 0s 379us/step - loss: 0.4545 - accuracy: 0.7840 Epoch 63/500 58/58 [==============================] - 0s 362us/step - loss: 0.4539 - accuracy: 0.7819 Epoch 64/500 58/58 [==============================] - 0s 366us/step - loss: 0.4537 - accuracy: 0.7806 Epoch 65/500 58/58 [==============================] - 0s 365us/step - loss: 0.4533 - accuracy: 0.7826 Epoch 66/500 58/58 [==============================] - 0s 361us/step - loss: 0.4530 - accuracy: 0.7812 Epoch 67/500 58/58 [==============================] - 0s 368us/step - loss: 0.4530 - accuracy: 0.7868 Epoch 68/500 58/58 [==============================] - 0s 357us/step - loss: 0.4522 - accuracy: 0.7819 Epoch 69/500 58/58 [==============================] - 0s 363us/step - loss: 0.4517 - accuracy: 0.7812 Epoch 70/500 58/58 [==============================] - 0s 357us/step - loss: 0.4515 - accuracy: 0.7833 Epoch 71/500 58/58 [==============================] - 0s 339us/step - loss: 0.4508 - accuracy: 0.7806 Epoch 72/500 58/58 [==============================] - 0s 337us/step - loss: 0.4508 - accuracy: 0.7806 Epoch 73/500 58/58 [==============================] - 0s 347us/step - loss: 0.4502 - accuracy: 0.7840 Epoch 74/500 58/58 [==============================] - 0s 343us/step - loss: 0.4499 - accuracy: 0.7799 Epoch 75/500 58/58 [==============================] - 0s 334us/step - loss: 0.4496 - accuracy: 0.7833 Epoch 76/500 58/58 [==============================] - 0s 334us/step - loss: 0.4489 - accuracy: 0.7806 Epoch 77/500 58/58 [==============================] - 0s 342us/step - loss: 0.4489 - accuracy: 0.7826 Epoch 78/500 58/58 [==============================] - 0s 348us/step - loss: 0.4482 - accuracy: 0.7854 Epoch 79/500 58/58 [==============================] - 0s 347us/step - loss: 0.4481 - accuracy: 0.7875 Epoch 80/500 58/58 [==============================] - 0s 339us/step - loss: 0.4476 - accuracy: 0.7854 Epoch 81/500 58/58 [==============================] - 0s 343us/step - loss: 0.4472 - accuracy: 0.7875 Epoch 82/500 58/58 [==============================] - 0s 342us/step - loss: 0.4467 - accuracy: 0.7854 Epoch 83/500 58/58 [==============================] - 0s 344us/step - loss: 0.4463 - accuracy: 0.7854 Epoch 84/500 58/58 [==============================] - 0s 344us/step - loss: 0.4458 - accuracy: 0.7840 Epoch 85/500 58/58 [==============================] - 0s 335us/step - loss: 0.4456 - accuracy: 0.7840 Epoch 86/500 58/58 [==============================] - 0s 348us/step - loss: 0.4452 - accuracy: 0.7868 Epoch 87/500 58/58 [==============================] - 0s 342us/step - loss: 0.4448 - accuracy: 0.7875 Epoch 88/500 58/58 [==============================] - 0s 330us/step - loss: 0.4446 - accuracy: 0.7896 Epoch 89/500 58/58 [==============================] - 0s 336us/step - loss: 0.4442 - accuracy: 0.7889 Epoch 90/500 58/58 [==============================] - 0s 350us/step - loss: 0.4440 - accuracy: 0.7882 Epoch 91/500 58/58 [==============================] - 0s 341us/step - loss: 0.4436 - accuracy: 0.7861 Epoch 92/500 58/58 [==============================] - 0s 350us/step - loss: 0.4434 - accuracy: 0.7875 Epoch 93/500 58/58 [==============================] - 0s 334us/step - loss: 0.4433 - accuracy: 0.7882 Epoch 94/500 58/58 [==============================] - 0s 341us/step - loss: 0.4428 - accuracy: 0.7875 Epoch 95/500 58/58 [==============================] - 0s 345us/step - loss: 0.4427 - accuracy: 0.7854 Epoch 96/500 58/58 [==============================] - 0s 345us/step - loss: 0.4423 - accuracy: 0.7882 Epoch 97/500 58/58 [==============================] - 0s 340us/step - loss: 0.4418 - accuracy: 0.7847 Epoch 98/500 58/58 [==============================] - 0s 355us/step - loss: 0.4416 - accuracy: 0.7889 Epoch 99/500 58/58 [==============================] - 0s 345us/step - loss: 0.4406 - accuracy: 0.7875 Epoch 100/500 58/58 [==============================] - 0s 336us/step - loss: 0.4410 - accuracy: 0.7861 Epoch 101/500 58/58 [==============================] - 0s 343us/step - loss: 0.4404 - accuracy: 0.7875 Epoch 102/500 58/58 [==============================] - 0s 341us/step - loss: 0.4408 - accuracy: 0.7854 Epoch 103/500 58/58 [==============================] - 0s 342us/step - loss: 0.4402 - accuracy: 0.7917 Epoch 104/500 58/58 [==============================] - 0s 336us/step - loss: 0.4397 - accuracy: 0.7868 Epoch 105/500 58/58 [==============================] - 0s 345us/step - loss: 0.4398 - accuracy: 0.7854 Epoch 106/500 58/58 [==============================] - 0s 348us/step - loss: 0.4392 - accuracy: 0.7854 Epoch 107/500 58/58 [==============================] - 0s 338us/step - loss: 0.4393 - accuracy: 0.7868 Epoch 108/500 58/58 [==============================] - 0s 341us/step - loss: 0.4392 - accuracy: 0.7875 Epoch 109/500 58/58 [==============================] - 0s 336us/step - loss: 0.4383 - accuracy: 0.7924 Epoch 110/500 58/58 [==============================] - 0s 345us/step - loss: 0.4383 - accuracy: 0.7896 Epoch 111/500 58/58 [==============================] - 0s 513us/step - loss: 0.4382 - accuracy: 0.7875 Epoch 112/500 58/58 [==============================] - 0s 368us/step - loss: 0.4377 - accuracy: 0.7896 Epoch 113/500 58/58 [==============================] - 0s 362us/step - loss: 0.4375 - accuracy: 0.7937 Epoch 114/500 58/58 [==============================] - 0s 357us/step - loss: 0.4372 - accuracy: 0.7924 Epoch 115/500 58/58 [==============================] - 0s 353us/step - loss: 0.4370 - accuracy: 0.7903 Epoch 116/500 58/58 [==============================] - 0s 343us/step - loss: 0.4366 - accuracy: 0.7931 Epoch 117/500 58/58 [==============================] - 0s 339us/step - loss: 0.4361 - accuracy: 0.7931 Epoch 118/500 58/58 [==============================] - 0s 344us/step - loss: 0.4358 - accuracy: 0.7937 Epoch 119/500 58/58 [==============================] - 0s 332us/step - loss: 0.4356 - accuracy: 0.7931 Epoch 120/500 58/58 [==============================] - 0s 343us/step - loss: 0.4353 - accuracy: 0.7937 Epoch 121/500 58/58 [==============================] - 0s 341us/step - loss: 0.4344 - accuracy: 0.7944 Epoch 122/500 58/58 [==============================] - 0s 342us/step - loss: 0.4347 - accuracy: 0.7958 Epoch 123/500 58/58 [==============================] - 0s 343us/step - loss: 0.4339 - accuracy: 0.7993 Epoch 124/500 58/58 [==============================] - 0s 346us/step - loss: 0.4338 - accuracy: 0.7958 Epoch 125/500 58/58 [==============================] - 0s 336us/step - loss: 0.4332 - accuracy: 0.7986 Epoch 126/500 58/58 [==============================] - 0s 330us/step - loss: 0.4329 - accuracy: 0.7979 Epoch 127/500 58/58 [==============================] - 0s 340us/step - loss: 0.4324 - accuracy: 0.8028 Epoch 128/500 58/58 [==============================] - 0s 358us/step - loss: 0.4322 - accuracy: 0.7965 Epoch 129/500 58/58 [==============================] - 0s 348us/step - loss: 0.4318 - accuracy: 0.8014 Epoch 130/500 58/58 [==============================] - 0s 337us/step - loss: 0.4317 - accuracy: 0.8000 Epoch 131/500 58/58 [==============================] - 0s 346us/step - loss: 0.4310 - accuracy: 0.8007 Epoch 132/500 58/58 [==============================] - 0s 346us/step - loss: 0.4311 - accuracy: 0.8035 Epoch 133/500 58/58 [==============================] - 0s 337us/step - loss: 0.4308 - accuracy: 0.8014 Epoch 134/500 58/58 [==============================] - 0s 352us/step - loss: 0.4305 - accuracy: 0.8007 Epoch 135/500 58/58 [==============================] - 0s 343us/step - loss: 0.4304 - accuracy: 0.8007 Epoch 136/500 58/58 [==============================] - 0s 342us/step - loss: 0.4294 - accuracy: 0.8000 Epoch 137/500 58/58 [==============================] - 0s 338us/step - loss: 0.4297 - accuracy: 0.8049 Epoch 138/500 58/58 [==============================] - 0s 336us/step - loss: 0.4295 - accuracy: 0.8069 Epoch 139/500 58/58 [==============================] - 0s 340us/step - loss: 0.4289 - accuracy: 0.8042 Epoch 140/500 58/58 [==============================] - 0s 337us/step - loss: 0.4284 - accuracy: 0.8069 Epoch 141/500 58/58 [==============================] - 0s 344us/step - loss: 0.4282 - accuracy: 0.8028 Epoch 142/500 58/58 [==============================] - 0s 341us/step - loss: 0.4279 - accuracy: 0.8049 Epoch 143/500 58/58 [==============================] - 0s 338us/step - loss: 0.4275 - accuracy: 0.8049 Epoch 144/500 58/58 [==============================] - 0s 351us/step - loss: 0.4273 - accuracy: 0.8069 Epoch 145/500 58/58 [==============================] - 0s 336us/step - loss: 0.4267 - accuracy: 0.8028 Epoch 146/500 58/58 [==============================] - 0s 341us/step - loss: 0.4264 - accuracy: 0.8062 Epoch 147/500 58/58 [==============================] - 0s 347us/step - loss: 0.4255 - accuracy: 0.8028 Epoch 148/500 58/58 [==============================] - 0s 339us/step - loss: 0.4258 - accuracy: 0.8056 Epoch 149/500 58/58 [==============================] - 0s 349us/step - loss: 0.4247 - accuracy: 0.8076 Epoch 150/500 58/58 [==============================] - 0s 352us/step - loss: 0.4247 - accuracy: 0.8035 Epoch 151/500 58/58 [==============================] - 0s 341us/step - loss: 0.4240 - accuracy: 0.8042 Epoch 152/500 58/58 [==============================] - 0s 342us/step - loss: 0.4237 - accuracy: 0.8049 Epoch 153/500 58/58 [==============================] - 0s 341us/step - loss: 0.4234 - accuracy: 0.8056 Epoch 154/500 58/58 [==============================] - 0s 333us/step - loss: 0.4231 - accuracy: 0.8049 Epoch 155/500 58/58 [==============================] - 0s 335us/step - loss: 0.4226 - accuracy: 0.8069 Epoch 156/500 58/58 [==============================] - 0s 341us/step - loss: 0.4223 - accuracy: 0.8069 Epoch 157/500 58/58 [==============================] - 0s 343us/step - loss: 0.4218 - accuracy: 0.8042 Epoch 158/500 58/58 [==============================] - 0s 337us/step - loss: 0.4213 - accuracy: 0.8042 Epoch 159/500 58/58 [==============================] - 0s 347us/step - loss: 0.4202 - accuracy: 0.8083 Epoch 160/500 58/58 [==============================] - 0s 331us/step - loss: 0.4205 - accuracy: 0.8056 Epoch 161/500 58/58 [==============================] - 0s 338us/step - loss: 0.4203 - accuracy: 0.8028 Epoch 162/500 58/58 [==============================] - 0s 353us/step - loss: 0.4201 - accuracy: 0.8062 Epoch 163/500 58/58 [==============================] - 0s 355us/step - loss: 0.4197 - accuracy: 0.8097 Epoch 164/500 58/58 [==============================] - 0s 342us/step - loss: 0.4195 - accuracy: 0.8083 Epoch 165/500 58/58 [==============================] - 0s 371us/step - loss: 0.4196 - accuracy: 0.8062 Epoch 166/500 58/58 [==============================] - 0s 354us/step - loss: 0.4188 - accuracy: 0.8076 Epoch 167/500 58/58 [==============================] - 0s 350us/step - loss: 0.4185 - accuracy: 0.8069 Epoch 168/500 58/58 [==============================] - 0s 345us/step - loss: 0.4183 - accuracy: 0.8049 Epoch 169/500 58/58 [==============================] - 0s 344us/step - loss: 0.4180 - accuracy: 0.8083 Epoch 170/500 58/58 [==============================] - 0s 349us/step - loss: 0.4184 - accuracy: 0.8132 Epoch 171/500 58/58 [==============================] - 0s 365us/step - loss: 0.4176 - accuracy: 0.8118 Epoch 172/500 58/58 [==============================] - 0s 447us/step - loss: 0.4177 - accuracy: 0.8118 Epoch 173/500 58/58 [==============================] - 0s 361us/step - loss: 0.4172 - accuracy: 0.8146 Epoch 174/500 58/58 [==============================] - 0s 364us/step - loss: 0.4172 - accuracy: 0.8090 Epoch 175/500 58/58 [==============================] - 0s 358us/step - loss: 0.4171 - accuracy: 0.8125 Epoch 176/500 58/58 [==============================] - 0s 350us/step - loss: 0.4173 - accuracy: 0.8111 Epoch 177/500 58/58 [==============================] - 0s 335us/step - loss: 0.4167 - accuracy: 0.8153 Epoch 178/500 58/58 [==============================] - 0s 335us/step - loss: 0.4165 - accuracy: 0.8125 Epoch 179/500 58/58 [==============================] - 0s 336us/step - loss: 0.4160 - accuracy: 0.8118 Epoch 180/500 58/58 [==============================] - 0s 344us/step - loss: 0.4158 - accuracy: 0.8139 Epoch 181/500 58/58 [==============================] - 0s 345us/step - loss: 0.4160 - accuracy: 0.8118 Epoch 182/500 58/58 [==============================] - 0s 332us/step - loss: 0.4162 - accuracy: 0.8139 Epoch 183/500 58/58 [==============================] - 0s 330us/step - loss: 0.4154 - accuracy: 0.8097 Epoch 184/500 58/58 [==============================] - 0s 339us/step - loss: 0.4146 - accuracy: 0.8132 Epoch 185/500 58/58 [==============================] - 0s 337us/step - loss: 0.4152 - accuracy: 0.8153 Epoch 186/500 58/58 [==============================] - 0s 342us/step - loss: 0.4145 - accuracy: 0.8118 Epoch 187/500 58/58 [==============================] - 0s 344us/step - loss: 0.4145 - accuracy: 0.8153 Epoch 188/500 58/58 [==============================] - 0s 338us/step - loss: 0.4145 - accuracy: 0.8174 Epoch 189/500 58/58 [==============================] - 0s 334us/step - loss: 0.4143 - accuracy: 0.8139 Epoch 190/500 58/58 [==============================] - 0s 338us/step - loss: 0.4144 - accuracy: 0.8125 Epoch 191/500 58/58 [==============================] - 0s 357us/step - loss: 0.4138 - accuracy: 0.8118 Epoch 192/500 58/58 [==============================] - 0s 332us/step - loss: 0.4139 - accuracy: 0.8167 Epoch 193/500 58/58 [==============================] - 0s 336us/step - loss: 0.4137 - accuracy: 0.8139 Epoch 194/500 58/58 [==============================] - 0s 332us/step - loss: 0.4134 - accuracy: 0.8160 Epoch 195/500 58/58 [==============================] - 0s 343us/step - loss: 0.4130 - accuracy: 0.8125 Epoch 196/500 58/58 [==============================] - 0s 342us/step - loss: 0.4132 - accuracy: 0.8118 Epoch 197/500 58/58 [==============================] - 0s 339us/step - loss: 0.4129 - accuracy: 0.8174 Epoch 198/500 58/58 [==============================] - 0s 341us/step - loss: 0.4131 - accuracy: 0.8139 Epoch 199/500 58/58 [==============================] - 0s 340us/step - loss: 0.4131 - accuracy: 0.8146 Epoch 200/500 58/58 [==============================] - 0s 337us/step - loss: 0.4124 - accuracy: 0.8167 Epoch 201/500 58/58 [==============================] - 0s 337us/step - loss: 0.4126 - accuracy: 0.8174 Epoch 202/500 58/58 [==============================] - 0s 344us/step - loss: 0.4123 - accuracy: 0.8167 Epoch 203/500 58/58 [==============================] - 0s 338us/step - loss: 0.4124 - accuracy: 0.8160 Epoch 204/500 58/58 [==============================] - 0s 347us/step - loss: 0.4124 - accuracy: 0.8153 Epoch 205/500 58/58 [==============================] - 0s 351us/step - loss: 0.4123 - accuracy: 0.8153 Epoch 206/500 58/58 [==============================] - 0s 337us/step - loss: 0.4125 - accuracy: 0.8125 Epoch 207/500 58/58 [==============================] - 0s 343us/step - loss: 0.4122 - accuracy: 0.8181 Epoch 208/500 58/58 [==============================] - 0s 339us/step - loss: 0.4114 - accuracy: 0.8181 Epoch 209/500 58/58 [==============================] - 0s 343us/step - loss: 0.4125 - accuracy: 0.8153 Epoch 210/500 58/58 [==============================] - 0s 336us/step - loss: 0.4117 - accuracy: 0.8146 Epoch 211/500 58/58 [==============================] - 0s 334us/step - loss: 0.4120 - accuracy: 0.8160 Epoch 212/500 58/58 [==============================] - 0s 340us/step - loss: 0.4115 - accuracy: 0.8146 Epoch 213/500 58/58 [==============================] - 0s 335us/step - loss: 0.4120 - accuracy: 0.8160 Epoch 214/500 58/58 [==============================] - 0s 339us/step - loss: 0.4116 - accuracy: 0.8174 Epoch 215/500 58/58 [==============================] - 0s 335us/step - loss: 0.4113 - accuracy: 0.8153 Epoch 216/500 58/58 [==============================] - 0s 339us/step - loss: 0.4119 - accuracy: 0.8153 Epoch 217/500 58/58 [==============================] - 0s 335us/step - loss: 0.4111 - accuracy: 0.8139 Epoch 218/500 58/58 [==============================] - 0s 338us/step - loss: 0.4106 - accuracy: 0.8153 Epoch 219/500 58/58 [==============================] - 0s 337us/step - loss: 0.4107 - accuracy: 0.8181 Epoch 220/500 58/58 [==============================] - 0s 345us/step - loss: 0.4107 - accuracy: 0.8160 Epoch 221/500 58/58 [==============================] - 0s 336us/step - loss: 0.4101 - accuracy: 0.8181 Epoch 222/500 58/58 [==============================] - 0s 338us/step - loss: 0.4105 - accuracy: 0.8153 Epoch 223/500 58/58 [==============================] - 0s 336us/step - loss: 0.4104 - accuracy: 0.8160 Epoch 224/500 58/58 [==============================] - 0s 340us/step - loss: 0.4104 - accuracy: 0.8139 Epoch 225/500 58/58 [==============================] - 0s 334us/step - loss: 0.4101 - accuracy: 0.8146 Epoch 226/500 58/58 [==============================] - 0s 347us/step - loss: 0.4098 - accuracy: 0.8174 Epoch 227/500 58/58 [==============================] - 0s 341us/step - loss: 0.4100 - accuracy: 0.8167 Epoch 228/500 58/58 [==============================] - 0s 339us/step - loss: 0.4092 - accuracy: 0.8146 Epoch 229/500 58/58 [==============================] - 0s 344us/step - loss: 0.4100 - accuracy: 0.8167 Epoch 230/500 58/58 [==============================] - 0s 333us/step - loss: 0.4095 - accuracy: 0.8215 Epoch 231/500 58/58 [==============================] - 0s 338us/step - loss: 0.4093 - accuracy: 0.8181 Epoch 232/500 58/58 [==============================] - 0s 346us/step - loss: 0.4091 - accuracy: 0.8181 Epoch 233/500 58/58 [==============================] - 0s 337us/step - loss: 0.4092 - accuracy: 0.8174 Epoch 234/500 58/58 [==============================] - 0s 341us/step - loss: 0.4097 - accuracy: 0.8215 Epoch 235/500 58/58 [==============================] - 0s 333us/step - loss: 0.4092 - accuracy: 0.8188 Epoch 236/500 58/58 [==============================] - 0s 337us/step - loss: 0.4091 - accuracy: 0.8188 Epoch 237/500 58/58 [==============================] - 0s 344us/step - loss: 0.4091 - accuracy: 0.8215 Epoch 238/500 58/58 [==============================] - 0s 342us/step - loss: 0.4090 - accuracy: 0.8167 Epoch 239/500 58/58 [==============================] - 0s 344us/step - loss: 0.4091 - accuracy: 0.8181 Epoch 240/500 58/58 [==============================] - 0s 332us/step - loss: 0.4089 - accuracy: 0.8181 Epoch 241/500 58/58 [==============================] - 0s 361us/step - loss: 0.4087 - accuracy: 0.8201 Epoch 242/500 58/58 [==============================] - 0s 352us/step - loss: 0.4085 - accuracy: 0.8153 Epoch 243/500 58/58 [==============================] - 0s 339us/step - loss: 0.4082 - accuracy: 0.8188 Epoch 244/500 58/58 [==============================] - 0s 339us/step - loss: 0.4082 - accuracy: 0.8181 Epoch 245/500 58/58 [==============================] - 0s 342us/step - loss: 0.4086 - accuracy: 0.8201 Epoch 246/500 58/58 [==============================] - 0s 348us/step - loss: 0.4086 - accuracy: 0.8194 Epoch 247/500 58/58 [==============================] - 0s 339us/step - loss: 0.4082 - accuracy: 0.8194 Epoch 248/500 58/58 [==============================] - 0s 336us/step - loss: 0.4081 - accuracy: 0.8160 Epoch 249/500 58/58 [==============================] - 0s 340us/step - loss: 0.4083 - accuracy: 0.8174 Epoch 250/500 58/58 [==============================] - 0s 332us/step - loss: 0.4080 - accuracy: 0.8174 Epoch 251/500 58/58 [==============================] - 0s 347us/step - loss: 0.4085 - accuracy: 0.8188 Epoch 252/500 58/58 [==============================] - 0s 330us/step - loss: 0.4082 - accuracy: 0.8188 Epoch 253/500 58/58 [==============================] - 0s 336us/step - loss: 0.4078 - accuracy: 0.8215 Epoch 254/500 58/58 [==============================] - 0s 332us/step - loss: 0.4082 - accuracy: 0.8181 Epoch 255/500 58/58 [==============================] - 0s 347us/step - loss: 0.4075 - accuracy: 0.8201 Epoch 256/500 58/58 [==============================] - 0s 341us/step - loss: 0.4080 - accuracy: 0.8188 Epoch 257/500 58/58 [==============================] - 0s 339us/step - loss: 0.4077 - accuracy: 0.8194 Epoch 258/500 58/58 [==============================] - 0s 331us/step - loss: 0.4072 - accuracy: 0.8215 Epoch 259/500 58/58 [==============================] - 0s 341us/step - loss: 0.4076 - accuracy: 0.8222 Epoch 260/500 58/58 [==============================] - 0s 350us/step - loss: 0.4067 - accuracy: 0.8236 Epoch 261/500 58/58 [==============================] - 0s 331us/step - loss: 0.4060 - accuracy: 0.8215 Epoch 262/500 58/58 [==============================] - 0s 340us/step - loss: 0.4076 - accuracy: 0.8215 Epoch 263/500 58/58 [==============================] - 0s 341us/step - loss: 0.4071 - accuracy: 0.8222 Epoch 264/500 58/58 [==============================] - 0s 341us/step - loss: 0.4068 - accuracy: 0.8194 Epoch 265/500 58/58 [==============================] - 0s 343us/step - loss: 0.4068 - accuracy: 0.8215 Epoch 266/500 58/58 [==============================] - 0s 342us/step - loss: 0.4070 - accuracy: 0.8215 Epoch 267/500 58/58 [==============================] - 0s 348us/step - loss: 0.4064 - accuracy: 0.8236 Epoch 268/500 58/58 [==============================] - 0s 355us/step - loss: 0.4069 - accuracy: 0.8222 Epoch 269/500 58/58 [==============================] - 0s 347us/step - loss: 0.4055 - accuracy: 0.8215 Epoch 270/500 58/58 [==============================] - 0s 360us/step - loss: 0.4068 - accuracy: 0.8208 Epoch 271/500 58/58 [==============================] - 0s 364us/step - loss: 0.4064 - accuracy: 0.8208 Epoch 272/500 58/58 [==============================] - 0s 365us/step - loss: 0.4049 - accuracy: 0.8201 Epoch 273/500 58/58 [==============================] - 0s 361us/step - loss: 0.4065 - accuracy: 0.8229 Epoch 274/500 58/58 [==============================] - 0s 363us/step - loss: 0.4048 - accuracy: 0.8160 Epoch 275/500 58/58 [==============================] - 0s 367us/step - loss: 0.4060 - accuracy: 0.8174 Epoch 276/500 58/58 [==============================] - 0s 371us/step - loss: 0.4056 - accuracy: 0.8208 Epoch 277/500 58/58 [==============================] - 0s 387us/step - loss: 0.4054 - accuracy: 0.8208 Epoch 278/500 58/58 [==============================] - 0s 381us/step - loss: 0.4057 - accuracy: 0.8194 Epoch 279/500 58/58 [==============================] - 0s 392us/step - loss: 0.4052 - accuracy: 0.8188 Epoch 280/500 58/58 [==============================] - 0s 395us/step - loss: 0.4049 - accuracy: 0.8243 Epoch 281/500 58/58 [==============================] - 0s 369us/step - loss: 0.4051 - accuracy: 0.8201 Epoch 282/500 58/58 [==============================] - 0s 383us/step - loss: 0.4051 - accuracy: 0.8236 Epoch 283/500 58/58 [==============================] - 0s 378us/step - loss: 0.4044 - accuracy: 0.8222 Epoch 284/500 58/58 [==============================] - 0s 404us/step - loss: 0.4046 - accuracy: 0.8208 Epoch 285/500 58/58 [==============================] - 0s 398us/step - loss: 0.4044 - accuracy: 0.8222 Epoch 286/500 58/58 [==============================] - 0s 388us/step - loss: 0.4044 - accuracy: 0.8236 Epoch 287/500 58/58 [==============================] - 0s 371us/step - loss: 0.4040 - accuracy: 0.8201 Epoch 288/500 58/58 [==============================] - 0s 398us/step - loss: 0.4040 - accuracy: 0.8201 Epoch 289/500 58/58 [==============================] - 0s 391us/step - loss: 0.4041 - accuracy: 0.8229 Epoch 290/500 58/58 [==============================] - 0s 414us/step - loss: 0.4042 - accuracy: 0.8215 Epoch 291/500 58/58 [==============================] - 0s 408us/step - loss: 0.4041 - accuracy: 0.8208 Epoch 292/500 58/58 [==============================] - 0s 411us/step - loss: 0.4037 - accuracy: 0.8208 Epoch 293/500 58/58 [==============================] - 0s 341us/step - loss: 0.4033 - accuracy: 0.8229 Epoch 294/500 58/58 [==============================] - 0s 336us/step - loss: 0.4037 - accuracy: 0.8201 Epoch 295/500 58/58 [==============================] - 0s 364us/step - loss: 0.4033 - accuracy: 0.8236 Epoch 296/500 58/58 [==============================] - 0s 348us/step - loss: 0.4032 - accuracy: 0.8229 Epoch 297/500 58/58 [==============================] - 0s 484us/step - loss: 0.4033 - accuracy: 0.8194 Epoch 298/500 58/58 [==============================] - 0s 436us/step - loss: 0.4029 - accuracy: 0.8236 Epoch 299/500 58/58 [==============================] - 0s 391us/step - loss: 0.4029 - accuracy: 0.8264 Epoch 300/500 58/58 [==============================] - 0s 359us/step - loss: 0.4024 - accuracy: 0.8229 Epoch 301/500 58/58 [==============================] - 0s 357us/step - loss: 0.4025 - accuracy: 0.8243 Epoch 302/500 58/58 [==============================] - 0s 373us/step - loss: 0.4020 - accuracy: 0.8215 Epoch 303/500 58/58 [==============================] - 0s 381us/step - loss: 0.4021 - accuracy: 0.8194 Epoch 304/500 58/58 [==============================] - 0s 416us/step - loss: 0.4025 - accuracy: 0.8243 Epoch 305/500 58/58 [==============================] - 0s 464us/step - loss: 0.4019 - accuracy: 0.8194 Epoch 306/500 58/58 [==============================] - 0s 489us/step - loss: 0.4020 - accuracy: 0.8222 Epoch 307/500 58/58 [==============================] - 0s 423us/step - loss: 0.4020 - accuracy: 0.8208 Epoch 308/500 58/58 [==============================] - 0s 449us/step - loss: 0.4017 - accuracy: 0.8215 Epoch 309/500 58/58 [==============================] - 0s 370us/step - loss: 0.4017 - accuracy: 0.8194 Epoch 310/500 58/58 [==============================] - 0s 406us/step - loss: 0.4013 - accuracy: 0.8215 Epoch 311/500 58/58 [==============================] - 0s 390us/step - loss: 0.4013 - accuracy: 0.8208 Epoch 312/500 58/58 [==============================] - 0s 391us/step - loss: 0.4011 - accuracy: 0.8229 Epoch 313/500 58/58 [==============================] - 0s 376us/step - loss: 0.4008 - accuracy: 0.8236 Epoch 314/500 58/58 [==============================] - 0s 380us/step - loss: 0.4000 - accuracy: 0.8229 Epoch 315/500 58/58 [==============================] - 0s 390us/step - loss: 0.4008 - accuracy: 0.8229 Epoch 316/500 58/58 [==============================] - 0s 370us/step - loss: 0.4008 - accuracy: 0.8222 Epoch 317/500 58/58 [==============================] - 0s 367us/step - loss: 0.4003 - accuracy: 0.8208 Epoch 318/500 58/58 [==============================] - 0s 365us/step - loss: 0.4006 - accuracy: 0.8188 Epoch 319/500 58/58 [==============================] - 0s 378us/step - loss: 0.4001 - accuracy: 0.8194 Epoch 320/500 58/58 [==============================] - 0s 381us/step - loss: 0.3996 - accuracy: 0.8208 Epoch 321/500 58/58 [==============================] - 0s 413us/step - loss: 0.4003 - accuracy: 0.8236 Epoch 322/500 58/58 [==============================] - 0s 447us/step - loss: 0.4000 - accuracy: 0.8201 Epoch 323/500 58/58 [==============================] - 0s 1ms/step - loss: 0.4000 - accuracy: 0.8201 Epoch 324/500 58/58 [==============================] - 0s 390us/step - loss: 0.3997 - accuracy: 0.8201 Epoch 325/500 58/58 [==============================] - 0s 721us/step - loss: 0.3993 - accuracy: 0.8222 Epoch 326/500 58/58 [==============================] - 0s 579us/step - loss: 0.3995 - accuracy: 0.8194 Epoch 327/500 58/58 [==============================] - 0s 398us/step - loss: 0.3990 - accuracy: 0.8181 Epoch 328/500 58/58 [==============================] - 0s 360us/step - loss: 0.3981 - accuracy: 0.8208 Epoch 329/500 58/58 [==============================] - 0s 387us/step - loss: 0.3989 - accuracy: 0.8222 Epoch 330/500 58/58 [==============================] - 0s 350us/step - loss: 0.3979 - accuracy: 0.8208 Epoch 331/500 58/58 [==============================] - 0s 395us/step - loss: 0.3989 - accuracy: 0.8222 Epoch 332/500 58/58 [==============================] - 0s 394us/step - loss: 0.3977 - accuracy: 0.8188 Epoch 333/500 58/58 [==============================] - 0s 410us/step - loss: 0.3984 - accuracy: 0.8208 Epoch 334/500 58/58 [==============================] - 0s 377us/step - loss: 0.3976 - accuracy: 0.8229 Epoch 335/500 58/58 [==============================] - 0s 402us/step - loss: 0.3977 - accuracy: 0.8194 Epoch 336/500 58/58 [==============================] - 0s 425us/step - loss: 0.3980 - accuracy: 0.8257 Epoch 337/500 58/58 [==============================] - 0s 378us/step - loss: 0.3970 - accuracy: 0.8222 Epoch 338/500 58/58 [==============================] - 0s 388us/step - loss: 0.3977 - accuracy: 0.8215 Epoch 339/500 58/58 [==============================] - 0s 363us/step - loss: 0.3971 - accuracy: 0.8222 Epoch 340/500 58/58 [==============================] - 0s 406us/step - loss: 0.3968 - accuracy: 0.8194 Epoch 341/500 58/58 [==============================] - 0s 422us/step - loss: 0.3968 - accuracy: 0.8236 Epoch 342/500 58/58 [==============================] - 0s 386us/step - loss: 0.3961 - accuracy: 0.8236 Epoch 343/500 58/58 [==============================] - 0s 406us/step - loss: 0.3964 - accuracy: 0.8208 Epoch 344/500 58/58 [==============================] - 0s 425us/step - loss: 0.3961 - accuracy: 0.8257 Epoch 345/500 58/58 [==============================] - 0s 398us/step - loss: 0.3963 - accuracy: 0.8236 Epoch 346/500 58/58 [==============================] - 0s 435us/step - loss: 0.3959 - accuracy: 0.8257 Epoch 347/500 58/58 [==============================] - 0s 372us/step - loss: 0.3952 - accuracy: 0.8250 Epoch 348/500 58/58 [==============================] - 0s 405us/step - loss: 0.3951 - accuracy: 0.8250 Epoch 349/500 58/58 [==============================] - 0s 423us/step - loss: 0.3946 - accuracy: 0.8257 Epoch 350/500 58/58 [==============================] - 0s 444us/step - loss: 0.3955 - accuracy: 0.8250 Epoch 351/500 58/58 [==============================] - 0s 431us/step - loss: 0.3952 - accuracy: 0.8257 Epoch 352/500 58/58 [==============================] - 0s 432us/step - loss: 0.3953 - accuracy: 0.8236 Epoch 353/500 58/58 [==============================] - 0s 416us/step - loss: 0.3944 - accuracy: 0.8264 Epoch 354/500 58/58 [==============================] - 0s 416us/step - loss: 0.3946 - accuracy: 0.8250 Epoch 355/500 58/58 [==============================] - 0s 403us/step - loss: 0.3941 - accuracy: 0.8264 Epoch 356/500 58/58 [==============================] - 0s 412us/step - loss: 0.3946 - accuracy: 0.8243 Epoch 357/500 58/58 [==============================] - 0s 418us/step - loss: 0.3946 - accuracy: 0.8250 Epoch 358/500 58/58 [==============================] - 0s 404us/step - loss: 0.3941 - accuracy: 0.8271 Epoch 359/500 58/58 [==============================] - 0s 408us/step - loss: 0.3938 - accuracy: 0.8264 Epoch 360/500 58/58 [==============================] - 0s 412us/step - loss: 0.3942 - accuracy: 0.8285 Epoch 361/500 58/58 [==============================] - 0s 393us/step - loss: 0.3939 - accuracy: 0.8229 Epoch 362/500 58/58 [==============================] - 0s 412us/step - loss: 0.3937 - accuracy: 0.8257 Epoch 363/500 58/58 [==============================] - 0s 399us/step - loss: 0.3942 - accuracy: 0.8292 Epoch 364/500 58/58 [==============================] - 0s 411us/step - loss: 0.3932 - accuracy: 0.8264 Epoch 365/500 58/58 [==============================] - 0s 422us/step - loss: 0.3930 - accuracy: 0.8243 Epoch 366/500 58/58 [==============================] - 0s 410us/step - loss: 0.3942 - accuracy: 0.8264 Epoch 367/500 58/58 [==============================] - 0s 392us/step - loss: 0.3931 - accuracy: 0.8271 Epoch 368/500 58/58 [==============================] - 0s 411us/step - loss: 0.3923 - accuracy: 0.8250 Epoch 369/500 58/58 [==============================] - 0s 386us/step - loss: 0.3933 - accuracy: 0.8271 Epoch 370/500 58/58 [==============================] - 0s 402us/step - loss: 0.3936 - accuracy: 0.8222 Epoch 371/500 58/58 [==============================] - 0s 399us/step - loss: 0.3927 - accuracy: 0.8250 Epoch 372/500 58/58 [==============================] - 0s 389us/step - loss: 0.3923 - accuracy: 0.8257 Epoch 373/500 58/58 [==============================] - 0s 418us/step - loss: 0.3924 - accuracy: 0.8257 Epoch 374/500 58/58 [==============================] - 0s 391us/step - loss: 0.3916 - accuracy: 0.8271 Epoch 375/500 58/58 [==============================] - 0s 398us/step - loss: 0.3926 - accuracy: 0.8264 Epoch 376/500 58/58 [==============================] - 0s 414us/step - loss: 0.3925 - accuracy: 0.8299 Epoch 377/500 58/58 [==============================] - 0s 391us/step - loss: 0.3917 - accuracy: 0.8271 Epoch 378/500 58/58 [==============================] - 0s 400us/step - loss: 0.3917 - accuracy: 0.8271 Epoch 379/500 58/58 [==============================] - 0s 417us/step - loss: 0.3911 - accuracy: 0.8285 Epoch 380/500 58/58 [==============================] - 0s 463us/step - loss: 0.3916 - accuracy: 0.8229 Epoch 381/500 58/58 [==============================] - 0s 501us/step - loss: 0.3911 - accuracy: 0.8264 Epoch 382/500 58/58 [==============================] - 0s 428us/step - loss: 0.3917 - accuracy: 0.8257 Epoch 383/500 58/58 [==============================] - 0s 411us/step - loss: 0.3910 - accuracy: 0.8264 Epoch 384/500 58/58 [==============================] - 0s 423us/step - loss: 0.3897 - accuracy: 0.8257 Epoch 385/500 58/58 [==============================] - 0s 881us/step - loss: 0.3910 - accuracy: 0.8229 Epoch 386/500 58/58 [==============================] - 0s 406us/step - loss: 0.3902 - accuracy: 0.8278 Epoch 387/500 58/58 [==============================] - 0s 404us/step - loss: 0.3906 - accuracy: 0.8229 Epoch 388/500 58/58 [==============================] - 0s 417us/step - loss: 0.3901 - accuracy: 0.8264 Epoch 389/500 58/58 [==============================] - 0s 431us/step - loss: 0.3903 - accuracy: 0.8285 Epoch 390/500 58/58 [==============================] - 0s 421us/step - loss: 0.3901 - accuracy: 0.8264 Epoch 391/500 58/58 [==============================] - 0s 435us/step - loss: 0.3898 - accuracy: 0.8306 Epoch 392/500 58/58 [==============================] - 0s 419us/step - loss: 0.3896 - accuracy: 0.8285 Epoch 393/500 58/58 [==============================] - 0s 421us/step - loss: 0.3892 - accuracy: 0.8271 Epoch 394/500 58/58 [==============================] - 0s 431us/step - loss: 0.3899 - accuracy: 0.8271 Epoch 395/500 58/58 [==============================] - 0s 406us/step - loss: 0.3888 - accuracy: 0.8257 Epoch 396/500 58/58 [==============================] - 0s 431us/step - loss: 0.3898 - accuracy: 0.8229 Epoch 397/500 58/58 [==============================] - 0s 420us/step - loss: 0.3887 - accuracy: 0.8306 Epoch 398/500 58/58 [==============================] - 0s 403us/step - loss: 0.3886 - accuracy: 0.8257 Epoch 399/500 58/58 [==============================] - 0s 393us/step - loss: 0.3882 - accuracy: 0.8264 Epoch 400/500 58/58 [==============================] - 0s 409us/step - loss: 0.3884 - accuracy: 0.8271 Epoch 401/500 58/58 [==============================] - 0s 417us/step - loss: 0.3877 - accuracy: 0.8313 Epoch 402/500 58/58 [==============================] - 0s 408us/step - loss: 0.3881 - accuracy: 0.8271 Epoch 403/500 58/58 [==============================] - 0s 412us/step - loss: 0.3879 - accuracy: 0.8285 Epoch 404/500 58/58 [==============================] - 0s 442us/step - loss: 0.3872 - accuracy: 0.8292 Epoch 405/500 58/58 [==============================] - 0s 420us/step - loss: 0.3872 - accuracy: 0.8271 Epoch 406/500 58/58 [==============================] - 0s 430us/step - loss: 0.3866 - accuracy: 0.8299 Epoch 407/500 58/58 [==============================] - 0s 416us/step - loss: 0.3872 - accuracy: 0.8306 Epoch 408/500 58/58 [==============================] - 0s 417us/step - loss: 0.3870 - accuracy: 0.8299 Epoch 409/500 58/58 [==============================] - 0s 406us/step - loss: 0.3869 - accuracy: 0.8236 Epoch 410/500 58/58 [==============================] - 0s 416us/step - loss: 0.3860 - accuracy: 0.8292 Epoch 411/500 58/58 [==============================] - 0s 404us/step - loss: 0.3860 - accuracy: 0.8313 Epoch 412/500 58/58 [==============================] - 0s 406us/step - loss: 0.3861 - accuracy: 0.8278 Epoch 413/500 58/58 [==============================] - 0s 438us/step - loss: 0.3855 - accuracy: 0.8278 Epoch 414/500 58/58 [==============================] - 0s 387us/step - loss: 0.3849 - accuracy: 0.8299 Epoch 415/500 58/58 [==============================] - 0s 412us/step - loss: 0.3851 - accuracy: 0.8299 Epoch 416/500 58/58 [==============================] - 0s 413us/step - loss: 0.3848 - accuracy: 0.8292 Epoch 417/500 58/58 [==============================] - 0s 411us/step - loss: 0.3845 - accuracy: 0.8250 Epoch 418/500 58/58 [==============================] - 0s 392us/step - loss: 0.3852 - accuracy: 0.8292 Epoch 419/500 58/58 [==============================] - 0s 411us/step - loss: 0.3846 - accuracy: 0.8278 Epoch 420/500 58/58 [==============================] - 0s 392us/step - loss: 0.3841 - accuracy: 0.8306 Epoch 421/500 58/58 [==============================] - 0s 390us/step - loss: 0.3838 - accuracy: 0.8306 Epoch 422/500 58/58 [==============================] - 0s 416us/step - loss: 0.3844 - accuracy: 0.8271 Epoch 423/500 58/58 [==============================] - 0s 397us/step - loss: 0.3836 - accuracy: 0.8257 Epoch 424/500 58/58 [==============================] - 0s 417us/step - loss: 0.3829 - accuracy: 0.8243 Epoch 425/500 58/58 [==============================] - 0s 401us/step - loss: 0.3836 - accuracy: 0.8243 Epoch 426/500 58/58 [==============================] - 0s 405us/step - loss: 0.3830 - accuracy: 0.8229 Epoch 427/500 58/58 [==============================] - 0s 420us/step - loss: 0.3827 - accuracy: 0.8313 Epoch 428/500 58/58 [==============================] - 0s 423us/step - loss: 0.3819 - accuracy: 0.8257 Epoch 429/500 58/58 [==============================] - 0s 422us/step - loss: 0.3826 - accuracy: 0.8278 Epoch 430/500 58/58 [==============================] - 0s 411us/step - loss: 0.3822 - accuracy: 0.8306 Epoch 431/500 58/58 [==============================] - 0s 405us/step - loss: 0.3823 - accuracy: 0.8326 Epoch 432/500 58/58 [==============================] - 0s 401us/step - loss: 0.3823 - accuracy: 0.8257 Epoch 433/500 58/58 [==============================] - 0s 409us/step - loss: 0.3820 - accuracy: 0.8257 Epoch 434/500 58/58 [==============================] - 0s 381us/step - loss: 0.3816 - accuracy: 0.8264 Epoch 435/500 58/58 [==============================] - 0s 404us/step - loss: 0.3819 - accuracy: 0.8299 Epoch 436/500 58/58 [==============================] - 0s 405us/step - loss: 0.3820 - accuracy: 0.8250 Epoch 437/500 58/58 [==============================] - 0s 397us/step - loss: 0.3815 - accuracy: 0.8222 Epoch 438/500 58/58 [==============================] - 0s 409us/step - loss: 0.3818 - accuracy: 0.8229 Epoch 439/500 58/58 [==============================] - 0s 397us/step - loss: 0.3815 - accuracy: 0.8292 Epoch 440/500 58/58 [==============================] - 0s 620us/step - loss: 0.3811 - accuracy: 0.8250 Epoch 441/500 58/58 [==============================] - 0s 450us/step - loss: 0.3811 - accuracy: 0.8264 Epoch 442/500 58/58 [==============================] - 0s 401us/step - loss: 0.3796 - accuracy: 0.8285 Epoch 443/500 58/58 [==============================] - 0s 408us/step - loss: 0.3801 - accuracy: 0.8313 Epoch 444/500 58/58 [==============================] - 0s 394us/step - loss: 0.3803 - accuracy: 0.8257 Epoch 445/500 58/58 [==============================] - 0s 399us/step - loss: 0.3805 - accuracy: 0.8264 Epoch 446/500 58/58 [==============================] - 0s 397us/step - loss: 0.3800 - accuracy: 0.8292 Epoch 447/500 58/58 [==============================] - 0s 400us/step - loss: 0.3807 - accuracy: 0.8264 Epoch 448/500 58/58 [==============================] - 0s 395us/step - loss: 0.3796 - accuracy: 0.8292 Epoch 449/500 58/58 [==============================] - 0s 381us/step - loss: 0.3799 - accuracy: 0.8257 Epoch 450/500 58/58 [==============================] - 0s 385us/step - loss: 0.3797 - accuracy: 0.8292 Epoch 451/500 58/58 [==============================] - 0s 381us/step - loss: 0.3792 - accuracy: 0.8271 Epoch 452/500 58/58 [==============================] - 0s 374us/step - loss: 0.3798 - accuracy: 0.8306 Epoch 453/500 58/58 [==============================] - 0s 356us/step - loss: 0.3786 - accuracy: 0.8278 Epoch 454/500 58/58 [==============================] - 0s 380us/step - loss: 0.3791 - accuracy: 0.8299 Epoch 455/500 58/58 [==============================] - 0s 363us/step - loss: 0.3791 - accuracy: 0.8292 Epoch 456/500 58/58 [==============================] - 0s 370us/step - loss: 0.3790 - accuracy: 0.8264 Epoch 457/500 58/58 [==============================] - 0s 383us/step - loss: 0.3783 - accuracy: 0.8306 Epoch 458/500 58/58 [==============================] - 0s 389us/step - loss: 0.3785 - accuracy: 0.8271 Epoch 459/500 58/58 [==============================] - 0s 394us/step - loss: 0.3782 - accuracy: 0.8313 Epoch 460/500 58/58 [==============================] - 0s 427us/step - loss: 0.3778 - accuracy: 0.8292 Epoch 461/500 58/58 [==============================] - 0s 407us/step - loss: 0.3786 - accuracy: 0.8278 Epoch 462/500 58/58 [==============================] - 0s 409us/step - loss: 0.3785 - accuracy: 0.8285 Epoch 463/500 58/58 [==============================] - 0s 398us/step - loss: 0.3781 - accuracy: 0.8340 Epoch 464/500 58/58 [==============================] - 0s 423us/step - loss: 0.3783 - accuracy: 0.8306 Epoch 465/500 58/58 [==============================] - 0s 387us/step - loss: 0.3777 - accuracy: 0.8278 Epoch 466/500 58/58 [==============================] - 0s 396us/step - loss: 0.3776 - accuracy: 0.8292 Epoch 467/500 58/58 [==============================] - 0s 389us/step - loss: 0.3771 - accuracy: 0.8278 Epoch 468/500 58/58 [==============================] - 0s 412us/step - loss: 0.3776 - accuracy: 0.8347 Epoch 469/500 58/58 [==============================] - 0s 431us/step - loss: 0.3774 - accuracy: 0.8250 Epoch 470/500 58/58 [==============================] - 0s 416us/step - loss: 0.3775 - accuracy: 0.8278 Epoch 471/500 58/58 [==============================] - 0s 419us/step - loss: 0.3774 - accuracy: 0.8292 Epoch 472/500 58/58 [==============================] - 0s 416us/step - loss: 0.3772 - accuracy: 0.8347 Epoch 473/500 58/58 [==============================] - 0s 414us/step - loss: 0.3772 - accuracy: 0.8285 Epoch 474/500 58/58 [==============================] - 0s 375us/step - loss: 0.3767 - accuracy: 0.8313 Epoch 475/500 58/58 [==============================] - 0s 400us/step - loss: 0.3771 - accuracy: 0.8285 Epoch 476/500 58/58 [==============================] - 0s 398us/step - loss: 0.3764 - accuracy: 0.8306 Epoch 477/500 58/58 [==============================] - 0s 436us/step - loss: 0.3763 - accuracy: 0.8326 Epoch 478/500 58/58 [==============================] - 0s 416us/step - loss: 0.3762 - accuracy: 0.8306 Epoch 479/500 58/58 [==============================] - 0s 425us/step - loss: 0.3762 - accuracy: 0.8299 Epoch 480/500 58/58 [==============================] - 0s 405us/step - loss: 0.3763 - accuracy: 0.8299 Epoch 481/500 58/58 [==============================] - 0s 407us/step - loss: 0.3757 - accuracy: 0.8333 Epoch 482/500 58/58 [==============================] - 0s 399us/step - loss: 0.3758 - accuracy: 0.8313 Epoch 483/500 58/58 [==============================] - 0s 377us/step - loss: 0.3753 - accuracy: 0.8299 Epoch 484/500 58/58 [==============================] - 0s 360us/step - loss: 0.3762 - accuracy: 0.8306 Epoch 485/500 58/58 [==============================] - 0s 337us/step - loss: 0.3760 - accuracy: 0.8313 Epoch 486/500 58/58 [==============================] - 0s 358us/step - loss: 0.3753 - accuracy: 0.8313 Epoch 487/500 58/58 [==============================] - 0s 373us/step - loss: 0.3755 - accuracy: 0.8292 Epoch 488/500 58/58 [==============================] - 0s 357us/step - loss: 0.3746 - accuracy: 0.8292 Epoch 489/500 58/58 [==============================] - 0s 354us/step - loss: 0.3751 - accuracy: 0.8299 Epoch 490/500 58/58 [==============================] - 0s 428us/step - loss: 0.3737 - accuracy: 0.8313 Epoch 491/500 58/58 [==============================] - 0s 992us/step - loss: 0.3744 - accuracy: 0.8299 Epoch 492/500 58/58 [==============================] - 0s 397us/step - loss: 0.3747 - accuracy: 0.8313 Epoch 493/500 58/58 [==============================] - 0s 355us/step - loss: 0.3739 - accuracy: 0.8361 Epoch 494/500 58/58 [==============================] - 0s 365us/step - loss: 0.3744 - accuracy: 0.8278 Epoch 495/500 58/58 [==============================] - 0s 353us/step - loss: 0.3738 - accuracy: 0.8306 Epoch 496/500 58/58 [==============================] - 0s 350us/step - loss: 0.3741 - accuracy: 0.8299 Epoch 497/500 58/58 [==============================] - 0s 351us/step - loss: 0.3735 - accuracy: 0.8285 Epoch 498/500 58/58 [==============================] - 0s 359us/step - loss: 0.3736 - accuracy: 0.8264 Epoch 499/500 58/58 [==============================] - 0s 349us/step - loss: 0.3735 - accuracy: 0.8306 Epoch 500/500 58/58 [==============================] - 0s 362us/step - loss: 0.3729 - accuracy: 0.8340 5/5 [==============================] - 0s 432us/step Epoch 1/500 58/58 [==============================] - 0s 556us/step - loss: 0.6854 - accuracy: 0.6438 Epoch 2/500 58/58 [==============================] - 0s 429us/step - loss: 0.6573 - accuracy: 0.6521 Epoch 3/500 58/58 [==============================] - 0s 367us/step - loss: 0.6132 - accuracy: 0.6521 Epoch 4/500 58/58 [==============================] - 0s 371us/step - loss: 0.5703 - accuracy: 0.6521 Epoch 5/500 58/58 [==============================] - 0s 384us/step - loss: 0.5387 - accuracy: 0.6660 Epoch 6/500 58/58 [==============================] - 0s 390us/step - loss: 0.5220 - accuracy: 0.7465 Epoch 7/500 58/58 [==============================] - 0s 377us/step - loss: 0.5111 - accuracy: 0.7569 Epoch 8/500 58/58 [==============================] - 0s 391us/step - loss: 0.5026 - accuracy: 0.7556 Epoch 9/500 58/58 [==============================] - 0s 380us/step - loss: 0.4956 - accuracy: 0.7597 Epoch 10/500 58/58 [==============================] - 0s 359us/step - loss: 0.4907 - accuracy: 0.7569 Epoch 11/500 58/58 [==============================] - 0s 369us/step - loss: 0.4875 - accuracy: 0.7611 Epoch 12/500 58/58 [==============================] - 0s 356us/step - loss: 0.4853 - accuracy: 0.7618 Epoch 13/500 58/58 [==============================] - 0s 344us/step - loss: 0.4837 - accuracy: 0.7639 Epoch 14/500 58/58 [==============================] - 0s 342us/step - loss: 0.4823 - accuracy: 0.7632 Epoch 15/500 58/58 [==============================] - 0s 345us/step - loss: 0.4808 - accuracy: 0.7618 Epoch 16/500 58/58 [==============================] - 0s 351us/step - loss: 0.4796 - accuracy: 0.7618 Epoch 17/500 58/58 [==============================] - 0s 345us/step - loss: 0.4786 - accuracy: 0.7583 Epoch 18/500 58/58 [==============================] - 0s 340us/step - loss: 0.4775 - accuracy: 0.7563 Epoch 19/500 58/58 [==============================] - 0s 351us/step - loss: 0.4765 - accuracy: 0.7597 Epoch 20/500 58/58 [==============================] - 0s 355us/step - loss: 0.4759 - accuracy: 0.7528 Epoch 21/500 58/58 [==============================] - 0s 345us/step - loss: 0.4751 - accuracy: 0.7556 Epoch 22/500 58/58 [==============================] - 0s 366us/step - loss: 0.4740 - accuracy: 0.7576 Epoch 23/500 58/58 [==============================] - 0s 393us/step - loss: 0.4735 - accuracy: 0.7576 Epoch 24/500 58/58 [==============================] - 0s 364us/step - loss: 0.4729 - accuracy: 0.7583 Epoch 25/500 58/58 [==============================] - 0s 368us/step - loss: 0.4720 - accuracy: 0.7563 Epoch 26/500 58/58 [==============================] - 0s 364us/step - loss: 0.4715 - accuracy: 0.7597 Epoch 27/500 58/58 [==============================] - 0s 363us/step - loss: 0.4704 - accuracy: 0.7639 Epoch 28/500 58/58 [==============================] - 0s 359us/step - loss: 0.4700 - accuracy: 0.7646 Epoch 29/500 58/58 [==============================] - 0s 358us/step - loss: 0.4691 - accuracy: 0.7653 Epoch 30/500 58/58 [==============================] - 0s 361us/step - loss: 0.4684 - accuracy: 0.7632 Epoch 31/500 1/58 [..............................] - ETA: 0s - loss: 0.6117 - accuracy: 0.6800[CV] END ................................C=0.001, penalty=l2; total time= 0.0s [CV] END ..................................C=0.1, penalty=l1; total time= 0.0s [CV] END ..................................C=0.1, penalty=l2; total time= 0.0s [CV] END ..................................C=0.1, penalty=l2; total time= 0.0s [CV] END ....................................C=1, penalty=l1; total time= 0.0s [CV] END ....................................C=1, penalty=l2; total time= 0.0s [CV] END ...................................C=10, penalty=l1; total time= 0.0s [CV] END ...................................C=10, penalty=l2; total time= 0.0s [CV] END ..................................C=100, penalty=l1; total time= 0.0s [CV] END ..................................C=100, penalty=l2; total time= 0.0s [CV] END max_depth=3, max_features=2, min_samples_split=2, n_estimators=50; total time= 0.0s [CV] END max_depth=3, max_features=2, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=3, max_features=2, min_samples_split=2, n_estimators=150; total time= 0.1s [CV] END max_depth=3, max_features=2, min_samples_split=8, n_estimators=50; total time= 0.0s [CV] END max_depth=3, max_features=2, min_samples_split=8, n_estimators=100; total time= 0.1s [CV] END max_depth=3, max_features=2, min_samples_split=8, n_estimators=150; total time= 0.1s [CV] END max_depth=3, max_features=3, min_samples_split=2, n_estimators=50; total time= 0.0s [CV] END max_depth=3, max_features=3, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=3, max_features=3, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=3, max_features=3, min_samples_split=5, n_estimators=150; total time= 0.1s [CV] END max_depth=3, max_features=3, min_samples_split=5, n_estimators=150; total time= 0.1s [CV] END max_depth=3, max_features=4, min_samples_split=2, n_estimators=150; total time= 0.2s [CV] END max_depth=3, max_features=4, min_samples_split=5, n_estimators=50; total time= 0.0s [CV] END max_depth=3, max_features=4, min_samples_split=5, n_estimators=50; total time= 0.1s [CV] END max_depth=3, max_features=4, min_samples_split=5, n_estimators=50; total time= 0.1s [CV] END max_depth=3, max_features=4, min_samples_split=8, n_estimators=150; total time= 0.1s [CV] END max_depth=3, max_features=4, min_samples_split=8, n_estimators=150; total time= 0.1s [CV] END max_depth=3, max_features=4, min_samples_split=8, n_estimators=150; total time= 0.2s [CV] END max_depth=5, max_features=2, min_samples_split=2, n_estimators=50; total time= 0.0s [CV] END max_depth=5, max_features=2, min_samples_split=8, n_estimators=150; total time= 0.2s [CV] END max_depth=5, max_features=2, min_samples_split=8, n_estimators=150; total time= 0.2s [CV] END max_depth=5, max_features=2, min_samples_split=8, n_estimators=150; total time= 0.2s [CV] END max_depth=5, max_features=2, min_samples_split=8, n_estimators=150; total time= 0.2s [CV] END max_depth=5, max_features=3, min_samples_split=8, n_estimators=150; total time= 0.2s [CV] END max_depth=5, max_features=3, min_samples_split=8, n_estimators=150; total time= 0.2s [CV] END max_depth=5, max_features=3, min_samples_split=8, n_estimators=150; total time= 0.2s [CV] END max_depth=5, max_features=3, min_samples_split=8, n_estimators=150; total time= 0.2s [CV] END max_depth=5, max_features=4, min_samples_split=8, n_estimators=100; total time= 0.1s [CV] END max_depth=5, max_features=4, min_samples_split=8, n_estimators=150; total time= 0.2s [CV] END max_depth=5, max_features=4, min_samples_split=8, n_estimators=150; total time= 0.2s [CV] END max_depth=5, max_features=4, min_samples_split=8, n_estimators=150; total time= 0.2s [CV] END max_depth=7, max_features=2, min_samples_split=8, n_estimators=100; total time= 0.1s [CV] END max_depth=7, max_features=2, min_samples_split=8, n_estimators=100; total time= 0.1s [CV] END max_depth=7, max_features=2, min_samples_split=8, n_estimators=150; total time= 0.2s [CV] END max_depth=7, max_features=2, min_samples_split=8, n_estimators=150; total time= 0.2s [CV] END max_depth=7, max_features=3, min_samples_split=5, n_estimators=150; total time= 0.2s [CV] END max_depth=7, max_features=3, min_samples_split=8, n_estimators=50; total time= 0.1s [CV] END max_depth=7, max_features=3, min_samples_split=8, n_estimators=50; total time= 0.1s [CV] END max_depth=7, max_features=3, min_samples_split=8, n_estimators=50; total time= 0.1s [CV] END max_depth=7, max_features=4, min_samples_split=2, n_estimators=100; total time= 0.2s [CV] END max_depth=7, max_features=4, min_samples_split=2, n_estimators=100; total time= 0.2s [CV] END max_depth=7, max_features=4, min_samples_split=2, n_estimators=150; total time= 0.2s [CV] END max_depth=7, max_features=4, min_samples_split=2, n_estimators=150; total time= 0.2s [CV] END max_depth=9, max_features=2, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=9, max_features=2, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=9, max_features=2, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=9, max_features=2, min_samples_split=2, n_estimators=150; total time= 0.2s [CV] END max_depth=9, max_features=2, min_samples_split=8, n_estimators=100; total time= 0.1s [CV] END max_depth=9, max_features=2, min_samples_split=8, n_estimators=150; total time= 0.2s [CV] END max_depth=9, max_features=2, min_samples_split=8, n_estimators=150; total time= 0.2s [CV] END max_depth=9, max_features=2, min_samples_split=8, n_estimators=150; total time= 0.2s [CV] END max_depth=9, max_features=3, min_samples_split=8, n_estimators=50; total time= 0.1s [CV] END max_depth=9, max_features=3, min_samples_split=8, n_estimators=100; total time= 0.1s [CV] END max_depth=9, max_features=3, min_samples_split=8, n_estimators=100; total time= 0.1s [CV] END max_depth=9, max_features=3, min_samples_split=8, n_estimators=100; total time= 0.1s [CV] END max_depth=9, max_features=4, min_samples_split=5, n_estimators=50; total time= 0.1s [CV] END max_depth=9, max_features=4, min_samples_split=5, n_estimators=50; total time= 0.1s [CV] END max_depth=9, max_features=4, min_samples_split=5, n_estimators=50; total time= 0.1s [CV] END max_depth=9, max_features=4, min_samples_split=5, n_estimators=100; total time= 0.2s [CV] END max_depth=9, max_features=4, min_samples_split=8, n_estimators=100; total time= 0.2s [CV] END max_depth=9, max_features=4, min_samples_split=8, n_estimators=100; total time= 0.2s [CV] END max_depth=9, max_features=4, min_samples_split=8, n_estimators=150; total time= 0.2s [CV] END learning_rate=0.2, max_features=None, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END learning_rate=0.2, max_features=None, n_estimators=200, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.2, max_features=None, n_estimators=300, subsample=0.5; total time= 0.3s [CV] END learning_rate=0.2, max_features=None, n_estimators=300, subsample=0.5; total time= 0.3s [CV] END learning_rate=0.2, max_features=2, n_estimators=200, subsample=0.5; total time= 0.1s [CV] END learning_rate=0.2, max_features=2, n_estimators=200, subsample=1; total time= 0.1s [CV] END learning_rate=0.2, max_features=2, n_estimators=300, subsample=1; total time= 0.2s [CV] END learning_rate=0.2, max_features=2, n_estimators=300, subsample=1; total time= 0.2s [CV] END learning_rate=0.2, max_features=3, n_estimators=300, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.2, max_features=3, n_estimators=300, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.2, max_features=4, n_estimators=200, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.2, max_features=4, n_estimators=200, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.2, max_features=4, n_estimators=300, subsample=1; total time= 0.3s [CV] END learning_rate=0.2, max_features=4, n_estimators=300, subsample=1; total time= 0.3s [CV] END learning_rate=0.5, max_features=None, n_estimators=200, subsample=1; total time= 0.3s [CV] END learning_rate=0.5, max_features=None, n_estimators=200, subsample=1; total time= 0.3s [CV] END learning_rate=0.5, max_features=2, n_estimators=100, subsample=1; total time= 0.1s [CV] END learning_rate=0.5, max_features=2, n_estimators=100, subsample=1; total time= 0.1s [CV] END learning_rate=0.5, max_features=2, n_estimators=200, subsample=1; total time= 0.1s [CV] END learning_rate=0.5, max_features=2, n_estimators=200, subsample=1; total time= 0.1s [CV] END learning_rate=0.5, max_features=3, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END learning_rate=0.5, max_features=3, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END learning_rate=0.5, max_features=3, n_estimators=100, subsample=1; total time= 0.1s [CV] END learning_rate=0.5, max_features=3, n_estimators=100, subsample=1; total time= 0.1s [CV] END learning_rate=0.5, max_features=3, n_estimators=300, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.5, max_features=3, n_estimators=300, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.5, max_features=4, n_estimators=100, subsample=1; total time= 0.1s [CV] END learning_rate=0.5, max_features=4, n_estimators=100, subsample=1; total time= 0.1s [CV] END learning_rate=0.5, max_features=4, n_estimators=200, subsample=1; total time= 0.2s [CV] END learning_rate=0.5, max_features=4, n_estimators=200, subsample=1; total time= 0.2s [CV] END learning_rate=0.6, max_features=None, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END learning_rate=0.6, max_features=None, n_estimators=100, subsample=1; total time= 0.2s [CV] END learning_rate=0.6, max_features=None, n_estimators=200, subsample=1; total time= 0.3s [CV] END learning_rate=0.6, max_features=None, n_estimators=200, subsample=1; total time= 0.3s [CV] END learning_rate=0.6, max_features=2, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END learning_rate=0.6, max_features=2, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END learning_rate=0.6, max_features=2, n_estimators=200, subsample=0.5; total time= 0.1s [CV] END learning_rate=0.6, max_features=2, n_estimators=200, subsample=0.5; total time= 0.1s [CV] END learning_rate=0.6, max_features=2, n_estimators=300, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.6, max_features=2, n_estimators=300, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.6, max_features=3, n_estimators=200, subsample=0.5; total time= 0.1s [CV] END learning_rate=0.6, max_features=3, n_estimators=200, subsample=0.5; total time= 0.1s [CV] END learning_rate=0.6, max_features=3, n_estimators=300, subsample=1; total time= 0.2s [CV] END learning_rate=0.6, max_features=3, n_estimators=300, subsample=1; total time= 0.2s [CV] END learning_rate=0.6, max_features=4, n_estimators=200, subsample=1; total time= 0.2s [CV] END learning_rate=0.6, max_features=4, n_estimators=200, subsample=1; total time= 0.2s [CV] END learning_rate=0.75, max_features=None, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END learning_rate=0.75, max_features=None, n_estimators=100, subsample=1; total time= 0.2s [CV] END learning_rate=0.75, max_features=None, n_estimators=200, subsample=1; total time= 0.3s [CV] END learning_rate=0.75, max_features=None, n_estimators=200, subsample=1; total time= 0.3s [CV] END learning_rate=0.75, max_features=2, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END learning_rate=0.75, max_features=2, n_estimators=100, subsample=1; total time= 0.1s [CV] END learning_rate=0.75, max_features=2, n_estimators=200, subsample=1; total time= 0.1s [CV] END learning_rate=0.75, max_features=2, n_estimators=200, subsample=1; total time= 0.1s [CV] END learning_rate=0.75, max_features=3, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END learning_rate=0.75, max_features=3, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END learning_rate=0.75, max_features=3, n_estimators=200, subsample=0.5; total time= 0.1s [CV] END learning_rate=0.75, max_features=3, n_estimators=200, subsample=0.5; total time= 0.1s [CV] END learning_rate=0.75, max_features=3, n_estimators=300, subsample=1; total time= 0.2s [CV] END learning_rate=0.75, max_features=3, n_estimators=300, subsample=1; total time= 0.3s [CV] END learning_rate=0.75, max_features=4, n_estimators=200, subsample=1; total time= 0.2s [CV] END learning_rate=0.75, max_features=4, n_estimators=200, subsample=1; total time= 0.2s [CV] END learning_rate=0.85, max_features=None, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END learning_rate=0.85, max_features=None, n_estimators=100, subsample=1; total time= 0.2s [CV] END learning_rate=0.85, max_features=None, n_estimators=200, subsample=1; total time= 0.3s [CV] END learning_rate=0.85, max_features=None, n_estimators=200, subsample=1; total time= 0.3s [CV] END learning_rate=0.85, max_features=2, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END learning_rate=0.85, max_features=2, n_estimators=100, subsample=1; total time= 0.1s [CV] END learning_rate=0.85, max_features=2, n_estimators=200, subsample=0.5; total time= 0.1s [CV] END learning_rate=0.85, max_features=2, n_estimators=200, subsample=0.5; total time= 0.1s [CV] END learning_rate=0.85, max_features=2, n_estimators=300, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.85, max_features=2, n_estimators=300, subsample=1; total time= 0.2s [CV] END learning_rate=0.85, max_features=3, n_estimators=200, subsample=0.5; total time= 0.1s [CV] END learning_rate=0.85, max_features=3, n_estimators=200, subsample=1; total time= 0.2s [CV] END learning_rate=0.85, max_features=4, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END learning_rate=0.85, max_features=4, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END learning_rate=0.85, max_features=4, n_estimators=100, subsample=1; total time= 0.1s [CV] END learning_rate=0.85, max_features=4, n_estimators=100, subsample=1; total time= 0.1s [CV] END learning_rate=0.85, max_features=4, n_estimators=200, subsample=1; total time= 0.2s [CV] END learning_rate=0.85, max_features=4, n_estimators=200, subsample=1; total time= 0.2s [CV] END learning_rate=1.0, max_features=None, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END learning_rate=1.0, max_features=None, n_estimators=100, subsample=1; total time= 0.2s [CV] END learning_rate=1.0, max_features=None, n_estimators=200, subsample=1; total time= 0.3s [CV] END learning_rate=1.0, max_features=None, n_estimators=200, subsample=1; total time= 0.3s [CV] END learning_rate=1.0, max_features=2, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END learning_rate=1.0, max_features=2, n_estimators=100, subsample=1; total time= 0.1s [CV] END learning_rate=1.0, max_features=2, n_estimators=200, subsample=0.5; total time= 0.1s [CV] END learning_rate=1.0, max_features=2, n_estimators=200, subsample=1; total time= 0.1s [CV] END learning_rate=1.0, max_features=2, n_estimators=300, subsample=1; total time= 0.2s [CV] END learning_rate=1.0, max_features=2, n_estimators=300, subsample=1; total time= 0.2s [CV] END learning_rate=1.0, max_features=3, n_estimators=200, subsample=1; total time= 0.2s [CV] END learning_rate=1.0, max_features=3, n_estimators=200, subsample=1; total time= 0.2s [CV] END learning_rate=1.0, max_features=4, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END learning_rate=1.0, max_features=4, n_estimators=100, subsample=1; total time= 0.1s [CV] END learning_rate=1.0, max_features=4, n_estimators=200, subsample=0.5; total time= 0.2s [CV] END learning_rate=1.0, max_features=4, n_estimators=200, subsample=1; total time= 0.2s [CV] END learning_rate=1.25, max_features=None, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END learning_rate=1.25, max_features=None, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END learning_rate=1.25, max_features=None, n_estimators=100, subsample=1; total time= 0.2s [CV] END learning_rate=1.25, max_features=None, n_estimators=100, subsample=1; total time= 0.2s [CV] END learning_rate=1.25, max_features=None, n_estimators=300, subsample=0.5; total time= 0.3s [CV] END learning_rate=1.25, max_features=None, n_estimators=300, subsample=0.5; total time= 0.3s [CV] END learning_rate=1.25, max_features=2, n_estimators=200, subsample=0.5; total time= 0.1s [CV] END learning_rate=1.25, max_features=2, n_estimators=200, subsample=1; total time= 0.2s [CV] END learning_rate=1.25, max_features=2, n_estimators=300, subsample=1; total time= 0.2s [CV] END learning_rate=1.25, max_features=2, n_estimators=300, subsample=1; total time= 0.2s [CV] END learning_rate=1.25, max_features=3, n_estimators=300, subsample=0.5; total time= 0.2s [CV] END learning_rate=1.25, max_features=3, n_estimators=300, subsample=1; total time= 0.2s [CV] END learning_rate=1.25, max_features=4, n_estimators=200, subsample=1; total time= 0.2s [CV] END learning_rate=1.25, max_features=4, n_estimators=200, subsample=1; total time= 0.2s [CV] END learning_rate=1.5, max_features=None, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END learning_rate=1.5, max_features=None, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END learning_rate=1.5, max_features=None, n_estimators=200, subsample=0.5; total time= 0.2s [CV] END learning_rate=1.5, max_features=None, n_estimators=200, subsample=0.5; total time= 0.2s [CV] END learning_rate=1.5, max_features=None, n_estimators=300, subsample=1; total time= 0.4s [CV] END learning_rate=1.5, max_features=None, n_estimators=300, subsample=1; total time= 0.4s [CV] END learning_rate=1.5, max_features=3, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END learning_rate=1.5, max_features=3, n_estimators=100, subsample=1; total time= 0.1s [CV] END learning_rate=1.5, max_features=3, n_estimators=200, subsample=0.5; total time= 0.1s [CV] END learning_rate=1.5, max_features=3, n_estimators=200, subsample=1; total time= 0.1s [CV] END learning_rate=1.5, max_features=4, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END learning_rate=1.5, max_features=4, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END learning_rate=1.5, max_features=4, n_estimators=100, subsample=1; total time= 0.1s [CV] END learning_rate=1.5, max_features=4, n_estimators=100, subsample=1; total time= 0.1s [CV] END learning_rate=1.5, max_features=4, n_estimators=200, subsample=1; total time= 0.2s [CV] END learning_rate=1.5, max_features=4, n_estimators=200, subsample=1; total time= 0.2s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=3, n_estimators=100, subsample=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=3, n_estimators=300, subsample=1; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=3, n_estimators=300, subsample=1; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=5, n_estimators=300, subsample=1; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=5, n_estimators=300, subsample=1; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=3, n_estimators=100, subsample=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=3, n_estimators=100, subsample=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=3, n_estimators=100, subsample=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=3, n_estimators=100, subsample=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=3, n_estimators=300, subsample=0.5; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=3, n_estimators=300, subsample=0.5; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=5, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=5, n_estimators=100, subsample=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=5, n_estimators=300, subsample=0.5; total time= 0.2s [CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=5, n_estimators=300, subsample=1; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=6, n_estimators=300, subsample=1; total time= 0.2s [CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=6, n_estimators=300, subsample=1; total time= 0.2s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=5, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=5, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=5, n_estimators=300, subsample=0.5; total time= 0.3s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=5, n_estimators=300, subsample=1; total time= 0.2s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=300, subsample=1; total time= 0.2s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=300, subsample=1; total time= 0.3s [CV] END colsample_bytree=1, learning_rate=0.3, max_depth=5, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END colsample_bytree=1, learning_rate=0.3, max_depth=5, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END colsample_bytree=1, learning_rate=0.3, max_depth=5, n_estimators=300, subsample=0.5; total time= 0.2s [CV] END colsample_bytree=1, learning_rate=0.3, max_depth=5, n_estimators=300, subsample=1; total time= 0.2s [CV] END .........................................alpha=0.01; total time= 0.1s [CV] END ..........................................alpha=0.1; total time= 0.1s [CV] END ..........................................alpha=1.0; total time= 0.1s 58/58 [==============================] - 0s 371us/step - loss: 0.4677 - accuracy: 0.7639 Epoch 32/500 58/58 [==============================] - 0s 395us/step - loss: 0.4671 - accuracy: 0.7681 Epoch 33/500 58/58 [==============================] - 0s 405us/step - loss: 0.4663 - accuracy: 0.7681 Epoch 34/500 58/58 [==============================] - 0s 423us/step - loss: 0.4658 - accuracy: 0.7646 Epoch 35/500 1/58 [..............................] - ETA: 0s - loss: 0.5192 - accuracy: 0.6800[CV] END ................................C=0.001, penalty=l1; total time= 0.0s [CV] END ................................C=0.001, penalty=l2; total time= 0.0s [CV] END .................................C=0.01, penalty=l1; total time= 0.0s [CV] END .................................C=0.01, penalty=l1; total time= 0.0s [CV] END .................................C=0.01, penalty=l2; total time= 0.0s [CV] END .................................C=0.01, penalty=l2; total time= 0.0s [CV] END ..................................C=0.1, penalty=l1; total time= 0.0s [CV] END ..................................C=0.1, penalty=l1; total time= 0.0s [CV] END ..................................C=0.1, penalty=l2; total time= 0.0s [CV] END ....................................C=1, penalty=l1; total time= 0.0s [CV] END ....................................C=1, penalty=l1; total time= 0.0s [CV] END ....................................C=1, penalty=l2; total time= 0.0s 58/58 [==============================] - 0s 389us/step - loss: 0.4653 - accuracy: 0.7708 ..............C=1000, penalty=l2; total time= 0.0s [CV] END max_depth=3, max_features=2, min_samples_split=2, n_estimators=50; total time= 0.0s [CV] END max_depth=3, max_features=2, min_samples_split=2, n_estimators=150; total time= 0.1s [CV] END max_depth=3, max_features=2, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=3, max_features=2, min_samples_split=5, n_estimators=150; total time= 0.1s [CV] END max_depth=3, max_features=3, min_samples_split=2, n_estimators=50; total time= 0.0s [CV] END max_depth=3, max_features=3, min_samples_split=2, n_estimators=50; total time= 0.0s [CV] END max_depth=3, max_features=3, min_samples_split=5, n_estimators=50; total time= 0.0s [CV] END max_depth=3, max_features=3, min_samples_split=5, n_estimators=50; total time= 0.0s [CV] END max_depth=3, max_features=3, min_samples_split=5, n_estimators=50; total time= 0.0s [CV] END max_depth=3, max_features=3, min_samples_split=5, n_estimators=50; total time= 0.1s [CV] END max_depth=3, max_features=3, min_samples_split=8, n_estimators=100; total time= 0.1s [CV] END max_depth=3, max_features=3, min_samples_split=8, n_estimators=100; total time= 0.1s [CV] END max_depth=3, max_features=3, min_samples_split=8, n_estimators=100; total time= 0.1s [CV] END max_depth=3, max_features=3, min_samples_split=8, n_estimators=100; total time= 0.1s [CV] END max_depth=3, max_features=4, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=3, max_features=4, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=3, max_features=4, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=3, max_features=4, min_samples_split=5, n_estimators=150; total time= 0.2s [CV] END max_depth=5, max_features=2, min_samples_split=2, n_estimators=150; total time= 0.1s [CV] END max_depth=5, max_features=2, min_samples_split=2, n_estimators=150; total time= 0.1s [CV] END max_depth=5, max_features=2, min_samples_split=5, n_estimators=50; total time= 0.1s [CV] END max_depth=5, max_features=2, min_samples_split=5, n_estimators=50; total time= 0.1s [CV] END max_depth=5, max_features=3, min_samples_split=2, n_estimators=50; total time= 0.1s [CV] END max_depth=5, max_features=3, min_samples_split=2, n_estimators=50; total time= 0.1s [CV] END max_depth=5, max_features=3, min_samples_split=2, n_estimators=50; total time= 0.1s [CV] END max_depth=5, max_features=3, min_samples_split=2, n_estimators=50; total time= 0.1s [CV] END max_depth=5, max_features=3, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=5, max_features=3, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=5, max_features=3, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=5, max_features=3, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=5, max_features=4, min_samples_split=2, n_estimators=150; total time= 0.2s [CV] END max_depth=5, max_features=4, min_samples_split=2, n_estimators=150; total time= 0.2s [CV] END max_depth=5, max_features=4, min_samples_split=2, n_estimators=150; total time= 0.2s [CV] END max_depth=5, max_features=4, min_samples_split=2, n_estimators=150; total time= 0.2s [CV] END max_depth=7, max_features=2, min_samples_split=2, n_estimators=150; total time= 0.2s [CV] END max_depth=7, max_features=2, min_samples_split=2, n_estimators=150; total time= 0.2s [CV] END max_depth=7, max_features=2, min_samples_split=2, n_estimators=150; total time= 0.2s [CV] END max_depth=7, max_features=2, min_samples_split=2, n_estimators=150; total time= 0.2s [CV] END max_depth=7, max_features=3, min_samples_split=2, n_estimators=150; total time= 0.2s [CV] END max_depth=7, max_features=3, min_samples_split=2, n_estimators=150; total time= 0.2s [CV] END max_depth=7, max_features=3, min_samples_split=5, n_estimators=50; total time= 0.1s [CV] END max_depth=7, maxEpoch 36/500 _features=3, min_samples_split=5, n_estimators=50; total time= 0.1s [CV] END max_depth=7, max_features=4, min_samples_split=2, n_estimators=50; total time= 0.1s [CV] END max_depth=7, max_features=4, min_samples_split=2, n_estimators=50; total time= 0.1s [CV] END max_depth=7, max_features=4, min_samples_split=2, n_estimators=50; total time= 0.1s [CV] END max_depth=7, max_features=4, min_samples_split=2, n_estimators=50; total time= 0.1s [CV] END max_depth=7, max_features=4, min_samples_split=5, n_estimators=100; total time= 0.2s [CV] END max_depth=7, max_features=4, min_samples_split=5, n_estimators=100; total time= 0.2s [CV] END max_depth=7, max_features=4, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=7, max_features=4, min_samples_split=5, n_estimators=100; total time= 0.2s [CV] END max_depth=7, max_features=4, min_samples_split=8, n_estimators=150; total time= 0.2s [CV] END max_depth=9, max_features=2, min_samples_split=2, n_estimators=50; total time= 0.1s [CV] END max_depth=9, max_features=2, min_samples_split=2, n_estimators=50; total time= 0.1s [CV] END max_depth=9, max_features=2, min_samples_split=2, n_estimators=50; total time= 0.1s [CV] END max_depth=9, max_features=2, min_samples_split=8, n_estimators=100; total time= 0.1s [CV] END max_depth=9, max_features=2, min_samples_split=8, n_estimators=100; total time= 0.1s [CV] END max_depth=9, max_features=2, min_samples_split=8, n_estimators=100; total time= 0.1s [CV] END max_depth=9, max_features=2, min_samples_split=8, n_estimators=100; total time= 0.1s [CV] END max_depth=9, max_features=3, min_samples_split=2, n_estimators=150; total time= 0.2s [CV] END max_depth=9, max_features=3, min_samples_split=5, n_estimators=50; total time= 0.1s [CV] END max_depth=9, max_features=3, min_samples_split=5, n_estimators=50; total time= 0.1s [CV] END max_depth=9, max_features=3, min_samples_split=5, n_estimators=50; total time= 0.1s [CV] END max_depth=9, max_features=3, min_samples_split=8, n_estimators=150; total time= 0.2s [CV] END max_depth=9, max_features=3, min_samples_split=8, n_estimators=150; total time= 0.2s [CV] END max_depth=9, max_features=3, min_samples_split=8, n_estimators=150; total time= 0.2s [CV] END max_depth=9, max_features=4, min_samples_split=2, n_estimators=50; total time= 0.1s [CV] END max_depth=9, max_features=4, min_samples_split=8, n_estimators=50; total time= 0.1s [CV] END max_depth=9, max_features=4, min_samples_split=8, n_estimators=100; total time= 0.2s [CV] END max_depth=9, max_features=4, min_samples_split=8, n_estimators=150; total time= 0.2s [CV] END learning_rate=0.2, max_features=None, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END learning_rate=0.2, max_features=None, n_estimators=100, subsample=1; total time= 0.2s [CV] END learning_rate=0.2, max_features=None, n_estimators=200, subsample=1; total time= 0.3s [CV] END learning_rate=0.2, max_features=None, n_estimators=200, subsample=1; total time= 0.3s [CV] END learning_rate=0.2, max_features=2, n_estimators=100, subsample=1; total time= 0.1s [CV] END learning_rate=0.2, max_features=2, n_estimators=100, subsample=1; total time= 0.1s [CV] END learning_rate=0.2, max_features=2, n_estimators=200, subsample=1; total time= 0.1s [CV] END learning_rate=0.2, max_features=2, n_estimators=200, subsample=1; total time= 0.1s [CV] END learning_rate=0.2, max_features=3, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END learning_rate=0.2, max_features=3, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END learning_rate=0.2, max_features=3, n_estimators=100, subsample=1; total time= 0.1s [CV] END learning_rate=0.2, max_features=3, n_estimators=100, subsample=1; total time= 0.1s [CV] END learning_rate=0.2, max_features=3, n_estimators=300, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.2, max_features=3, n_estimators=300, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.2, max_features=4, n_estimators=100, subsample=1; total time= 0.1s [CV] END learning_rate=0.2, max_features=4, n_estimators=100, subsample=1; total time= 0.1s [CV] END learning_rate=0.2, max_features=4, n_estimators=300, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.2, max_features=4, n_estimators=300, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.5, max_features=None, n_estimators=200, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.5, max_features=None, n_estimators=200, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.5, max_features=None, n_estimators=300, subsample=1; total time= 0.4s [CV] END learning_rate=0.5, max_features=None, n_estimators=300, subsample=1; total time= 0.4s [CV] END learning_rate=0.5, max_features=3, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END learning_rate=0.5, max_features=3, n_estimators=100, subsample=1; total time= 0.1s [CV] END learning_rate=0.5, max_features=3, n_estimators=200, subsample=0.5; total time= 0.1s [CV] END learning_rate=0.5, max_features=3, n_estimators=200, subsample=0.5; total time= 0.1s [CV] END learning_rate=0.5, max_features=3, n_estimators=300, subsample=1; total time= 0.2s [CV] END learning_rate=0.5, max_features=3, n_estimators=300, subsample=1; total time= 0.2s [CV] END learning_rate=0.5, max_features=4, n_estimators=300, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.5, max_features=4, n_estimators=300, subsample=1; total time= 0.3s [CV] END learning_rate=0.6, max_features=None, n_estimators=200, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.6, max_features=None, n_estimators=200, subsample=1; total time= 0.3s [CV] END learning_rate=0.6, max_features=2, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END learning_rate=0.6, max_features=2, n_estimators=100, subsample=0.5; total time= 0.1s 1/58 [..............................] - ETA: 0s - loss: 0.2969 - accuracy: 0.9600.1sme= 0 [CV] END learning_rate=0.6, max_features=2, n_estimators=100, subsample=1; total time= 0.1s [CV] END learning_rate=0.6, max_features=2, n_estimators=200, subsample=0.5; total time= 0.1s [CV] END learning_rate=0.6, max_features=2, n_estimators=200, subsample=1; total time= 0.1s [CV] END learning_rate=0.6, max_features=2, n_estimators=300, subsample=1; total time= 0.2s [CV] END learning_rate=0.6, max_features=2, n_estimators=300, subsample=1; total time= 0.2s [CV] END learning_rate=0.6, max_features=3, n_estimators=200, subsample=1; total time= 0.1s [CV] END learning_rate=0.6, max_features=3, n_estimators=200, subsample=1; total time= 0.2s [CV] END learning_rate=0.6, max_features=4, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END learning_rate=0.6, max_features=4, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END learning_rate=0.6, max_features=4, n_estimators=100, subsample=1; total time= 0.1s [CV] END learning_rate=0.6, max_features=4, n_estimators=100, subsample=1; total time= 0.1s [CV] END learning_rate=0.6, max_features=4, n_estimators=300, subsample=0.5; total time= 0.3s [CV] END learning_rate=0.6, max_features=4, n_estimators=300, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.75, max_features=None, n_estimators=200, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.75, max_features=None, n_estimators=200, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.75, max_features=None, n_estimators=300, subsample=1; total time= 0.5s [CV] END learning_rate=0.75, max_features=None, n_estimators=300, subsample=1; total time= 0.4s [CV] END learning_rate=0.75, max_features=3, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END learning_rate=0.75, max_features=3, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END learning_rate=0.75, max_features=3, n_estimators=100, subsample=1; total time= 0.1s [CV] END learning_rate=0.75, max_features=3, n_estimators=100, subsample=1; total time= 0.1s [CV] END learning_rate=0.75, max_features=3, n_estimators=200, subsample=1; total time= 0.2s [CV] END learning_rate=0.75, max_features=3, n_estimators=200, subsample=1; total time= 0.2s [CV] END learning_rate=0.75, max_features=4, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END learning_rate=0.75, max_features=4, n_estimators=100, subsample=1; total time= 0.1s [CV] END learning_rate=0.75, max_features=4, n_estimators=200, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.75, max_features=4, n_estimators=200, subsample=1; total time= 0.2s [CV] END learning_rate=0.85, max_features=None, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END learning_rate=0.85, max_features=None, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END learning_rate=0.85, max_features=None, n_estimators=100, subsample=1; total time= 0.1s [CV] END learning_rate=0.85, max_features=None, n_estimators=100, subsample=1; total time= 0.1s [CV] END learning_rate=0.85, max_features=None, n_estimators=300, subsample=0.5; total time= 0.3s [CV] END learning_rate=0.85, max_features=None, n_estimators=300, subsample=0.5; total time= 0.3s [CV] END learning_rate=0.85, max_features=2, n_estimators=200, subsample=0.5; total time= 0.1s [CV] END learning_rate=0.85, max_features=2, n_estimators=200, subsample=1; total time= 0.1s [CV] END learning_rate=0.85, max_features=2, n_estimators=300, subsample=1; total time= 0.2s [CV] END learning_rate=0.85, max_features=2, n_estimators=300, subsample=1; total time= 0.2s [CV] END learning_rate=0.85, max_features=3, n_estimators=300, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.85, max_features=3, n_estimators=300, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.85, max_features=4, n_estimators=200, subsample=0.5; total time= 0.1s [CV] END learning_rate=0.85, max_features=4, n_estimators=200, subsample=0.5; total time= 0.1s [CV] END learning_rate=0.85, max_features=4, n_estimators=300, subsample=1; total time= 0.3s [CV] END learning_rate=0.85, max_features=4, n_estimators=300, subsample=1; total time= 0.3s [CV] END learning_rate=1.0, max_features=None, n_estimators=300, subsample=0.5; total time= 0.3s [CV] END learning_rate=1.0, max_features=None, n_estimators=300, subsample=0.5; total time= 0.3s [CV] END learning_rate=1.0, max_features=2, n_estimators=200, subsample=0.5; total time= 0.1s [CV] END learning_rate=1.0, max_features=2, n_estimators=200, subsample=0.5; total time= 0.1s [CV] END learning_rate=1.0, max_features=2, n_estimators=300, subsample=0.5; total time= 0.2s [CV] END learning_rate=1.0, max_features=2, n_estimators=300, subsample=0.5; total time= 0.2s [CV] END learning_rate=1.0, max_features=3, n_estimators=200, subsample=0.5; total time= 0.1s [CV] END learning_rate=1.0, max_features=3, n_estimators=200, subsample=0.5; total time= 0.1s [CV] END learning_rate=1.0, max_features=3, n_estimators=300, subsample=1; total time= 0.2s [CV] END learning_rate=1.0, max_features=3, n_estimators=300, subsample=1; total time= 0.2s [CV] END learning_rate=1.0, max_features=4, n_estimators=300, subsample=0.5; total time= 0.2s [CV] END learning_rate=1.0, max_features=4, n_estimators=300, subsample=0.5; total time= 0.2s [CV] END learning_rate=1.25, max_features=None, n_estimators=200, subsample=0.5; total time= 0.2s [CV] END learning_rate=1.25, max_features=None, n_estimators=200, subsample=0.5; total time= 0.2s [CV] END learning_rate=1.25, max_features=None, n_estimators=300, subsample=1; total time= 0.4s [CV] END learning_rate=1.25, max_features=None, n_estimators=300, subsample=1; total time= 0.4s [CV] END learning_rate=1.25, max_features=3, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END learning_rate=1.25, max_features=3, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END learning_rate=1.25, max_features=3, n_estimators=200, subsample=0.5; total time= 0.1s [CV] END learning_rate=1.25, max_features=3, n_estimators=200, subsample=0.5; total time= 0.1s [CV] END learning_rate=1.25, max_features=3, n_estimators=300, subsample=1; total time= 0.2s [CV] END learning_rate=1.25, max_features=3, n_estimators=300, subsample=1; total time= 0.2s [CV] END learning_rate=1.25, max_features=4, n_estimators=300, subsample=0.5; total time= 0.2s [CV] END learning_rate=1.25, max_features=4, n_estimators=300, subsample=0.5; total time= 0.2s [CV] END learning_rate=1.5, max_features=None, n_estimators=200, subsample=0.5; total time= 0.2s [CV] END learning_rate=1.5, max_features=None, n_estimators=200, subsample=0.5; total time= 0.2s [CV] END learning_rate=1.5, max_features=None, n_estimators=300, subsample=1; total time= 0.4s [CV] END learning_rate=1.5, max_features=None, n_estimators=300, subsample=1; total time= 0.4s [CV] END learning_rate=1.5, max_features=3, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END learning_rate=1.5, max_features=3, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END learning_rate=1.5, max_features=3, n_estimators=200, subsample=0.5; total time= 0.1s [CV] END learning_rate=1.5, max_features=3, n_estimators=200, subsample=0.5; total time= 0.1s [CV] END learning_rate=1.5, max_features=3, n_estimators=300, subsample=1; total time= 0.2s [CV] END learning_rate=1.5, max_features=3, n_estimators=300, subsample=1; total time= 0.2s [CV] END learning_rate=1.5, max_features=4, n_estimators=300, subsample=0.5; total time= 0.2s [CV] END learning_rate=1.5, max_features=4, n_estimators=300, subsample=0.5; total time= 0.2s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=3, n_estimators=100, subsample=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=3, n_estimators=300, subsample=0.5; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=5, n_estimators=100, subsample=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=5, n_estimators=100, subsample=1; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=100, subsample=1; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=100, subsample=1; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=300, subsample=1; total time= 0.2s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=300, subsample=1; total time= 0.2s [CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=5, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=5, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=5, n_estimators=300, subsample=1; total time= 0.2s [CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=5, n_estimators=300, subsample=1; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=6, n_estimators=300, subsample=1; total time= 0.2s [CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=6, n_estimators=300, subsample=1; total time= 0.2s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=5, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=5, n_estimators=100, subsample=1; total time= 0.1s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=100, subsample=1; total time= 0.1s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=100, subsample=1; total time= 0.1s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=300, subsample=0.5; total time= 0.3s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=300, subsample=0.5; total time= 0.3s [CV] END colsample_bytree=1, learning_rate=0.3, max_depth=5, n_estimators=300, subsample=0.5; total time= 0.2s [CV] END colsample_bytree=1, learning_rate=0.3, max_depth=5, n_estimators=300, subsample=0.5; total time= 0.2s [CV] END colsample_bytree=1, learning_rate=0.3, max_depth=6, n_estimators=300, subsample=0.5; total time= 0.2s [CV] END colsample_bytree=1, learning_rate=0.3, max_depth=6, n_estimators=300, subsample=0.5; total time= 0.2s [CV] END .........................................alpha=0.01; total time= 0.1s [CV] END ..........................................alpha=0.5; total time= 0.1s [CV] END ..........................................alpha=1.0; total time= 0.1s 58/58 [==============================] - 0s 442us/step - loss: 0.4646 - accuracy: 0.7708 Epoch 37/500 58/58 [==============================] - 0s 423us/step - loss: 0.4639 - accuracy: 0.7688 Epoch 38/500 58/58 [==============================] - 0s 425us/step - loss: 0.4636 - accuracy: 0.7701 Epoch 39/500 58/58 [==============================] - 0s 396us/step - loss: 0.4620 - accuracy: 0.7715 Epoch 40/500 1/58 [..............................] - ETA: 0s - loss: 0.6122 - accuracy: 0.6800[CV] END ................................C=0.001, penalty=l1; total time= 0.0s [CV] END ................................C=0.001, penalty=l2; total time= 0.0s [CV] END .................................C=0.01, penalty=l1; total time= 0.0s [CV] END .................................C=0.01, penalty=l1; total time= 0.0s [CV] END .................................C=0.01, penalty=l1; total time= 0.0s [CV] END .................................C=0.01, penalty=l2; total time= 0.0s [CV] END .................................C=0.01, penalty=l2; total time= 0.0s [CV] END ..................................C=0.1, penalty=l1; total time= 0.0s [CV] END ..................................C=0.1, penalty=l1; total time= 0.0s [CV] END ..................................C=0.1, penalty=l2; total time= 0.0s [CV] END ....................................C=1, penalty=l1; total time= 0.0s [CV] END ....................................C=1, penalty=l2; total time= 0.0s [CV] END ...................................C=10, penalty=l1; total time= 0.0s [CV] END ...................................C=10, penalty=l1; total time= 0.0s [CV] END .................................C=1000, penalty=l1; total time= 0.0s [CV] END .................................C=1000, penalty=l1; total time= 0.0s [CV] END max_depth=3, max_features=2, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=3, max_features=2, min_samples_split=5, n_estimators=50; total time= 0.0s [CV] END max_depth=3, max_features=2, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=3, max_features=2, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=3, max_features=2, min_samples_split=8, n_estimators=150; total time= 0.1s [CV] END max_depth=3, max_features=2, min_samples_split=8, n_estimators=150; total time= 0.1s [CV] END max_depth=3, max_features=3, min_samples_split=8, n_estimators=50; total time= 0.0s [CV] END max_depth=3, max_features=3, min_samples_split=8, n_estimators=50; total time= 0.0s [CV] END max_depth=3, max_features=3, min_samples_split=8, n_estimators=50; total time= 0.1s [CV] END max_depth=3, max_features=3, min_samples_split=8, n_estimators=50; total time= 0.0s [CV] END max_depth=3, max_features=3, min_samples_split=8, n_estimators=150; total time= 0.1s [CV] END max_depth=3, max_features=3, min_samples_split=8, n_estimators=150; total time= 0.1s [CV] END max_depth=3, max_features=4, min_samples_split=2, n_estimators=50; total time= 0.0s [CV] END max_depth=3, max_features=4, min_samples_split=2, n_estimators=50; total time= 0.1s [CV] END max_depth=3, max_features=4, min_samples_split=8, n_estimators=50; total time= 0.0s [CV] END max_depth=3, max_features=4, min_samples_split=8, n_estimators=50; total time= 0.0s [CV] END max_depth=3, max_features=4, min_samples_split=8, n_estimators=50; total time= 0.1s [CV] END max_depth=3, max_features=4, min_samples_split=8, n_estimators=50; total time= 0.1s [CV] END max_depth=5, max_features=2, min_samples_split=2, n_estimators=50; total time= 0.0s [CV] END max_depth=5, max_features=2, min_samples_split=2, n_estimators=50; total time= 0.0s [CV] END max_depth=5, max_features=2, min_samples_split=2, n_estimators=50; total time= 0.0s [CV] END max_depth=5, max_features=2, min_samples_split=2, n_estimators=50; total time= 0.0s [CV] END max_depth=5, max_features=2, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=5, max_features=2, min_samples_split=2, n_estimators=150; total time= 0.1s [CV] END max_depth=5, max_features=2, min_samples_split=2, n_estimators=150; total time= 0.1s [CV] END max_depth=5, max_features=2, min_samples_split=2, n_estimators=150; total time= 0.1s [CV] END max_depth=5, max_features=3, min_samples_split=2, n_estimators=150; total time= 0.2s [CV] END max_depth=5, max_features=3, min_samples_split=2, n_estimators=150; total time= 0.2s [CV] END max_depth=5, max_features=3, min_samples_split=2, n_estimators=150; total time= 0.2s [CV] END max_depth=5, max_features=3, min_samples_split=5, n_estimators=50; total time= 0.1s [CV] END max_depth=5, max_features=4, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=5, max_features=4, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=5, max_features=4, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=5, max_features=4, min_samples_split=2, n_estimators=150; total time= 0.2s [CV] END max_depth=5, max_features=4, min_samples_split=8, n_estimators=150; total time= 0.2s [CV] END max_depth=5, max_features=4, min_samples_split=8, n_estimators=150; total time= 0.2s [CV] END max_depth=7, max_features=2, min_samples_split=2, n_estimators=50; total time= 0.1s [CV] END max_depth=7, max_features=2, min_samples_split=2, n_estimators=50; total time= 0.1s [CV] END max_depth=7, max_features=2, min_samples_split=8, n_estimators=50; total time= 0.1s [CV] END max_depth=7, max_features=2, min_samples_split=8, n_estimators=100; total time= 0.1s [CV] END max_depth=7, max_features=2, min_samples_split=8, n_estimators=100; total time= 0.1s [CV] END max_depth=7, max_features=2, min_samples_split=8, n_estimators=100; total time= 0.1s [CV] END max_depth=7, max_features=3, min_samples_split=5, n_estimators=50; total time= 0.1s [CV] END max_depth=7, max_features=3, min_samples_split=5, n_estimators=50; total time= 0.1s [CV] END max_depth=7, max_features=3, min_samples_split=5, n_estimators=50; total time= 0.1s [CV] END max_depth=7, max_features=3, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=7, max_features=3, min_samples_split=8, n_estimators=150; total time= 0.2s [CV] END max_depth=7, max_features=3, min_samples_split=8, n_estimators=150; total time= 0.2s [CV] END max_depth=7, max_features=3, min_samples_split=8, n_estimators=150; total time= 0.2s [CV] END max_depth=7, max_features=3, min_samples_split=8, n_estimators=150; total time= 0.2s [CV] END max_depth=7, max_features=4, min_samples_split=8, n_estimators=100; total time= 0.2s [CV] END max_depth=7, max_features=4, min_samples_split=8, n_estimators=100; total time= 0.2s [CV] END max_depth=7, max_features=4, min_samples_split=8, n_estimators=100; total time= 0.1s [CV] END max_depth=7, max_features=4, min_samples_split=8, n_estimators=100; total time= 0.1s [CV] END max_depth=9, max_features=2, min_samples_split=5, n_estimators=50; total time= 0.1s [CV] END max_depth=9, max_features=2, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=9, max_features=2, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=9, max_features=2, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=9, max_features=3, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=9, max_features=3, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=9, max_features=3, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=9, max_features=3, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=9, max_features=3, min_samples_split=8, n_estimators=100; total time= 0.1s [CV] END max_depth=9, max_features=3, min_samples_split=8, n_estimators=100; total time= 0.1s [CV] END max_depth=9, max_features=3, min_samples_split=8, n_estimators=150; total time= 0.2s [CV] END max_depth=9, max_features=3, min_samples_split=8, n_estimators=150; total time= 0.2s [CV] END max_depth=9, max_features=4, min_samples_split=5, n_estimators=150; total time= 0.2s [CV] END max_depth=9, max_features=4, min_samples_split=8, n_estimators=50; total time= 0.1s [CV] END max_depth=9, max_features=4, min_samples_split=8, n_estimators=50; total time= 0.1s [CV] END max_depth=9, max_features=4, min_samples_split=8, n_estimators=50; total time= 0.1s [CV] END learning_rate=0.2, max_features=None, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END learning_rate=0.2, max_features=None, n_estimators=100, subsample=1; total time= 0.2s [CV] END learning_rate=0.2, max_features=None, n_estimators=200, subsample=1; total time= 0.3s [CV] END learning_rate=0.2, max_features=None, n_estimators=200, subsample=1; total time= 0.3s [CV] END learning_rate=0.2, max_features=2, n_estimators=100, subsample=1; total time= 0.1s [CV] END learning_rate=0.2, max_features=2, n_estimators=100, subsample=1; total time= 0.1s [CV] END learning_rate=0.2, max_features=2, n_estimators=200, subsample=1; total time= 0.1s [CV] END learning_rate=0.2, max_features=2, n_estimators=200, subsample=1; total time= 0.1s [CV] END learning_rate=0.2, max_features=2, n_estimators=300, subsample=1; total time= 0.2s [CV] END learning_rate=0.2, max_features=2, n_estimators=300, subsample=1; total time= 0.2s [CV] END learning_rate=0.2, max_features=3, n_estimators=300, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.2, max_features=3, n_estimators=300, subsample=1; total time= 0.2s [CV] END learning_rate=0.2, max_features=4, n_estimators=200, subsample=1; total time= 0.2s [CV] END learning_rate=0.2, max_features=4, n_estimators=200, subsample=1; total time= 0.2s [CV] END learning_rate=0.5, max_features=None, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END learning_rate=0.5, max_features=None, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END learning_rate=0.5, max_features=None, n_estimators=200, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.5, max_features=None, n_estimators=200, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.5, max_features=None, n_estimators=300, subsample=1; total time= 0.5s [CV] END learning_rate=0.5, max_features=None, n_estimators=300, subsample=1; total time= 0.4s [CV] END learning_rate=0.5, max_features=3, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END learning_rate=0.5, max_features=3, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END learning_rate=0.5, max_features=3, n_estimators=200, subsample=0.5; total time= 0.1s [CV] END learning_rate=0.5, max_features=3, n_estimators=200, subsample=0.5; total time= 0.1s [CV] END learning_rate=0.5, max_features=3, n_estimators=300, subsample=1; total time= 0.2s [CV] END learning_rate=0.5, max_features=3, n_estimators=300, subsample=1; total time= 0.2s [CV] END learning_rate=0.5, max_features=4, n_estimators=300, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.5, max_features=4, n_estimators=300, subsample=0.5; total time= 0.3s [CV] END learning_rate=0.6, max_features=None, n_estimators=200, subsample=0.5; total time= 0.3s [CV] END learning_rate=0.6, max_features=None, n_estimators=200, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.6, max_features=None, n_estimators=300, subsample=1; total time= 0.5s [CV] END learning_rate=0.6, max_features=None, n_estimators=300, subsample=1; total time= 0.4s [CV] END learning_rate=0.6, max_features=3, n_estimators=100, subsample=1; total time= 0.1s [CV] END learning_rate=0.6, max_features=3, n_estimators=100, subsample=1; total time= 0.1s [CV] END learning_rate=0.6, max_features=3, n_estimators=300, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.6, max_features=3, n_estimators=300, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.6, max_features=4, n_estimators=200, subsample=0.5; total time= 0.1s [CV] END learning_rate=0.6, max_features=4, n_estimators=200, subsample=0.5; total time= 0.1s [CV] END learning_rate=0.6, max_features=4, n_estimators=300, subsample=1; total time= 0.3s [CV] END learning_rate=0.6, max_features=4, n_estimators=300, subsample=1; total time= 0.3s [CV] END learning_rate=0.75, max_features=None, n_estimators=200, subsample=1; total time= 0.3s [CV] END learning_rate=0.75, max_features=None, n_estimators=200, subsample=1; total time= 0.3s [CV] END learning_rate=0.75, max_features=2, n_estimators=100, subsample=1; total time= 0.1s [CV] END learning_rate=0.75, max_features=2, n_estimators=100, subsample=1; total time= 0.1s [CV] END learning_rate=0.75, max_features=2, n_estimators=300, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.75, max_features=2, n_estimators=300, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.75, max_features=3, n_estimators=100, subsample=1; total time= 0.1s [CV] END learning_rate=0.75, max_features=3, n_estimators=100, subsample=1; total time= 0.1s [CV] END learning_rate=0.75, max_features=3, n_estimators=200, subsample=1; total time= 0.2s [CV] END learning_rate=0.75, max_features=3, n_estimators=200, subsample=1; total time= 0.2s [CV] END learning_rate=0.75, max_features=4, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END learning_rate=0.75, max_features=4, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END learning_rate=0.75, max_features=4, n_estimators=200, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.75, max_features=4, n_estimators=200, subsample=0.5; total time= 0.1s [CV] END learning_rate=0.75, max_features=4, n_estimators=300, subsample=1; total time= 0.3s [CV] END learning_rate=0.75, max_features=4, n_estimators=300, subsample=1; total time= 0.3s [CV] END learning_rate=0.85, max_features=None, n_estimators=200, subsample=1; total time= 0.3s [CV] END learning_rate=0.85, max_features=None, n_estimators=200, subsample=1; total time= 0.3s [CV] END learning_rate=0.85, max_features=2, n_estimators=100, subsample=1; total time= 0.1s [CV] END learning_rate=0.85, max_features=2, n_estimators=100, subsample=1; total time= 0.1s [CV] END learning_rate=0.85, max_features=2, n_estimators=200, subsample=1; total time= 0.1s [CV] END learning_rate=0.85, max_features=2, n_estimators=200, subsample=1; total time= 0.1s [CV] END learning_rate=0.85, max_features=3, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END learning_rate=0.85, max_features=3, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END learning_rate=0.85, max_features=3, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END learning_rate=0.85, max_features=3, n_estimators=100, subsample=1; total time= 0.1s [CV] END learning_rate=0.85, max_features=3, n_estimators=200, subsample=1; total time= 0.1s [CV] END learning_rate=0.85, max_features=3, n_estimators=200, subsample=1; total time= 0.2s [CV] END learning_rate=0.85, max_features=4, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END learning_rate=0.85, max_features=4, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END learning_rate=0.85, max_features=4, n_estimators=200, subsample=0.5; total time= 0.1s [CV] END learning_rate=0.85, max_features=4, n_estimators=200, subsample=0.5; total time= 0.1s [CV] END learning_rate=0.85, max_features=4, n_estimators=300, subsample=1; total time= 0.3s [CV] END learning_rate=0.85, max_features=4, n_estimators=300, subsample=1; total time= 0.3s [CV] END learning_rate=1.0, max_features=None, n_estimators=200, subsample=1; total time= 0.3s [CV] END learning_rate=1.0, max_features=None, n_estimators=200, subsample=1; total time= 0.3s [CV] END learning_rate=1.0, max_features=2, n_estimators=100, subsample=1; total time= 0.1s [CV] END learning_rate=1.0, max_features=2, n_estimators=100, subsample=1; total time= 0.1s [CV] END learning_rate=1.0, max_features=2, n_estimators=200, subsample=1; total time= 0.1s [CV] END learning_rate=1.0, max_features=2, n_estimators=200, subsample=1; total time= 0.1s [CV] END learning_rate=1.0, max_features=2, n_estimators=300, subsample=1; total time= 0.2s [CV] END learning_rate=1.0, max_features=2, n_estimators=300, subsample=1; total time= 0.2s [CV] END learning_rate=1.0, max_features=3, n_estimators=300, subsample=0.5; total time= 0.2s [CV] END learning_rate=1.0, max_features=3, n_estimators=300, subsample=1; total time= 0.2s [CV] END learning_rate=1.0, max_features=4, n_estimators=200, subsample=1; total time= 0.2s [CV] END learning_rate=1.0, max_features=4, n_estimators=200, subsample=1; total time= 0.2s [CV] END learning_rate=1.25, max_features=None, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END learning_rate=1.25, max_features=None, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END learning_rate=1.25, max_features=None, n_estimators=200, subsample=0.5; total time= 0.2s [CV] END learning_rate=1.25, max_features=None, n_estimators=200, subsample=0.5; total time= 0.2s [CV] END learning_rate=1.25, max_features=None, n_estimators=300, subsample=1; total time= 0.5s [CV] END learning_rate=1.25, max_features=None, n_estimators=300, subsample=1; total time= 0.4s [CV] END learning_rate=1.25, max_features=3, n_estimators=100, subsample=1; total time= 0.1s [CV] END learning_rate=1.25, max_features=3, n_estimators=100, subsample=1; total time= 0.1s [CV] END learning_rate=1.25, max_features=3, n_estimators=200, subsample=1; total time= 0.2s [CV] END learning_rate=1.25, max_features=3, n_estimators=200, subsample=1; total time= 0.2s [CV] END learning_rate=1.25, max_features=4, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END learning_rate=1.25, max_features=4, n_estimators=100, subsample=1; total time= 0.1s [CV] END learning_rate=1.25, max_features=4, n_estimators=200, subsample=0.5; total time= 0.1s [CV] END learning_rate=1.25, max_features=4, n_estimators=200, subsample=1; total time= 0.2s [CV] END learning_rate=1.5, max_features=None, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END learning_rate=1.5, max_features=None, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END learning_rate=1.5, max_features=None, n_estimators=100, subsample=1; total time= 0.2s [CV] END learning_rate=1.5, max_features=None, n_estimators=100, subsample=1; total time= 0.2s [CV] END learning_rate=1.5, max_features=None, n_estimators=300, subsample=0.5; total time= 0.3s [CV] END learning_rate=1.5, max_features=None, n_estimators=300, subsample=0.5; total time= 0.3s [CV] END learning_rate=1.5, max_features=2, n_estimators=200, subsample=0.5; total time= 0.1s [CV] END learning_rate=1.5, max_features=2, n_estimators=200, subsample=1; total time= 0.1s [CV] END learning_rate=1.5, max_features=2, n_estimators=300, subsample=1; total time= 0.2s [CV] END learning_rate=1.5, max_features=2, n_estimators=300, subsample=1; total time= 0.2s [CV] END learning_rate=1.5, max_features=3, n_estimators=300, subsample=0.5; total time= 0.2s [CV] END learning_rate=1.5, max_features=3, n_estimators=300, subsample=0.5; total time= 0.2s [CV] END learning_rate=1.5, max_features=4, n_estimators=100, subsample=1; total time= 0.1s [CV] END learning_rate=1.5, max_features=4, n_estimators=100, subsample=1; total time= 0.1s [CV] END learning_rate=1.5, max_features=4, n_estimators=300, subsample=0.5; total time= 0.2s [CV] END learning_rate=1.5, max_features=4, n_estimators=300, subsample=0.5; total time= 0.2s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=3, n_estimators=100, subsample=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=3, n_estimators=300, subsample=0.5; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=5, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=5, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=5, n_estimators=300, subsample=1; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=5, n_estimators=300, subsample=1; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=300, subsample=0.5; total time= 0.2s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=300, subsample=0.5; total time= 0.2s [CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=5, n_estimators=100, subsample=1; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=5, n_estimators=100, subsample=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=6, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=6, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=6, n_estimators=100, subsample=1; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=6, n_estimators=100, subsample=1; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=6, n_estimators=300, subsample=0.5; total time= 0.2s [CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=6, n_estimators=300, subsample=1; total time= 0.2s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=5, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=5, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=5, n_estimators=300, subsample=0.5; total time= 0.3s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=5, n_estimators=300, subsample=0.5; total time= 0.3s [CV] END colsample_bytree=1, learning_rate=0.3, max_depth=3, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END colsample_bytree=1, learning_rate=0.3, max_depth=3, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END colsample_bytree=1, learning_rate=0.3, max_depth=3, n_estimators=100, subsample=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.3, max_depth=3, n_estimators=100, subsample=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.3, max_depth=3, n_estimators=300, subsample=0.5; total time= 0.2s [CV] END colsample_bytree=1, learning_rate=0.3, max_depth=3, n_estimators=300, subsample=0.5; total time= 0.2s [CV] END colsample_bytree=1, learning_rate=0.3, max_depth=5, n_estimators=100, subsample=1; total time= 0.1s [CV] END colsample_bytree=1, learning_rate=0.3, max_depth=5, n_estimators=100, subsample=1; total time= 0.1s [CV] END colsample_bytree=1, learning_rate=0.3, max_depth=5, n_estimators=300, subsample=1; total time= 0.2s [CV] END colsample_bytree=1, learning_rate=0.3, max_depth=5, n_estimators=300, subsample=1; total time= 0.2s [CV] END ..........................................alpha=0.1; total time= 0.1s [CV] END ..........................................alpha=0.5; total time= 0.1s [CV] END .........................................alpha=10.0; total time= 0.0s 58/58 [==============================] - 0s 358us/step - loss: 0.4620 - accuracy: 0.7701 Epoch 41/500 58/58 [==============================] - 0s 422us/step - loss: 0.4614 - accuracy: 0.7681 Epoch 42/500 58/58 [==============================] - 0s 365us/step - loss: 0.4609 - accuracy: 0.7708 Epoch 43/500 58/58 [==============================] - 0s 391us/step - loss: 0.4601 - accuracy: 0.7722 Epoch 44/500 1/58 [..............................] - ETA: 0s - loss: 0.4648 - accuracy: 0.7600[CV] END ................................C=0.001, penalty=l2; total time= 0.0s [CV] END ....................................C=1, penalty=l2; total time= 0.0s [CV] END ...................................C=10, penalty=l1; total time= 0.0s [CV] END ...................................C=10, penalty=l2; total time= 0.0s [CV] END ..................................C=100, penalty=l1; total time= 0.0s [CV] END ..................................C=100, penalty=l1; total time= 0.0s [CV] END ..................................C=100, penalty=l2; total time= 0.0s [CV] END ..................................C=100, penalty=l2; total time= 0.0s [CV] END .................................C=1000, penalty=l1; total time= 0.0s [CV] END .................................C=1000, penalty=l2; total time= 0.0s [CV] END max_depth=3, max_features=2, min_samples_split=2, n_estimators=50; total time= 0.0s [CV] END max_depth=3, max_features=2, min_samples_split=2, n_estimators=150; total time= 0.1s [CV] END max_depth=3, max_features=2, min_samples_split=5, n_estimators=150; total time= 0.1s [CV] END max_depth=3, max_features=2, min_samples_split=5, n_estimators=150; total time= 0.1s [CV] END max_depth=3, max_features=3, min_samples_split=2, n_estimators=50; total time= 0.0s [CV] END max_depth=3, max_features=3, min_samples_split=2, n_estimators=50; total time= 0.0s [CV] END max_depth=3, max_features=3, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=3, max_features=3, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=3, max_features=3, min_samples_split=8, n_estimators=100; total time= 0.1s [CV] END max_depth=3, max_features=3, min_samples_split=8, n_estimators=150; total time= 0.1s [CV] END max_depth=3, max_features=3, min_samples_split=8, n_estimators=150; total time= 0.1s [CV] END max_depth=3, max_features=3, min_samples_split=8, n_estimators=150; total time= 0.1s [CV] END max_depth=3, max_features=4, min_samples_split=8, n_estimators=50; total time= 0.1s [CV] END max_depth=3, max_features=4, min_samples_split=8, n_estimators=100; total time= 0.1s [CV] END max_depth=3, max_features=4, min_samples_split=8, n_estimators=100; total time= 0.1s [CV] END max_depth=3, max_features=4, min_samples_split=8, n_estimators=100; total time= 0.1s [CV] END max_depth=5, max_features=2, min_samples_split=5, n_estimators=50; total time= 0.0s [CV] END max_depth=5, max_features=2, min_samples_split=5, n_estimators=50; total time= 0.0s [CV] END max_depth=5, max_features=2, min_samples_split=5, n_estimators=50; total time= 0.0s [CV] END max_depth=5, max_features=2, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=5, max_features=2, min_samples_split=8, n_estimators=100; total time= 0.1s [CV] END max_depth=5, max_features=2, min_samples_split=8, n_estimators=100; total time= 0.1s [CV] END max_depth=5, max_features=2, min_samples_split=8, n_estimators=100; total time= 0.1s [CV] END max_depth=5, max_features=2, min_samples_split=8, n_estimators=150; total time= 0.2s [CV] END max_depth=5, max_features=3, min_samples_split=5, n_estimators=150; total time= 0.2s [CV] END max_depth=5, max_features=3, min_samples_split=5, n_estimators=150; total time= 0.2s [CV] END max_depth=5, max_features=3, min_samples_split=8, n_estimators=50; total time= 0.1s [CV] END max_depth=5, max_features=3, min_samples_split=8, n_estimators=50; total time= 0.1s [CV] END max_depth=5, max_features=4, min_samples_split=5, n_estimators=50; total time= 0.1s [CV] END max_depth=5, max_features=4, min_samples_split=5, n_estimators=50; total time= 0.1s [CV] END max_depth=5, max_features=4, min_samples_split=5, n_estimators=50; total time= 0.1s [CV] END max_depth=5, max_features=4, min_samples_split=5, n_estimators=50; total time= 0.1s [CV] END max_depth=5, max_features=4, min_samples_split=8, n_estimators=100; total time= 0.1s [CV] END max_depth=5, max_features=4, min_samples_split=8, n_estimators=100; total time= 0.1s [CV] END max_depth=5, max_features=4, min_samples_split=8, n_estimators=100; total time= 0.1s [CV] END max_depth=5, max_features=4, min_samples_split=8, n_estimators=100; total time= 0.1s [CV] END max_depth=7, max_features=2, min_samples_split=5, n_estimators=50; total time= 0.1s [CV] END max_depth=7, max_features=2, min_samples_split=5, n_estimators=50; total time= 0.1s [CV] END max_depth=7, max_features=2, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=7, max_features=2, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=7, max_features=2, min_samples_split=8, n_estimators=150; total time= 0.2s [CV] END max_depth=7, max_features=2, min_samples_split=8, n_estimators=150; total time= 0.2s [CV] END max_depth=7, max_features=2, min_samples_split=8, n_estimators=150; total time= 0.2s [CV] END max_depth=7, max_features=3, min_samples_split=2, n_estimators=50; total time= 0.1s [CV] END max_depth=7, max_features=3, min_samples_split=8, n_estimators=50; total time= 0.1s [CV] END max_depth=7, max_features=3, min_samples_split=8, n_estimators=50; total time= 0.1s [CV] END max_depth=7, max_features=3, min_samples_split=8, n_estimators=100; total time= 0.1s [CV] END max_depth=7, max_features=3, min_samples_split=8, n_estimators=100; total time= 0.1s [CV] END max_depth=7, max_features=4, min_samples_split=5, n_estimators=50; total time= 0.1s [CV] END max_depth=7, max_features=4, min_samples_split=5, n_estimators=50; total time= 0.1s [CV] END max_depth=7, max_features=4, min_samples_split=5, n_estimators=50; total time= 0.1s [CV] END max_depth=7, max_features=4, min_samples_split=5, n_estimators=50; total time= 0.1s [CV] END max_depth=7, max_features=4, min_samples_split=8, n_estimators=50; total time= 0.1s [CV] END max_depth=7, max_features=4, min_samples_split=8, n_estimators=50; total time= 0.1s [CV] END max_depth=7, max_features=4, min_samples_split=8, n_estimators=50; total time= 0.1s [CV] END max_depth=7, max_features=4, min_samples_split=8, n_estimators=100; total time= 0.2s [CV] END max_depth=9, max_features=2, min_samples_split=2, n_estimators=50; total time= 0.1s [CV] END max_depth=9, max_features=2, min_samples_split=2, n_estimators=50; total time= 0.1s [CV] END max_depth=9, max_features=2, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=9, max_features=2, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=9, max_features=2, min_samples_split=5, n_estimators=150; total time= 0.2s [CV] END max_depth=9, max_features=2, min_samples_split=5, n_estimators=150; total time= 0.2s [CV] END max_depth=9, max_features=2, min_samples_split=5, n_estimators=150; total time= 0.2s [CV] END max_depth=9, max_features=2, min_samples_split=8, n_estimators=50; total time= 0.1s [CV] END max_depth=9, max_features=3, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=9, max_features=3, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=9, max_features=3, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=9, max_features=3, min_samples_split=5, n_estimators=150; total time= 0.2s [CV] END max_depth=9, max_features=4, min_samples_split=2, n_estimators=100; total time= 0.2s [CV] END max_depth=9, max_features=4, min_samples_split=2, n_estimators=150; total time= 0.2s [CV] END max_depth=9, max_features=4, min_samples_split=2, n_estimators=150; total time= 0.3s [CV] END max_depth=9, max_features=4, min_samples_split=2, n_estimators=150; total time= 0.2s [CV] END learning_rate=0.2, max_features=None, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END learning_rate=0.2, max_features=None, n_estimators=200, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.2, max_features=None, n_estimators=300, subsample=0.5; total time= 0.3s [CV] END learning_rate=0.2, max_features=None, n_estimators=300, subsample=1; total time= 0.5s [CV] END learning_rate=0.2, max_features=2, n_estimators=300, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.2, max_features=2, n_estimators=300, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.2, max_features=3, n_estimators=200, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.2, max_features=3, n_estimators=200, subsample=0.5; total time= 0.1s [CV] END learning_rate=0.2, max_features=3, n_estimators=300, subsample=1; total time= 0.2s [CV] END learning_rate=0.2, max_features=3, n_estimators=300, subsample=1; total time= 0.2s [CV] END learning_rate=0.2, max_features=4, n_estimators=300, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.2, max_features=4, n_estimators=300, subsample=1; total time= 0.3s [CV] END learning_rate=0.5, max_features=None, n_estimators=200, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.5, max_features=None, n_estimators=200, subsample=1; total time= 0.3s [CV] END learning_rate=0.5, max_features=2, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END learning_rate=0.5, max_features=2, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END learning_rate=0.5, max_features=2, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END learning_rate=0.5, max_features=2, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END learning_rate=0.5, max_features=2, n_estimators=100, subsample=1; total time= 0.1s [CV] END learning_rate=0.5, max_features=2, n_estimators=100, subsample=1; total time= 0.1s [CV] END learning_rate=0.5, max_features=2, n_estimators=200, subsample=1; total time= 0.1s [CV] END learning_rate=0.5, max_features=2, n_estimators=200, subsample=1; total time= 0.1s [CV] END learning_rate=0.5, max_features=2, n_estimators=300, subsample=1; total time= 0.2s [CV] END learning_rate=0.5, max_features=2, n_estimators=300, subsample=1; total time= 0.2s [CV] END learning_rate=0.5, max_features=3, n_estimators=300, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.5, max_features=3, n_estimators=300, subsample=1; total time= 0.2s [CV] END learning_rate=0.5, max_features=4, n_estimators=200, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.5, max_features=4, n_estimators=200, subsample=1; total time= 0.2s [CV] END learning_rate=0.6, max_features=None, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END learning_rate=0.6, max_features=None, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END learning_rate=0.6, max_features=None, n_estimators=100, subsample=1; total time= 0.2s [CV] END learning_rate=0.6, max_features=None, n_estimators=100, subsample=1; total time= 0.2s [CV] END learning_rate=0.6, max_features=None, n_estimators=300, subsample=0.5; total time= 0.3s [CV] END learning_rate=0.6, max_features=None, n_estimators=300, subsample=1; total time= 0.5s [CV] END learning_rate=0.6, max_features=2, n_estimators=300, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.6, max_features=2, n_estimators=300, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.6, max_features=3, n_estimators=100, subsample=1; total time= 0.1s [CV] END learning_rate=0.6, max_features=3, n_estimators=100, subsample=1; total time= 0.1s [CV] END learning_rate=0.6, max_features=3, n_estimators=300, subsample=0.5; total time= 0.3s [CV] END learning_rate=0.6, max_features=3, n_estimators=300, subsample=1; total time= 0.2s [CV] END learning_rate=0.6, max_features=4, n_estimators=200, subsample=1; total time= 0.2s [CV] END learning_rate=0.6, max_features=4, n_estimators=200, subsample=1; total time= 0.2s [CV] END learning_rate=0.75, max_features=None, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END learning_rate=0.75, max_features=None, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END learning_rate=0.75, max_features=None, n_estimators=200, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.75, max_features=None, n_estimators=200, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.75, max_features=None, n_estimators=300, subsample=1; total time= 0.5s [CV] END learning_rate=0.75, max_features=None, n_estimators=300, subsample=1; total time= 0.4s [CV] END learning_rate=0.75, max_features=3, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END learning_rate=0.75, max_features=3, n_estimators=100, subsample=1; total time= 0.1s [CV] END learning_rate=0.75, max_features=3, n_estimators=200, subsample=0.5; total time= 0.1s [CV] END learning_rate=0.75, max_features=3, n_estimators=200, subsample=1; total time= 0.2s [CV] END learning_rate=0.75, max_features=4, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END learning_rate=0.75, max_features=4, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END learning_rate=0.75, max_features=4, n_estimators=100, subsample=1; total time= 0.1s [CV] END learning_rate=0.75, max_features=4, n_estimators=100, subsample=1; total time= 0.1s [CV] END learning_rate=0.75, max_features=4, n_estimators=300, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.75, max_features=4, n_estimators=300, subsample=1; total time= 0.3s [CV] END learning_rate=0.85, max_features=None, n_estimators=200, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.85, max_features=None, n_estimators=200, subsample=1; total time= 0.3s [CV] END learning_rate=0.85, max_features=2, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END learning_rate=0.85, max_features=2, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END learning_rate=0.85, max_features=2, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END learning_rate=0.85, max_features=2, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END learning_rate=0.85, max_features=2, n_estimators=100, subsample=1; total time= 0.1s [CV] END learning_rate=0.85, max_features=2, n_estimators=100, subsample=1; total time= 0.1s [CV] END learning_rate=0.85, max_features=2, n_estimators=200, subsample=1; total time= 0.1s [CV] END learning_rate=0.85, max_features=2, n_estimators=200, subsample=1; total time= 0.1s [CV] END learning_rate=0.85, max_features=2, n_estimators=300, subsample=1; total time= 0.2s [CV] END learning_rate=0.85, max_features=2, n_estimators=300, subsample=1; total time= 0.2s [CV] END learning_rate=0.85, max_features=3, n_estimators=300, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.85, max_features=3, n_estimators=300, subsample=1; total time= 0.2s [CV] END learning_rate=0.85, max_features=4, n_estimators=200, subsample=0.5; total time= 0.1s [CV] END learning_rate=0.85, max_features=4, n_estimators=200, subsample=1; total time= 0.2s [CV] END learning_rate=1.0, max_features=None, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END learning_rate=1.0, max_features=None, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END learning_rate=1.0, max_features=None, n_estimators=100, subsample=1; total time= 0.1s [CV] END learning_rate=1.0, max_features=None, n_estimators=100, subsample=1; total time= 0.1s [CV] END learning_rate=1.0, max_features=None, n_estimators=300, subsample=0.5; total time= 0.3s [CV] END learning_rate=1.0, max_features=None, n_estimators=300, subsample=1; total time= 0.4s [CV] END learning_rate=1.0, max_features=2, n_estimators=300, subsample=0.5; total time= 0.2s [CV] END learning_rate=1.0, max_features=2, n_estimators=300, subsample=0.5; total time= 0.2s [CV] END learning_rate=1.0, max_features=3, n_estimators=100, subsample=1; total time= 0.1s [CV] END learning_rate=1.0, max_features=3, n_estimators=100, subsample=1; total time= 0.1s [CV] END learning_rate=1.0, max_features=3, n_estimators=300, subsample=0.5; total time= 0.2s [CV] END learning_rate=1.0, max_features=3, n_estimators=300, subsample=0.5; total time= 0.2s [CV] END learning_rate=1.0, max_features=4, n_estimators=200, subsample=0.5; total time= 0.1s [CV] END learning_rate=1.0, max_features=4, n_estimators=200, subsample=0.5; total time= 0.2s [CV] END learning_rate=1.0, max_features=4, n_estimators=300, subsample=1; total time= 0.3s [CV] END learning_rate=1.0, max_features=4, n_estimators=300, subsample=1; total time= 0.3s [CV] END learning_rate=1.25, max_features=None, n_estimators=200, subsample=1; total time= 0.3s [CV] END learning_rate=1.25, max_features=None, n_estimators=200, subsample=1; total time= 0.3s [CV] END learning_rate=1.25, max_features=2, n_estimators=100, subsample=1; total time= 0.1s [CV] END learning_rate=1.25, max_features=2, n_estimators=100, subsample=1; total time= 0.1s [CV] END learning_rate=1.25, max_features=2, n_estimators=200, subsample=1; total time= 0.1s [CV] END learning_rate=1.25, max_features=2, n_estimators=200, subsample=1; total time= 0.1s [CV] END learning_rate=1.25, max_features=2, n_estimators=300, subsample=1; total time= 0.2s [CV] END learning_rate=1.25, max_features=2, n_estimators=300, subsample=1; total time= 0.2s [CV] END learning_rate=1.25, max_features=3, n_estimators=300, subsample=0.5; total time= 0.2s [CV] END learning_rate=1.25, max_features=3, n_estimators=300, subsample=0.5; total time= 0.2s [CV] END learning_rate=1.25, max_features=4, n_estimators=100, subsample=1; total time= 0.1s [CV] END learning_rate=1.25, max_features=4, n_estimators=100, subsample=1; total time= 0.1s [CV] END learning_rate=1.25, max_features=4, n_estimators=300, subsample=0.5; total time= 0.2s [CV] END learning_rate=1.25, max_features=4, n_estimators=300, subsample=0.5; total time= 0.2s [CV] END learning_rate=1.5, max_features=None, n_estimators=100, subsample=1; total time= 0.2s [CV] END learning_rate=1.5, max_features=None, n_estimators=100, subsample=1; total time= 0.1s [CV] END learning_rate=1.5, max_features=None, n_estimators=300, subsample=0.5; total time= 0.3s [CV] END learning_rate=1.5, max_features=None, n_estimators=300, subsample=1; total time= 0.5s [CV] END learning_rate=1.5, max_features=2, n_estimators=300, subsample=0.5; total time= 0.2s [CV] END learning_rate=1.5, max_features=2, n_estimators=300, subsample=0.5; total time= 0.2s [CV] END learning_rate=1.5, max_features=3, n_estimators=100, subsample=1; total time= 0.1s [CV] END learning_rate=1.5, max_features=3, n_estimators=100, subsample=1; total time= 0.1s [CV] END learning_rate=1.5, max_features=3, n_estimators=300, subsample=0.5; total time= 0.2s [CV] END learning_rate=1.5, max_features=3, n_estimators=300, subsample=0.5; total time= 0.2s [CV] END learning_rate=1.5, max_features=4, n_estimators=200, subsample=0.5; total time= 0.2s [CV] END learning_rate=1.5, max_features=4, n_estimators=200, subsample=0.5; total time= 0.1s [CV] END learning_rate=1.5, max_features=4, n_estimators=300, subsample=1; total time= 0.3s [CV] END learning_rate=1.5, max_features=4, n_estimators=300, subsample=1; total time= 0.2s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=3, n_estimators=100, subsample=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=3, n_estimators=100, subsample=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=3, n_estimators=300, subsample=1; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=3, n_estimators=300, subsample=1; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=5, n_estimators=300, subsample=0.5; total time= 0.2s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=5, n_estimators=300, subsample=0.5; total time= 0.2s [CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=3, n_estimators=100, subsample=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=3, n_estimators=100, subsample=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=3, n_estimators=300, subsample=0.5; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=3, n_estimators=300, subsample=0.5; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=3, n_estimators=300, subsample=1; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=3, n_estimators=300, subsample=1; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=6, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=6, n_estimators=100, subsample=1; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=6, n_estimators=300, subsample=0.5; total time= 0.2s [CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=6, n_estimators=300, subsample=0.5; total time= 0.2s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=3, n_estimators=300, subsample=1; total time= 0.1s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=3, n_estimators=300, subsample=1; total time= 0.1s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=5, n_estimators=100, subsample=1; total time= 0.1s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=5, n_estimators=100, subsample=1; total time= 0.1s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=100, subsample=1; total time= 0.1s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=300, subsample=0.5; total time= 0.3s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=300, subsample=0.5; total time= 0.3s [CV] END colsample_bytree=1, learning_rate=0.3, max_depth=3, n_estimators=300, subsample=1; total time= 0.1s [CV] END colsample_bytree=1, learning_rate=0.3, max_depth=3, n_estimators=300, subsample=1; total time= 0.1s [CV] END colsample_bytree=1, learning_rate=0.3, max_depth=6, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END colsample_bytree=1, learning_rate=0.3, max_depth=6, n_estimators=100, subsample=1; total time= 0.1s [CV] END colsample_bytree=1, learning_rate=0.3, max_depth=6, n_estimators=300, subsample=0.5; total time= 0.2s [CV] END colsample_bytree=1, learning_rate=0.3, max_depth=6, n_estimators=300, subsample=0.5; total time= 0.2s [CV] END ..........................................alpha=0.1; total time= 0.1s [CV] END ..........................................alpha=0.5; total time= 0.1s [CV] END .........................................alpha=10.0; total time= 0.0s 58/58 [==============================] - 0s 449us/step - loss: 0.4594 - accuracy: 0.7660 Epoch 45/500 58/58 [==============================] - 0s 427us/step - loss: 0.4587 - accuracy: 0.7708 Epoch 46/500 58/58 [==============================] - 0s 430us/step - loss: 0.4582 - accuracy: 0.7653 Epoch 47/500 58/58 [==============================] - 0s 369us/step - loss: 0.4574 - accuracy: 0.7701 Epoch 48/500 1/58 [..............................] - ETA: 0s - loss: 0.4798 - accuracy: 0.7200[CV] END ................................C=0.001, penalty=l2; total time= 0.0s [CV] END max_depth=3, max_features=2, min_samples_split=2, n_estimators=50; total time= 0.0s [CV] END max_depth=3, max_features=2, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=3, max_features=2, min_samples_split=5, n_estimators=50; total time= 0.0s [CV] END max_depth=3, max_features=2, min_samples_split=5, n_estimators=50; total time= 0.0s [CV] END max_depth=3, max_features=2, min_samples_split=5, n_estimators=150; total time= 0.1s [CV] END max_depth=3, max_features=2, min_samples_split=5, n_estimators=150; total time= 0.1s [CV] END max_depth=3, max_features=3, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=3, max_features=3, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=3, max_features=3, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=3, max_features=3, min_samples_split=2, n_estimators=150; total time= 0.1s [CV] END max_depth=3, max_features=4, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=3, max_features=4, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=3, max_features=4, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=3, max_features=4, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=3, max_features=4, min_samples_split=8, n_estimators=100; total time= 0.1s [CV] END max_depth=3, max_features=4, min_samples_split=8, n_estimators=100; total time= 0.1s [CV] END max_depth=3, max_features=4, min_samples_split=8, n_estimators=150; total time= 0.2s [CV] END max_depth=3, max_features=4, min_samples_split=8, n_estimators=150; total time= 0.1s [CV] END max_depth=5, max_features=2, min_samples_split=8, n_estimators=50; total time= 0.1s [CV] END max_depth=5, max_features=2, min_samples_split=8, n_estimators=50; total time= 0.1s [CV] END max_depth=5, max_features=2, min_samples_split=8, n_estimators=100; total time= 0.1s [CV] END max_depth=5, max_features=2, min_samples_split=8, n_estimators=100; total time= 0.1s [CV] END max_depth=5, max_features=3, min_samples_split=5, n_estimators=50; total time= 0.1s [CV] END max_depth=5, max_features=3, min_samples_split=5, n_estimators=50; total time= 0.1s [CV] END max_depth=5, max_features=3, min_samples_split=5, n_estimators=50; total time= 0.1s [CV] END max_depth=5, max_features=3, min_samples_split=5, n_estimators=50; total time= 0.1s [CV] END max_depth=5, max_features=3, min_samples_split=8, n_estimators=100; total time= 0.1s [CV] END max_depth=5, max_features=3, min_samples_split=8, n_estimators=100; total time= 0.2s [CV] END max_depth=5, max_features=3, min_samples_split=8, n_estimators=100; total time= 0.1s [CV] END max_depth=5, max_features=3, min_samples_split=8, n_estimators=100; total time= 0.1s [CV] END max_depth=5, max_features=4, min_samples_split=5, n_estimators=50; total time= 0.1s [CV] END max_depth=5, max_features=4, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=5, max_features=4, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=5, max_features=4, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=7, max_features=2, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=7, max_features=2, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=7, max_features=2, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=7, max_features=2, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=7, max_features=2, min_samples_split=8, n_estimators=50; total time= 0.1s [CV] END max_depth=7, max_features=2, min_samples_split=8, n_estimators=50; total time= 0.1s [CV] END max_depth=7, max_features=2, min_samples_split=8, n_estimators=50; total time= 0.0s [CV] END max_depth=7, max_features=2, min_samples_split=8, n_estimators=50; total time= 0.1s [CV] END max_depth=7, max_features=3, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=7, max_features=3, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=7, max_features=3, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=7, max_features=3, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=7, max_features=3, min_samples_split=8, n_estimators=100; total time= 0.1s [CV] END max_depth=7, max_features=3, min_samples_split=8, n_estimators=100; total time= 0.1s [CV] END max_depth=7, max_features=3, min_samples_split=8, n_estimators=100; total time= 0.1s [CV] END max_depth=7, max_features=3, min_samples_split=8, n_estimators=150; total time= 0.2s [CV] END max_depth=7, max_features=4, min_samples_split=5, n_estimators=100; total time= 0.2s [CV] END max_depth=7, max_features=4, min_samples_split=5, n_estimators=150; total time= 0.2s [CV] END max_depth=7, max_features=4, min_samples_split=5, n_estimators=150; total time= 0.2s [CV] END max_depth=7, max_features=4, min_samples_split=5, n_estimators=150; total time= 0.2s [CV] END max_depth=9, max_features=2, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=9, max_features=2, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=9, max_features=2, min_samples_split=5, n_estimators=150; total time= 0.2s [CV] END max_depth=9, max_features=2, min_samples_split=5, n_estimators=150; total time= 0.2s [CV] END max_depth=9, max_features=3, min_samples_split=5, n_estimators=50; total time= 0.1s [CV] END max_depth=9, max_features=3, min_samples_split=5, n_estimators=50; total time= 0.1s [CV] END max_depth=9, max_features=3, min_samples_split=5, n_estimators=100; total time= 0.2s [CV] END max_depth=9, max_features=3, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=9, max_features=4, min_samples_split=2, n_estimators=50; total time= 0.1s [CV] END max_depth=9, max_features=4, min_samples_split=2, n_estimators=50; total time= 0.1s [CV] END max_depth=9, max_features=4, min_samples_split=2, n_estimators=50; total time= 0.1s [CV] END max_depth=9, max_features=4, min_samples_split=2, n_estimators=50; total time= 0.1s [CV] END max_depth=9, max_features=4, min_samples_split=5, n_estimators=100; total time= 0.2s [CV] END max_depth=9, max_features=4, min_samples_split=5, n_estimators=100; total time= 0.2s [CV] END max_depth=9, max_features=4, min_samples_split=5, n_estimators=100; total time= 0.2s [CV] END max_depth=9, max_features=4, min_samples_split=5, n_estimators=100; total time= 0.2s [CV] END max_depth=9, max_features=4, min_samples_split=8, n_estimators=150; total time= 0.2s [CV] END learning_rate=0.2, max_features=None, n_estimators=100, subsample=1; total time= 0.1s [CV] END learning_rate=0.2, max_features=None, n_estimators=200, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.2, max_features=None, n_estimators=300, subsample=1; total time= 0.5s [CV] END learning_rate=0.2, max_features=None, n_estimators=300, subsample=1; total time= 0.4s [CV] END learning_rate=0.2, max_features=3, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END learning_rate=0.2, max_features=3, n_estimators=100, subsample=1; total time= 0.1s [CV] END learning_rate=0.2, max_features=3, n_estimators=200, subsample=0.5; total time= 0.1s [CV] END learning_rate=0.2, max_features=3, n_estimators=200, subsample=0.5; total time= 0.1s [CV] END learning_rate=0.2, max_features=3, n_estimators=300, subsample=1; total time= 0.2s [CV] END learning_rate=0.2, max_features=3, n_estimators=300, subsample=1; total time= 0.2s [CV] END learning_rate=0.2, max_features=4, n_estimators=300, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.2, max_features=4, n_estimators=300, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.5, max_features=None, n_estimators=100, subsample=1; total time= 0.1s [CV] END learning_rate=0.5, max_features=None, n_estimators=100, subsample=1; total time= 0.1s [CV] END learning_rate=0.5, max_features=None, n_estimators=300, subsample=0.5; total time= 0.3s [CV] END learning_rate=0.5, max_features=None, n_estimators=300, subsample=0.5; total time= 0.3s [CV] END learning_rate=0.5, max_features=2, n_estimators=200, subsample=0.5; total time= 0.1s [CV] END learning_rate=0.5, max_features=2, n_estimators=200, subsample=1; total time= 0.1s [CV] END learning_rate=0.5, max_features=2, n_estimators=300, subsample=1; total time= 0.2s [CV] END learning_rate=0.5, max_features=2, n_estimators=300, subsample=1; total time= 0.2s [CV] END learning_rate=0.5, max_features=3, n_estimators=200, subsample=1; total time= 0.2s [CV] END learning_rate=0.5, max_features=3, n_estimators=200, subsample=1; total time= 0.2s [CV] END learning_rate=0.5, max_features=4, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END learning_rate=0.5, max_features=4, n_estimators=100, subsample=1; total time= 0.1s [CV] END learning_rate=0.5, max_features=4, n_estimators=200, subsample=1; total time= 0.2s [CV] END learning_rate=0.5, max_features=4, n_estimators=200, subsample=1; total time= 0.2s [CV] END learning_rate=0.6, max_features=None, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END learning_rate=0.6, max_features=None, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END learning_rate=0.6, max_features=None, n_estimators=200, subsample=0.5; total time= 0.3s [CV] END learning_rate=0.6, max_features=None, n_estimators=200, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.6, max_features=None, n_estimators=300, subsample=1; total time= 0.5s [CV] END learning_rate=0.6, max_features=None, n_estimators=300, subsample=1; total time= 0.4s [CV] END learning_rate=0.6, max_features=3, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END learning_rate=0.6, max_features=3, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END learning_rate=0.6, max_features=3, n_estimators=200, subsample=0.5; total time= 0.1s [CV] END learning_rate=0.6, max_features=3, n_estimators=200, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.6, max_features=3, n_estimators=300, subsample=1; total time= 0.3s [CV] END learning_rate=0.6, max_features=3, n_estimators=300, subsample=1; total time= 0.2s [CV] END learning_rate=0.6, max_features=4, n_estimators=300, subsample=0.5; total time= 0.3s [CV] END learning_rate=0.6, max_features=4, n_estimators=300, subsample=1; total time= 0.3s [CV] END learning_rate=0.75, max_features=None, n_estimators=200, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.75, max_features=None, n_estimators=200, subsample=1; total time= 0.3s [CV] END learning_rate=0.75, max_features=2, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END learning_rate=0.75, max_features=2, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END learning_rate=0.75, max_features=2, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END learning_rate=0.75, max_features=2, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END learning_rate=0.75, max_features=2, n_estimators=100, subsample=1; total time= 0.1s [CV] END learning_rate=0.75, max_features=2, n_estimators=100, subsample=1; total time= 0.1s [CV] END learning_rate=0.75, max_features=2, n_estimators=200, subsample=0.5; total time= 0.1s [CV] END learning_rate=0.75, max_features=2, n_estimators=200, subsample=1; total time= 0.1s [CV] END learning_rate=0.75, max_features=2, n_estimators=300, subsample=1; total time= 0.2s [CV] END learning_rate=0.75, max_features=2, n_estimators=300, subsample=1; total time= 0.2s [CV] END learning_rate=0.75, max_features=3, n_estimators=300, subsample=0.5; total time= 0.2s 58/58 [==============================] - 0s 372us/step - loss: 0.4570 - accuracy: 0.7701 max_features=3, n_estimators=300, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.75, max_features=4, n_estimators=200, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.75, max_features=4, n_estimators=200, subsample=0.5; total time= 0.1s [CV] END learning_rate=0.75, max_features=4, n_estimators=300, subsample=1; total time= 0.3s [CV] END learning_rate=0.75, max_features=4, n_estimators=300, subsample=1; total time= 0.3s [CV] END learning_rate=0.85, max_features=None, n_estimators=300, subsample=0.5; total time= 0.3s [CV] END learning_rate=0.85, max_features=None, n_estimators=300, subsample=0.5; total time= 0.3s [CV] END learning_rate=0.85, max_features=2, n_estimators=200, subsample=0.5; total time= 0.1s [CV] END learning_rate=0.85, max_features=2, n_estimators=200, subsample=0.5; total time= 0.1s [CV] END learning_rate=0.85, max_features=2, n_estimators=300, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.85, max_features=2, n_estimators=300, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.85, max_features=3, n_estimators=200, subsample=0.5; total time= 0.1s [CV] END learning_rate=0.85, max_features=3, n_estimators=200, subsample=0.5; total time= 0.1s [CV] END learning_rate=0.85, max_features=3, n_estimators=300, subsample=1; total time= 0.2s [CV] END learning_rate=0.85, max_features=3, n_estimators=300, subsample=1; total time= 0.2s [CV] END learning_rate=0.85, max_features=4, n_estimators=300, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.85, max_features=4, n_estimators=300, subsample=0.5; total time= 0.2s [CV] END learning_rate=1.0, max_features=None, n_estimators=200, subsample=0.5; total time= 0.2s [CV] END learning_rate=1.0, max_features=None, n_estimators=200, subsample=0.5; total time= 0.2s [CV] END learning_rate=1.0, max_features=None, n_estimators=300, subsample=1; total time= 0.4s [CV] END learning_rate=1.0, max_features=None, n_estimators=300, subsample=1; total time= 0.4s [CV] END learning_rate=1.0, max_features=3, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END learning_rate=1.0, max_features=3, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END learning_rate=1.0, max_features=3, n_estimators=200, subsample=0.5; total time= 0.1s [CV] END learning_rate=1.0, max_features=3, n_estimators=200, subsample=0.5; total time= 0.1s [CV] END learning_rate=1.0, max_features=3, n_estimators=300, subsample=1; total time= 0.2s [CV] END learning_rate=1.0, max_features=3, n_estimators=300, subsample=1; total time= 0.2s [CV] END learning_rate=1.0, max_features=4, n_estimators=300, subsample=0.5; total time= 0.2s [CV] END learning_rate=1.0, max_features=4, n_estimators=300, subsample=1; total time= 0.3s [CV] END learning_rate=1.25, max_features=None, n_estimators=200, subsample=0.5; total time= 0.2s [CV] END learning_rate=1.25, max_features=None, n_estimators=200, subsample=1; total time= 0.3s [CV] END learning_rate=1.25, max_features=2, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END learning_rate=1.25, max_features=2, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END learning_rate=1.25, max_features=2, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END learning_rate=1.25, max_features=2, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END learning_rate=1.25, max_features=2, n_estimators=100, subsample=1; total time= 0.1s [CV] END learning_rate=1.25, max_features=2, n_estimators=100, subsample=1; total time= 0.1s [CV] END learning_rate=1.25, max_features=2, n_estimators=200, subsample=1; total time= 0.1s [CV] END learning_rate=1.25, max_features=2, n_estimators=200, subsample=1; total time= 0.1s [CV] END learning_rate=1.25, max_features=3, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END learning_rate=1.25, max_features=3, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END learning_rate=1.25, max_features=3, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END learning_rate=1.25, max_features=3, n_estimators=100, subsample=1; total time= 0.1s [CV] END learning_rate=1.25, max_features=3, n_estimators=200, subsample=1; total time= 0.2s [CV] END learning_rate=1.25, max_features=3, n_estimators=200, subsample=1; total time= 0.2s [CV] END learning_rate=1.25, max_features=4, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END learning_rate=1.25, max_features=4, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END learning_rate=1.25, max_features=4, n_estimators=200, subsample=0.5; total time= 0.2s [CV] END learning_rate=1.25, max_features=4, n_estimators=200, subsample=0.5; total time= 0.1s [CV] END learning_rate=1.25, max_features=4, n_estimators=300, subsample=1; total time= 0.3s [CV] END learning_rate=1.25, max_features=4, n_estimators=300, subsample=1; total time= 0.3s [CV] END learning_rate=1.5, max_features=None, n_estimators=300, subsample=0.5; total time= 0.3s [CV] END learning_rate=1.5, max_features=None, n_estimators=300, subsample=0.5; total time= 0.3s [CV] END learning_rate=1.5, max_features=2, n_estimators=200, subsample=0.5; total time= 0.1s [CV] END learning_rate=1.5, max_features=2, n_estimators=200, subsample=0.5; total time= 0.1s [CV] END learning_rate=1.5, max_features=2, n_estimators=300, subsample=0.5; total time= 0.2s [CV] END learning_rate=1.5, max_features=2, n_estimators=300, subsample=1; total time= 0.2s [CV] END learning_rate=1.5, max_features=3, n_estimators=200, subsample=1; total time= 0.2s [CV] END learning_rate=1.5, max_features=3, n_estimators=200, subsample=1; total time= 0.2s [CV] END learning_rate=1.5, max_features=4, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END learning_rate=1.5, max_features=4, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END learning_rate=1.5, max_features=4, n_estimators=200, subsample=0.5; total time= 0.1s [CV] END learning_rate=1.5, max_features=4, n_estimEpoch 49/500 ators=200, subsample=0.5; total time= 0.1s [CV] END learning_rate=1.5, max_features=4, n_estimators=300, subsample=1; total time= 0.3s [CV] END learning_rate=1.5, max_features=4, n_estimators=300, subsample=1; total time= 0.2s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=3, n_estimators=100, subsample=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=3, n_estimators=300, subsample=1; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=5, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=5, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=5, n_estimators=300, subsample=0.5; total time= 0.2s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=5, n_estimators=300, subsample=1; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=3, n_estimators=100, subsample=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=3, n_estimators=100, subsample=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=3, n_estimators=100, subsample=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=3, n_estimators=100, subsample=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=3, n_estimators=300, subsample=0.5; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=3, n_estimators=300, subsample=1; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=5, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=5, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=5, n_estimators=300, subsample=1; total time= 0.2s [CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=5, n_estimators=300, subsample=1; total time= 0.2s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=3, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=3, n_estimators=100, subsample=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=3, n_estimators=100, subsample=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=3, n_estimators=100, subsample=1; total time= 0.1s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=3, n_estimators=300, subsample=0.5; total time= 0.2s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=3, n_estimators=300, subsample=1; total time= 0.1s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=5, n_estimators=300, subsample=0.5; total time= 0.3s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=5, n_estimators=300, subsample=0.5; total time= 0.3s [CV] END colsample_bytree=1, learning_rate=0.3, max_depth=3, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END colsample_bytree=1, learning_rate=0.3, max_depth=3, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END colsample_bytree=1, learning_rate=0.3, max_depth=3, n_estimators=100, subsample=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.3, max_depth=3, n_estimators=100, subsample=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.3, max_depth=3, n_estimators=300, subsample=0.5; total time= 0.2s [CV] END colsample_bytree=1, learning_rate=0.3, max_depth=3, n_estimators=300, subsample=1; total time= 0.1s [CV] END colsample_bytree=1, learning_rate=0.3, max_depth=5, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END colsample_bytree=1, learning_rate=0.3, max_depth=5, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END colsample_bytree=1, learning_rate=0.3, max_depth=6, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END colsample_bytree=1, learning_rate=0.3, max_depth=6, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END colsample_bytree=1, learning_rate=0.3, max_depth=6, n_estimators=100, subsample=1; total time= 0.1s [CV] END colsample_bytree=1, learning_rate=0.3, max_depth=6, n_estimators=100, subsample=1; total time= 0.1s [CV] END colsample_bytree=1, learning_rate=0.3, max_depth=6, n_estimators=300, subsample=1; total time= 0.2s [CV] END colsample_bytree=1, learning_rate=0.3, max_depth=6, n_estimators=300, subsample=1; total time= 0.2s [CV] END .........................................alpha=0.01; total time= 0.1s [CV] END ..........................................alpha=0.5; total time= 0.1s [CV] END ..........................................alpha=1.0; total time= 0.1s 58/58 [==============================] - 0s 377us/step - loss: 0.4560 - accuracy: 0.7667 Epoch 50/500 58/58 [==============================] - 0s 373us/step - loss: 0.4559 - accuracy: 0.7688 Epoch 51/500 58/58 [==============================] - 0s 388us/step - loss: 0.4552 - accuracy: 0.7688 Epoch 52/500 58/58 [==============================] - 0s 406us/step - loss: 0.4545 - accuracy: 0.7729 Epoch 53/500 58/58 [==============================] - 0s 364us/step - loss: 0.4541 - accuracy: 0.7722 [CV] END ................................C=0.001, penalty=l1; total time= 0.0s [CV] END ...................................C=10, penalty=l2; total time= 0.0s [CV] END .................................C=1000, penalty=l1; total time= 0.0s [CV] END .................................C=1000, penalty=l1; total time= 0.0s [CV] END .................................C=1000, penalty=l2; total time= 0.0s [CV] END max_depth=3, max_features=2, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=3, max_features=2, min_samples_split=2, n_estimators=150; total time= 0.1s [CV] END max_depth=3, max_features=2, min_samples_split=8, n_estimators=50; total time= 0.1s [CV] END max_depth=3, max_features=2, min_samples_split=8, n_estimators=50; total time= 0.0s [CV] END max_depth=3, max_features=2, min_samples_split=8, n_estimators=100; total time= 0.1s [CV] END max_depth=3, max_features=2, min_samples_split=8, n_estimators=100; total time= 0.1s [CV] END max_depth=3, max_features=3, min_samples_split=5, n_estimators=50; total time= 0.0s [CV] END max_depth=3, max_features=3, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=3, max_features=3, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=3, max_features=3, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=3, max_features=4, min_samples_split=2, n_estimators=50; total time= 0.1s [CV] END max_depth=3, max_features=4, min_samples_split=2, n_estimators=50; total time= 0.0s [CV] END max_depth=3, max_features=4, min_samples_split=2, n_estimators=50; total time= 0.1s [CV] END max_depth=3, max_features=4, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=3, max_features=4, min_samples_split=5, n_estimators=150; total time= 0.2s [CV] END max_depth=3, max_features=4, min_samples_split=5, n_estimators=150; total time= 0.1s [CV] END max_depth=3, max_features=4, min_samples_split=5, n_estimators=150; total time= 0.2s [CV] END max_depth=3, max_features=4, min_samples_split=5, n_estimators=150; total time= 0.2s [CV] END max_depth=5, max_features=2, min_samples_split=5, n_estimators=150; total time= 0.2s [CV] END max_depth=5, max_features=2, min_samples_split=5, n_estimators=150; total time= 0.2s [CV] END max_depth=5, max_features=2, min_samples_split=5, n_estimators=150; total time= 0.2s [CV] END max_depth=5, max_features=2, min_samples_split=5, n_estimators=150; total time= 0.1s [CV] END max_depth=5, max_features=3, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=5, max_features=3, min_samples_split=5, n_estimators=150; total time= 0.2s [CV] END max_depth=5, max_features=3, min_samples_split=5, n_estimators=150; total time= 0.2s [CV] END max_depth=5, max_features=3, min_samples_split=5, n_estimators=150; total time= 0.2s [CV] END max_depth=5, max_features=4, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=5, max_features=4, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=5, max_features=4, min_samples_split=5, n_estimators=150; total time= 0.2s [CV] END max_depth=5, max_features=4, min_samples_split=5, n_estimators=150; total time= 0.2s [CV] END max_depth=7, max_features=2, min_samples_split=2, n_estimators=150; total time= 0.2s [CV] END max_depth=7, max_features=2, min_samples_split=5, n_estimators=50; total time= 0.1s [CV] END max_depth=7, max_features=2, min_samples_split=5, n_estimators=50; total time= 0.1s [CV] END max_depth=7, max_features=2, min_samples_split=5, n_estimators=50; total time= 0.1s [CV] END max_depth=7, max_features=3, min_samples_split=2, n_estimators=50; total time= 0.1s [CV] END max_depth=7, max_features=3, min_samples_split=2, n_estimators=50; total time= 0.1s [CV] END max_depth=7, max_features=3, min_samples_split=2, n_estimators=50; total time= 0.1s [CV] END max_depth=7, max_features=3, min_samples_splitEpoch 54/500 =2, n_estimators=50; total time= 0.1s [CV] END max_depth=7, max_features=3, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=7, max_features=3, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=7, max_features=3, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=7, max_features=3, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=7, max_features=4, min_samples_split=2, n_estimators=50; total time= 0.1s [CV] END max_depth=7, max_features=4, min_samples_split=2, n_estimators=100; total time= 0.2s [CV] END max_depth=7, max_features=4, min_samples_split=2, n_estimators=100; total time= 0.2s [CV] END max_depth=7, max_features=4, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=7, max_features=4, min_samples_split=8, n_estimators=150; total time= 0.2s [CV] END max_depth=7, max_features=4, min_samples_split=8, n_estimators=150; total time= 0.2s [CV] END max_depth=7, max_features=4, min_samples_split=8, n_estimators=150; total time= 0.2s [CV] END max_depth=7, max_features=4, min_samples_split=8, n_estimators=150; total time= 0.2s [CV] END max_depth=9, max_features=3, min_samples_split=2, n_estimators=50; total time= 0.1s [CV] END max_depth=9, max_features=3, min_samples_split=2, n_estimators=50; total time= 0.1s [CV] END max_depth=9, max_features=3, min_samples_split=2, n_estimators=50; total time= 0.1s [CV] END max_depth=9, max_features=3, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=9, max_features=3, min_samples_split=5, n_estimators=150; total time= 0.2s [CV] END max_depth=9, max_features=3, min_samples_split=5, n_estimators=150; total time= 0.2s [CV] END max_depth=9, max_features=3, min_samples_split=5, n_estimators=150; total time= 0.2s [CV] END max_depth=9, max_features=3, min_samples_split=5, n_estimators=150; total time= 0.2s [CV] END max_depth=9, max_features=4, min_samples_split=5, n_estimators=150; total time= 0.3s [CV] END max_depth=9, max_features=4, min_samples_split=5, n_estimators=150; total time= 0.3s [CV] END max_depth=9, max_features=4, min_samples_split=5, n_estimators=150; total time= 0.2s [CV] END max_depth=9, max_features=4, min_samples_split=5, n_estimators=150; total time= 0.2s [CV] END learning_rate=0.2, max_features=None, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END learning_rate=0.2, max_features=None, n_estimators=200, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.2, max_features=None, n_estimators=300, subsample=0.5; total time= 0.3s [CV] END learning_rate=0.2, max_features=None, n_estimators=300, subsample=0.5; total time= 0.3s [CV] END learning_rate=0.2, max_features=2, n_estimators=200, subsample=0.5; total time= 0.1s [CV] END learning_rate=0.2, max_features=2, n_estimators=200, subsample=0.5; total time= 0.1s [CV] END learning_rate=0.2, max_features=2, n_estimators=300, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.2, max_features=2, n_estimators=300, subsample=1; total time= 0.2s [CV] END learning_rate=0.2, max_features=3, n_estimators=200, subsample=1; total time= 0.2s [CV] END learning_rate=0.2, max_features=3, n_estimators=200, subsample=1; total time= 0.2s [CV] END learning_rate=0.2, max_features=4, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END learning_rate=0.2, max_features=4, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END learning_rate=0.2, max_features=4, n_estimators=200, subsample=0.5; total time= 0.1s [CV] END learning_rate=0.2, max_features=4, n_estimators=200, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.2, max_features=4, n_estimators=300, subsample=1; total time= 0.3s [CV] END learning_rate=0.2, max_features=4, n_estimators=300, subsample=1; total time= 0.3s [CV] END learning_rate=0.5, max_features=None, n_estimators=300, subsample=0.5; total time= 0.3s [CV] END learning_rate=0.5, max_features=None, n_estimators=300, subsample=1; total time= 0.4s [CV] END learning_rate=0.5, max_features=2, n_estimators=300, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.5, max_features=2, n_estimators=300, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.5, max_features=3, n_estimators=100, subsample=1; total time= 0.1s [CV] END learning_rate=0.5, max_features=3, n_estimators=100, subsample=1; total time= 0.1s [CV] END learning_rate=0.5, max_features=3, n_estimators=300, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.5, max_features=3, n_estimators=300, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.5, max_features=4, n_estimators=200, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.5, max_features=4, n_estimators=200, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.5, max_features=4, n_estimators=300, subsample=1; total time= 0.3s 1/58 [..............................] - ETA: 0s - loss: 0.3884 - accuracy: 0.8000ple=1; total time= 0.3s [CV] END learning_rate=0.6, max_features=None, n_estimators=300, subsample=0.5; total time= 0.3s [CV] END learning_rate=0.6, max_features=None, n_estimators=300, subsample=0.5; total time= 0.3s [CV] END learning_rate=0.6, max_features=2, n_estimators=100, subsample=1; total time= 0.1s [CV] END learning_rate=0.6, max_features=2, n_estimators=100, subsample=1; total time= 0.1s [CV] END learning_rate=0.6, max_features=2, n_estimators=200, subsample=1; total time= 0.1s [CV] END learning_rate=0.6, max_features=2, n_estimators=200, subsample=1; total time= 0.1s [CV] END learning_rate=0.6, max_features=3, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END learning_rate=0.6, max_features=3, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END learning_rate=0.6, max_features=3, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END learning_rate=0.6, max_features=3, n_estimators=100, subsample=1; total time= 0.1s [CV] END learning_rate=0.6, max_features=3, n_estimators=200, subsample=1; total time= 0.2s [CV] END learning_rate=0.6, max_features=3, n_estimators=200, subsample=1; total time= 0.2s [CV] END learning_rate=0.6, max_features=4, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END learning_rate=0.6, max_features=4, n_estimators=100, subsample=1; total time= 0.1s [CV] END learning_rate=0.6, max_features=4, n_estimators=200, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.6, max_features=4, n_estimators=200, subsample=1; total time= 0.2s [CV] END learning_rate=0.75, max_features=None, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END learning_rate=0.75, max_features=None, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END learning_rate=0.75, max_features=None, n_estimators=100, subsample=1; total time= 0.2s [CV] END learning_rate=0.75, max_features=None, n_estimators=100, subsample=1; total time= 0.2s [CV] END learning_rate=0.75, max_features=None, n_estimators=300, subsample=0.5; total time= 0.3s [CV] END learning_rate=0.75, max_features=None, n_estimators=300, subsample=1; total time= 0.4s [CV] END learning_rate=0.75, max_features=2, n_estimators=200, subsample=1; total time= 0.1s [CV] END learning_rate=0.75, max_features=2, n_estimators=200, subsample=1; total time= 0.1s [CV] END learning_rate=0.75, max_features=2, n_estimators=300, subsample=1; total time= 0.2s [CV] END learning_rate=0.75, max_features=2, n_estimators=300, subsample=1; total time= 0.2s [CV] END learning_rate=0.75, max_features=3, n_estimators=300, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.75, max_features=3, n_estimators=300, subsample=1; total time= 0.3s [CV] END learning_rate=0.75, max_features=4, n_estimators=200, subsample=1; total time= 0.2s [CV] END learning_rate=0.75, max_features=4, n_estimators=200, subsample=1; total time= 0.2s [CV] END learning_rate=0.85, max_features=None, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END learning_rate=0.85, max_features=None, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END learning_rate=0.85, max_features=None, n_estimators=200, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.85, max_features=None, n_estimators=200, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.85, max_features=None, n_estimators=300, subsample=1; total time= 0.5s [CV] END learning_rate=0.85, max_features=None, n_estimators=300, subsample=1; total time= 0.4s [CV] END learning_rate=0.85, max_features=3, n_estimators=100, subsample=1; total time= 0.1s [CV] END learning_rate=0.85, max_features=3, n_estimators=100, subsample=1; total time= 0.1s [CV] END learning_rate=0.85, max_features=3, n_estimators=200, subsample=1; total time= 0.2s [CV] END learning_rate=0.85, max_features=3, n_estimators=200, subsample=1; total time= 0.2s [CV] END learning_rate=0.85, max_features=4, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END learning_rate=0.85, max_features=4, n_estimators=100, subsample=1; total time= 0.1s [CV] END learning_rate=0.85, max_features=4, n_estimators=200, subsample=1; total time= 0.2s [CV] END learning_rate=0.85, max_features=4, n_estimators=200, subsample=1; total time= 0.2s [CV] END learning_rate=1.0, max_features=None, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END learning_rate=1.0, max_features=None, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END learning_rate=1.0, max_features=None, n_estimators=200, subsample=0.5; total time= 0.2s [CV] END learning_rate=1.0, max_features=None, n_estimators=200, subsample=0.5; total time= 0.2s [CV] END learning_rate=1.0, max_features=None, n_estimators=300, subsample=1; total time= 0.4s [CV] END learning_rate=1.0, max_features=None, n_estimators=300, subsample=1; total time= 0.4s [CV] END learning_rate=1.0, max_features=3, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END learning_rate=1.0, max_features=3, n_estimators=100, subsample=1; total time= 0.1s [CV] END learning_rate=1.0, max_features=3, n_estimators=200, subsample=1; total time= 0.2s [CV] END learning_rate=1.0, max_features=3, n_estimators=200, subsample=1; total time= 0.2s [CV] END learning_rate=1.0, max_features=4, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END learning_rate=1.0, max_features=4, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END learning_rate=1.0, max_features=4, n_estimators=200, subsample=0.5; total time= 0.2s [CV] END learning_rate=1.0, max_features=4, n_estimators=200, subsample=0.5; total time= 0.2s [CV] END learning_rate=1.0, max_features=4, n_estimators=300, subsample=1; total time= 0.3s [CV] END learning_rate=1.0, max_features=4, n_estimators=300, subsample=1; total time= 0.3s [CV] END learning_rate=1.25, max_features=None, n_estimators=300, subsample=0.5; total time= 0.3s [CV] END learning_rate=1.25, max_features=None, n_estimators=300, subsample=0.5; total time= 0.3s [CV] END learning_rate=1.25, max_features=2, n_estimators=200, subsample=0.5; total time= 0.1s [CV] END learning_rate=1.25, max_features=2, n_estimators=200, subsample=0.5; total time= 0.1s [CV] END learning_rate=1.25, max_features=2, n_estimators=300, subsample=0.5; total time= 0.2s [CV] END learning_rate=1.25, max_features=2, n_estimators=300, subsample=0.5; total time= 0.2s [CV] END learning_rate=1.25, max_features=3, n_estimators=200, subsample=0.5; total time= 0.1s [CV] END learning_rate=1.25, max_features=3, n_estimators=200, subsample=0.5; total time= 0.1s [CV] END learning_rate=1.25, max_features=3, n_estimators=300, subsample=1; total time= 0.3s [CV] END learning_rate=1.25, max_features=3, n_estimators=300, subsample=1; total time= 0.2s [CV] END learning_rate=1.25, max_features=4, n_estimators=300, subsample=0.5; total time= 0.2s [CV] END learning_rate=1.25, max_features=4, n_estimators=300, subsample=1; total time= 0.3s [CV] END learning_rate=1.5, max_features=None, n_estimators=200, subsample=0.5; total time= 0.2s [CV] END learning_rate=1.5, max_features=None, n_estimators=200, subsample=1; total time= 0.3s [CV] END learning_rate=1.5, max_features=2, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END learning_rate=1.5, max_features=2, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END learning_rate=1.5, max_features=2, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END learning_rate=1.5, max_features=2, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END learning_rate=1.5, max_features=2, n_estimators=100, subsample=1; total time= 0.1s [CV] END learning_rate=1.5, max_features=2, n_estimators=100, subsample=1; total time= 0.1s [CV] END learning_rate=1.5, max_features=2, n_estimators=200, subsample=1; total time= 0.1s [CV] END learning_rate=1.5, max_features=2, n_estimators=200, subsample=1; total time= 0.1s [CV] END learning_rate=1.5, max_features=2, n_estimators=300, subsample=1; total time= 0.2s [CV] END learning_rate=1.5, max_features=2, n_estimators=300, subsample=1; total time= 0.2s [CV] END learning_rate=1.5, max_features=3, n_estimators=300, subsample=0.5; total time= 0.2s [CV] END learning_rate=1.5, max_features=3, n_estimators=300, subsample=1; total time= 0.2s [CV] END learning_rate=1.5, max_features=4, n_estimators=200, subsample=1; total time= 0.2s [CV] END learning_rate=1.5, max_features=4, n_estimators=200, subsample=1; total time= 0.2s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=3, n_estimators=100, subsample=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=3, n_estimators=300, subsample=0.5; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=5, n_estimators=300, subsample=0.5; total time= 0.2s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=5, n_estimators=300, subsample=0.5; total time= 0.2s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=300, subsample=1; total time= 0.2s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=300, subsample=1; total time= 0.2s [CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=5, n_estimators=300, subsample=0.5; total time= 0.2s [CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=5, n_estimators=300, subsample=0.5; total time= 0.2s [CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=6, n_estimators=300, subsample=0.5; total time= 0.2s [CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=6, n_estimators=300, subsample=0.5; total time= 0.2s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=3, n_estimators=300, subsample=1; total time= 0.1s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=3, n_estimators=300, subsample=1; total time= 0.1s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=5, n_estimators=300, subsample=1; total time= 0.2s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=5, n_estimators=300, subsample=1; total time= 0.2s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=300, subsample=0.5; total time= 0.3s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=300, subsample=1; total time= 0.3s [CV] END colsample_bytree=1, learning_rate=0.3, max_depth=5, n_estimators=100, subsample=1; total time= 0.1s [CV] END colsample_bytree=1, learning_rate=0.3, max_depth=5, n_estimators=100, subsample=1; total time= 0.1s [CV] END colsample_bytree=1, learning_rate=0.3, max_depth=5, n_estimators=300, subsample=0.5; total time= 0.2s [CV] END colsample_bytree=1, learning_rate=0.3, max_depth=5, n_estimators=300, subsample=0.5; total time= 0.2s [CV] END colsample_bytree=1, learning_rate=0.3, max_depth=6, n_estimators=300, subsample=1; total time= 0.2s [CV] END colsample_bytree=1, learning_rate=0.3, max_depth=6, n_estimators=300, subsample=1; total time= 0.2s [CV] END .........................................alpha=0.01; total time= 0.1s [CV] END ..........................................alpha=0.5; total time= 0.1s [CV] END .........................................alpha=10.0; total time= 0.0s 58/58 [==============================] - 0s 413us/step - loss: 0.4533 - accuracy: 0.7750 Epoch 55/500 58/58 [==============================] - 0s 419us/step - loss: 0.4534 - accuracy: 0.7729 Epoch 56/500 58/58 [==============================] - 0s 391us/step - loss: 0.4527 - accuracy: 0.7708 Epoch 57/500 58/58 [==============================] - 0s 414us/step - loss: 0.4524 - accuracy: 0.7708 Epoch 58/500 [CV] END ................................C=0.001, penalty=l1; total time= 0.0s [CV] END .................................C=0.01, penalty=l2; total time= 0.0s [CV] END ..................................C=0.1, penalty=l2; total time= 0.0s [CV] END ....................................C=1, penalty=l1; total time= 0.0s [CV] END ....................................C=1, penalty=l2; total time= 0.0s [CV] END ...................................C=10, penalty=l1; total time= 0.0s [CV] END ..................................C=100, penalty=l1; total time= 0.0s [CV] END ..................................C=100, penalty=l1; total time= 0.0s [CV] END ..................................C=100, penalty=l2; total time= 0.0s [CV] END ..................................C=100, penalty=l2; total time= 0.0s [CV] END .................................C=1000, penalty=l2; total time= 0.0s [CV] END max_depth=3, max_features=2, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=3, max_features=2, min_samples_split=5, n_estimators=50; total time= 0.0s [CV] END max_depth=3, max_features=2, min_samples_split=5, n_estimators=50; total time= 0.0s [CV] END max_depth=3, max_features=2, min_samples_split=8, n_estimators=50; total time= 0.0s [CV] END max_depth=3, max_features=2, min_samples_split=8, n_estimators=50; total time= 0.0s [CV] END max_depth=3, max_features=2, min_samples_split=8, n_estimators=150; total time= 0.1s [CV] END max_depth=3, max_features=2, min_samples_split=8, n_estimators=150; total time= 0.1s [CV] END max_depth=3, max_features=3, min_samples_split=5, n_estimators=150; total time= 0.1s [CV] END max_depth=3, max_features=3, min_samples_split=5, n_estimators=150; total time= 0.1s [CV] END max_depth=3, max_features=3, min_samples_split=5, n_estimators=150; total time= 0.1s [CV] END max_depth=3, max_features=3, min_samples_split=8, n_estimators=50; total time= 0.0s [CV] END max_depth=3, max_features=4, min_samples_split=5, n_estimators=50; total time= 0.1s [CV] END max_depth=3, max_features=4, min_samples_split=5, n_estimators=50; total time= 0.1s [CV] END max_depth=3, max_features=4, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=3, max_features=4, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=5, max_features=2, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=5, max_features=2, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=5, max_features=2, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=5, max_features=2, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=5, max_features=2, min_samples_split=5, n_estimators=150; total time= 0.1s [CV] END max_depth=5, max_features=2, min_samples_split=8, n_estimators=50; total time= 0.0s [CV] END max_depth=5, max_features=2, min_samples_split=8, n_estimators=50; total time= 0.1s [CV] END max_depth=5, max_features=2, min_samples_split=8, n_estimators=50; total time= 0.1s [CV] END max_depth=5, max_features=3, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=5, max_features=3, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=5, max_features=3, min_samples_split=2, n_estimators=150; total time= 0.2s [CV] END max_depth=5, max_features=3, min_samples_split=2, n_estimators=150; total time= 0.2s [CV] END max_depth=5, max_features=4, min_samples_split=2, n_estimators=50; total time= 0.1s [CV] END max_depth=5, max_features=4, min_samples_split=2, n_estimators=50; total time= 0.1s [CV] END max_depth=5, max_features=4, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=5, max_features=4, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=5, max_features=4, min_samples_split=8, n_estimators=50; total time= 0.1s [CV] END max_depth=5, max_features=4, min_samples_split=8, n_estimators=50; total time= 0.1s [CV] END max_depth=5, max_features=4, min_samples_split=8, n_estimators=50; total time= 0.1s [CV] END max_depth=5, max_features=4, min_samples_split=8, n_estimators=50; total time= 0.1s [CV] END max_depth=7, max_features=2, min_samples_split=2, n_estimators=50; total time= 0.1s [CV] END max_depth=7, max_features=2, min_samples_split=2, n_estimators=50; total time= 0.1s [CV] END max_depth=7, max_features=2, min_samples_split=2, n_estimators=50; total time= 0.1s [CV] END max_depth=7, max_features=2, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=7, max_features=2, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=7, max_features=2, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=7, max_features=2, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=7, max_features=2, min_samples_split=5, n_estimators=150; total time= 0.2s [CV] END max_depth=7, max_features=3, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=7, max_features=3, min_samples_split=2, n_estimators=150; total time= 0.2s [CV] END max_depth=7, max_features=3, min_samples_split=2, n_estimators=150; total time= 0.2s [CV] END max_depth=7, max_features=3, min_samples_split=2, n_estimators=150; total time= 0.2s [CV] END max_depth=7, max_features=4, min_samples_split=2, n_estimators=150; total time= 0.2s [CV] END max_depth=7, max_features=4, min_samples_split=2, n_estimators=150; total time= 0.2s [CV] END max_depth=7, max_features=4, min_samples_split=2, n_estimators=150; total time= 0.2s [CV] END max_depth=7, max_features=4, min_samples_split=5, n_estimators=50; total time= 0.1s [CV] END max_depth=9, max_features=2, min_samples_split=2, n_estimators=150; total time= 0.2s [CV] END max_depth=9, max_features=2, min_samples_split=2, n_estimators=150; total time= 0.2s 1/58 [..............................] - ETA: 0s - loss: 0.5559 - accuracy: 0.6800_samples_split=2, n_estimators=150; total time= 0.2s [CV] END max_depth=9, max_features=2, min_samples_split=2, n_estimators=150; total time= 0.2s [CV] END max_depth=9, max_features=3, min_samples_split=2, n_estimators=150; total time= 0.2s [CV] END max_depth=9, max_features=3, min_samples_split=2, n_estimators=150; total time= 0.2s [CV] END max_depth=9, max_features=3, min_samples_split=2, n_estimators=150; total time= 0.2s [CV] END max_depth=9, max_features=3, min_samples_split=2, n_estimators=150; total time= 0.2s [CV] END max_depth=9, max_features=4, min_samples_split=2, n_estimators=150; total time= 0.3s [CV] END max_depth=9, max_features=4, min_samples_split=2, n_estimators=150; total time= 0.3s [CV] END max_depth=9, max_features=4, min_samples_split=5, n_estimators=50; total time= 0.1s [CV] END max_depth=9, max_features=4, min_samples_split=5, n_estimators=50; total time= 0.1s [CV] END max_depth=9, max_features=4, min_samples_split=8, n_estimators=100; total time= 0.2s [CV] END max_depth=9, max_features=4, min_samples_split=8, n_estimators=150; total time= 0.2s [CV] END learning_rate=0.2, max_features=None, n_estimators=100, subsample=1; total time= 0.1s [CV] END learning_rate=0.2, max_features=None, n_estimators=200, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.2, max_features=None, n_estimators=300, subsample=1; total time= 0.4s [CV] END learning_rate=0.2, max_features=None, n_estimators=300, subsample=1; total time= 0.4s [CV] END learning_rate=0.2, max_features=3, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END learning_rate=0.2, max_features=3, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END learning_rate=0.2, max_features=3, n_estimators=100, subsample=1; total time= 0.1s [CV] END learning_rate=0.2, max_features=3, n_estimators=100, subsample=1; total time= 0.1s [CV] END learning_rate=0.2, max_features=3, n_estimators=200, subsample=1; total time= 0.1s [CV] END learning_rate=0.2, max_features=3, n_estimators=200, subsample=1; total time= 0.1s [CV] END learning_rate=0.2, max_features=4, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END learning_rate=0.2, max_features=4, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END learning_rate=0.2, max_features=4, n_estimators=100, subsample=1; total time= 0.1s [CV] END learning_rate=0.2, max_features=4, n_estimators=100, subsample=1; total time= 0.1s [CV] END learning_rate=0.2, max_features=4, n_estimators=200, subsample=1; total time= 0.2s [CV] END learning_rate=0.2, max_features=4, n_estimators=200, subsample=1; total time= 0.2s [CV] END learning_rate=0.5, max_features=None, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END learning_rate=0.5, max_features=None, n_estimators=100, subsample=1; total time= 0.2s [CV] END learning_rate=0.5, max_features=None, n_estimators=200, subsample=1; total time= 0.3s [CV] END learning_rate=0.5, max_features=None, n_estimators=200, subsample=1; total time= 0.3s [CV] END learning_rate=0.5, max_features=2, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END learning_rate=0.5, max_features=2, n_estimators=100, subsample=1; total time= 0.1s [CV] END learning_rate=0.5, max_features=2, n_estimators=200, subsample=0.5; total time= 0.1s [CV] END learning_rate=0.5, max_features=2, n_estimators=200, subsample=0.5; total time= 0.1s [CV] END learning_rate=0.5, max_features=2, n_estimators=300, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.5, max_features=2, n_estimators=300, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.5, max_features=3, n_estimators=200, subsample=1; total time= 0.2s [CV] END learning_rate=0.5, max_features=3, n_estimators=200, subsample=1; total time= 0.1s [CV] END learning_rate=0.5, max_features=4, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END learning_rate=0.5, max_features=4, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END learning_rate=0.5, max_features=4, n_estimators=200, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.5, max_features=4, n_estimators=200, subsample=0.5; total time= 0.1s [CV] END learning_rate=0.5, max_features=4, n_estimators=300, subsample=1; total time= 0.3s [CV] END learning_rate=0.5, max_features=4, n_estimators=300, subsample=1; total time= 0.4s [CV] END learning_rate=0.6, max_features=None, n_estimators=200, subsample=1; total time= 0.3s [CV] END learning_rate=0.6, max_features=None, n_estimators=200, subsample=1; total time= 0.3s [CV] END learning_rate=0.6, max_features=2, n_estimators=100, subsample=1; total time= 0.1s [CV] END learning_rate=0.6, max_features=2, n_estimators=100, subsample=1; total time= 0.1s [CV] END learning_rate=0.6, max_features=2, n_estimators=200, subsample=1; total time= 0.1s [CV] END learning_rate=0.6, max_features=2, n_estimators=200, subsample=1; total time= 0.1s [CV] END learning_rate=0.6, max_features=2, n_estimators=300, subsample=1; total time= 0.2s [CV] END learning_rate=0.6, max_features=2, n_estimators=300, subsample=1; total time= 0.2s [CV] END learning_rate=0.6, max_features=3, n_estimators=300, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.6, max_features=3, n_estimators=300, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.6, max_features=4, n_estimators=200, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.6, max_features=4, n_estimators=200, subsample=0.5; total time= 0.1s [CV] END learning_rate=0.6, max_features=4, n_estimators=300, subsample=1; total time= 0.3s [CV] END learning_rate=0.6, max_features=4, n_estimators=300, subsample=1; total time= 0.3s [CV] END learning_rate=0.75, max_features=None, n_estimators=300, subsample=0.5; total time= 0.3s [CV] END learning_rate=0.75, max_features=None, n_estimators=300, subsample=0.5; total time= 0.3s [CV] END learning_rate=0.75, max_features=2, n_estimators=200, subsample=0.5; total time= 0.1s [CV] END learning_rate=0.75, max_features=2, n_estimators=200, subsample=0.5; total time= 0.1s [CV] END learning_rate=0.75, max_features=2, n_estimators=300, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.75, max_features=2, n_estimators=300, subsample=1; total time= 0.2s [CV] END learning_rate=0.75, max_features=3, n_estimators=300, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.75, max_features=3, n_estimators=300, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.75, max_features=4, n_estimators=100, subsample=1; total time= 0.1s [CV] END learning_rate=0.75, max_features=4, n_estimators=100, subsample=1; total time= 0.1s [CV] END learning_rate=0.75, max_features=4, n_estimators=300, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.75, max_features=4, n_estimators=300, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.85, max_features=None, n_estimators=100, subsample=1; total time= 0.2s [CV] END learning_rate=0.85, max_features=None, n_estimators=100, subsample=1; total time= 0.1s [CV] END learning_rate=0.85, max_features=None, n_estimators=300, subsample=0.5; total time= 0.3s [CV] END learning_rate=0.85, max_features=None, n_estimators=300, subsample=1; total time= 0.4s [CV] END learning_rate=0.85, max_features=2, n_estimators=300, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.85, max_features=2, n_estimators=300, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.85, max_features=3, n_estimators=100, subsample=1; total time= 0.1s [CV] END learning_rate=0.85, max_features=3, n_estimators=100, subsample=1; total time= 0.1s [CV] END learning_rate=0.85, max_features=3, n_estimators=300, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.85, max_features=3, n_estimators=300, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.85, max_features=4, n_estimators=100, subsample=1; total time= 0.1s [CV] END learning_rate=0.85, max_features=4, n_estimators=100, subsample=1; total time= 0.1s [CV] END learning_rate=0.85, max_features=4, n_estimators=300, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.85, max_features=4, n_estimators=300, subsample=0.5; total time= 0.2s [CV] END learning_rate=1.0, max_features=None, n_estimators=100, subsample=1; total time= 0.2s [CV] END learning_rate=1.0, max_features=None, n_estimators=100, subsample=1; total time= 0.1s [CV] END learning_rate=1.0, max_features=None, n_estimators=300, subsample=0.5; total time= 0.3s [CV] END learning_rate=1.0, max_features=None, n_estimators=300, subsample=0.5; total time= 0.3s [CV] END learning_rate=1.0, max_features=2, n_estimators=200, subsample=0.5; total time= 0.1s [CV] END learning_rate=1.0, max_features=2, n_estimators=200, subsample=0.5; total time= 0.1s [CV] END learning_rate=1.0, max_features=2, n_estimators=300, subsample=0.5; total time= 0.2s [CV] END learning_rate=1.0, max_features=2, n_estimators=300, subsample=1; total time= 0.2s [CV] END learning_rate=1.0, max_features=3, n_estimators=200, subsample=0.5; total time= 0.1s [CV] END learning_rate=1.0, max_features=3, n_estimators=200, subsample=1; total time= 0.2s [CV] END learning_rate=1.0, max_features=4, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END learning_rate=1.0, max_features=4, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END learning_rate=1.0, max_features=4, n_estimators=100, subsample=1; total time= 0.1s [CV] END learning_rate=1.0, max_features=4, n_estimators=100, subsample=1; total time= 0.1s [CV] END learning_rate=1.0, max_features=4, n_estimators=300, subsample=0.5; total time= 0.2s [CV] END learning_rate=1.0, max_features=4, n_estimators=300, subsample=0.5; total time= 0.2s [CV] END learning_rate=1.25, max_features=None, n_estimators=100, subsample=1; total time= 0.2s [CV] END learning_rate=1.25, max_features=None, n_estimators=100, subsample=1; total time= 0.1s [CV] END learning_rate=1.25, max_features=None, n_estimators=300, subsample=0.5; total time= 0.3s [CV] END learning_rate=1.25, max_features=None, n_estimators=300, subsample=1; total time= 0.4s [CV] END learning_rate=1.25, max_features=2, n_estimators=300, subsample=0.5; total time= 0.2s [CV] END learning_rate=1.25, max_features=2, n_estimators=300, subsample=0.5; total time= 0.2s [CV] END learning_rate=1.25, max_features=3, n_estimators=100, subsample=1; total time= 0.1s [CV] END learning_rate=1.25, max_features=3, n_estimators=100, subsample=1; total time= 0.1s [CV] END learning_rate=1.25, max_features=3, n_estimators=300, subsample=0.5; total time= 0.2s [CV] END learning_rate=1.25, max_features=3, n_estimators=300, subsample=0.5; total time= 0.2s [CV] END learning_rate=1.25, max_features=4, n_estimators=200, subsample=0.5; total time= 0.1s [CV] END learning_rate=1.25, max_features=4, n_estimators=200, subsample=0.5; total time= 0.2s [CV] END learning_rate=1.25, max_features=4, n_estimators=300, subsample=1; total time= 0.3s [CV] END learning_rate=1.25, max_features=4, n_estimators=300, subsample=1; total time= 0.3s [CV] END learning_rate=1.5, max_features=None, n_estimators=200, subsample=1; total time= 0.3s [CV] END learning_rate=1.5, max_features=None, n_estimators=200, subsample=1; total time= 0.3s [CV] END learning_rate=1.5, max_features=2, n_estimators=100, subsample=1; total time= 0.1s [CV] END learning_rate=1.5, max_features=2, n_estimators=100, subsample=1; total time= 0.1s [CV] END learning_rate=1.5, max_features=2, n_estimators=200, subsample=1; total time= 0.1s [CV] END learning_rate=1.5, max_features=2, n_estimators=200, subsample=1; total time= 0.1s [CV] END learning_rate=1.5, max_features=3, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END learning_rate=1.5, max_features=3, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END learning_rate=1.5, max_features=3, n_estimators=100, subsample=1; total time= 0.1s [CV] END learning_rate=1.5, max_features=3, n_estimators=100, subsample=1; total time= 0.1s [CV] END learning_rate=1.5, max_features=3, n_estimators=200, subsample=1; total time= 0.2s [CV] END learning_rate=1.5, max_features=3, n_estimators=200, subsample=1; total time= 0.2s [CV] END learning_rate=1.5, max_features=4, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END learning_rate=1.5, max_features=4, n_estimators=100, subsample=1; total time= 0.1s [CV] END learning_rate=1.5, max_features=4, n_estimators=200, subsample=0.5; total time= 0.1s [CV] END learning_rate=1.5, max_features=4, n_estimators=200, subsample=1; total time= 0.2s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=3, n_estimators=100, subsample=0.5; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=3, n_estimators=100, subsample=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=3, n_estimators=300, subsample=0.5; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=5, n_estimators=100, subsample=1; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=5, n_estimators=100, subsample=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=300, subsample=0.5; total time= 0.2s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=300, subsample=0.5; total time= 0.2s [CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=3, n_estimators=300, subsample=1; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=3, n_estimators=300, subsample=1; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=5, n_estimators=300, subsample=0.5; total time= 0.2s [CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=5, n_estimators=300, subsample=0.5; total time= 0.2s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=3, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=3, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=3, n_estimators=300, subsample=0.5; total time= 0.2s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=3, n_estimators=300, subsample=0.5; total time= 0.2s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=5, n_estimators=100, subsample=1; total time= 0.1s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=5, n_estimators=100, subsample=1; total time= 0.1s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=100, subsample=1; total time= 0.1s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=100, subsample=1; total time= 0.1s [CV] END colsample_bytree=1, learning_rate=0.3, max_depth=3, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END colsample_bytree=1, learning_rate=0.3, max_depth=3, n_estimators=100, subsample=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.3, max_depth=3, n_estimators=300, subsample=0.5; total time= 0.2s [CV] END colsample_bytree=1, learning_rate=0.3, max_depth=3, n_estimators=300, subsample=0.5; total time= 0.1s [CV] END colsample_bytree=1, learning_rate=0.3, max_depth=3, n_estimators=300, subsample=1; total time= 0.1s [CV] END colsample_bytree=1, learning_rate=0.3, max_depth=3, n_estimators=300, subsample=1; total time= 0.1s [CV] END colsample_bytree=1, learning_rate=0.3, max_depth=6, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END colsample_bytree=1, learning_rate=0.3, max_depth=6, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END colsample_bytree=1, learning_rate=0.3, max_depth=6, n_estimators=100, subsample=1; total time= 0.1s [CV] END colsample_bytree=1, learning_rate=0.3, max_depth=6, n_estimators=100, subsample=1; total time= 0.1s [CV] END colsample_bytree=1, learning_rate=0.3, max_depth=6, n_estimators=300, subsample=0.5; total time= 0.2s [CV] END colsample_bytree=1, learning_rate=0.3, max_depth=6, n_estimators=300, subsample=1; total time= 0.2s [CV] END ..........................................alpha=0.1; total time= 0.1s [CV] END ..........................................alpha=1.0; total time= 0.1s [CV] END .........................................alpha=10.0; total time= 0.0s 58/58 [==============================] - 0s 405us/step - loss: 0.4516 - accuracy: 0.7743 Epoch 59/500 58/58 [==============================] - 0s 406us/step - loss: 0.4512 - accuracy: 0.7715 Epoch 60/500 58/58 [==============================] - 0s 384us/step - loss: 0.4511 - accuracy: 0.7729 Epoch 61/500 58/58 [==============================] - 0s 385us/step - loss: 0.4504 - accuracy: 0.7708 Epoch 62/500 1/58 [..............................] - ETA: 0s - loss: 0.5881 - accuracy: 0.7200[CV] END ................................C=0.001, penalty=l1; total time= 0.0s [CV] END ...................................C=10, penalty=l2; total time= 0.0s [CV] END ...................................C=10, penalty=l2; total time= 0.0s [CV] END .................................C=1000, penalty=l2; total time= 0.0s [CV] END max_depth=3, max_features=2, min_samples_split=2, n_estimators=50; total time= 0.0s [CV] END max_depth=3, max_features=2, min_samples_split=2, n_estimators=150; total time= 0.1s [CV] END max_depth=3, max_features=2, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=3, max_features=2, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=3, max_features=2, min_samples_split=8, n_estimators=100; total time= 0.1s [CV] END max_depth=3, max_features=2, min_samples_split=8, n_estimators=100; total time= 0.1s [CV] END max_depth=3, max_features=3, min_samples_split=2, n_estimators=150; total time= 0.1s [CV] END max_depth=3, max_features=3, min_samples_split=2, n_estimators=150; total time= 0.1s [CV] END max_depth=3, max_features=3, min_samples_split=2, n_estimators=150; total time= 0.1s [CV] END max_depth=3, max_features=3, min_samples_split=2, n_estimators=150; total time= 0.1s [CV] END max_depth=3, max_features=4, min_samples_split=2, n_estimators=150; total time= 0.2s [CV] END max_depth=3, max_features=4, min_samples_split=2, n_estimators=150; total time= 0.2s [CV] END max_depth=3, max_features=4, min_samples_split=2, n_estimators=150; total time= 0.2s [CV] END max_depth=3, max_features=4, min_samples_split=2, n_estimators=150; total time= 0.1s [CV] END max_depth=5, max_features=2, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=5, max_features=2, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=5, max_features=2, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=5, max_features=2, min_samples_split=5, n_estimators=100; total time= 0.1s [CV] END max_depth=5, max_features=3, min_samples_split=2, n_estimators=50; total time= 0.1s [CV] END max_depth=5, max_features=3, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=5, max_features=3, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=5, max_features=3, min_samples_split=2, n_estimators=100; total time= 0.1s [CV] END max_depth=5, max_features=3, min_samples_split=8, n_estimators=50; total time= 0.1s [CV] END max_depth=5, max_features=3, min_samples_split=8, n_estimators=50; total time= 0.1s [CV] END max_depth=5, max_features=3, min_samples_split=8, n_estimators=50; total time= 0.1s [CV] END max_depth=5, max_features=3, min_samples_split=8, n_estimators=100; total time= 0.1s [CV] END max_depth=5, max_features=3, min_samples_split=8, n_estimators=150; total time= 0.2s [CV] END max_depth=5, max_features=4, min_samples_split=2, n_estimators=50; total time= 0.1s [CV] END max_depth=5, max_features=4, min_samples_split=2, n_estimators=50; total time= 0.1s [CV] END max_depth=5, max_features=4, min_samples_split=2, n_estimators=50; total time= 0.1s [CV] END max_depth=5, max_features=4, min_samples_split=5, n_estimators=150; total time= 0.2s [CV] END max_depth=5, max_features=4, min_samples_split=5, n_estimators=150; total time= 0.2s [CV] END max_depth=5, max_features=4, min_samples_split=5, n_estimators=150; total time= 0.2s [CV] END max_depth=5, max_features=4, min_samples_split=8, n_estimators=50; total time= 0.1s [CV] END max_depth=7, max_features=2, min_samples_split=5, n_estimators=150; total time= 0.2s [CV] END max_depth=7, max_features=2, min_samples_split=5, n_estimators=150; total time= 0.2s [CV] END max_depth=7, max_features=2, min_samples_split=5, n_estimators=150; total time= 0.2s [CV] END max_depth=7, max_features=2, min_samples_split=5, n_estimators=150; total time= 0.2s [CV] END max_depth=7, max_features=3, min_samples_split=5, n_estimators=150; total time= 0.2s [CV] END max_depth=7, max_features=3, min_samples_split=5, n_estimators=150; total time= 0.2s [CV] END max_depth=7, max_features=3, min_samples_split=5, n_estimators=150; total time= 0.2s [CV] END max_depth=7, max_features=3, min_samples_split=5, n_estimators=150; total time= 0.2s [CV] END max_depth=7, max_features=4, min_samples_split=5, n_estimators=150; total time= 0.2s [CV] END max_depth=7, max_features=4, min_samples_split=5, n_estimators=150; total time= 0.2s [CV] END max_depth=7, max_features=4, min_samples_split=8, n_estimators=50; total time= 0.1s [CV] END max_depth=7, max_features=4, min_samples_split=8, n_estimators=50; total time= 0.1s [CV] END max_depth=9, max_features=2, min_samples_split=5, n_estimators=50; total time= 0.1s [CV] END max_depth=9, max_features=2, min_samples_split=5, n_estimators=50; total time= 0.1s [CV] END max_depth=9, max_features=2, min_samples_split=5, n_estimators=50; total time= 0.1s [CV] END max_depth=9, max_features=2, min_samples_split=5, n_estimators=50; total time= 0.1s [CV] END max_depth=9, max_features=2, min_samples_split=8, n_estimators=50; total time= 0.1s [CV] END max_depth=9, max_features=2, min_samples_split=8, n_estimators=50; total time= 0.1s [CV] END max_depth=9, max_features=2, min_samples_split=8, n_estimators=50; total time= 0.1s [CV] END max_depth=9, max_features=2, min_samples_split=8, n_estimators=50; total time= 0.1s [CV] END max_depth=9, max_features=2, min_samples_split=8, n_estimators=150; total time= 0.2s [CV] END max_depth=9, max_features=2, min_samples_split=8, n_estimators=150; total time= 0.2s [CV] END max_depth=9, max_features=3, min_samples_split=2, n_estimators=50; total time= 0.1s [CV] END max_depth=9, max_features=3, min_samples_split=2, n_estimators=50; total time= 0.1s [CV] END max_depth=9, max_features=3, min_samples_split=8, n_estimators=50; total time= 0.1s [CV] END max_depth=9, max_features=3, min_samples_split=8, n_estimators=50; total time= 0.1s [CV] END max_depth=9, max_features=3, min_samples_split=8, n_estimators=50; total time= 0.1s [CV] END max_depth=9, max_features=3, min_samples_split=8, n_estimators=50; total time= 0.1s [CV] END max_depth=9, max_features=4, min_samples_split=2, n_estimators=100; total time= 0.2s [CV] END max_depth=9, max_features=4, min_samples_split=2, n_estimators=100; total time= 0.2s [CV] END max_depth=9, max_features=4, min_samples_split=2, n_estimators=100; total time= 0.2s [CV] END max_depth=9, max_features=4, min_samples_split=2, n_estimators=100; total time= 0.2s [CV] END max_depth=9, max_features=4, min_samples_split=8, n_estimators=50; total time= 0.1s [CV] END max_depth=9, max_features=4, min_samples_split=8, n_estimators=100; total time= 0.2s [CV] END max_depth=9, max_features=4, min_samples_split=8, n_estimators=150; total time= 0.2s [CV] END learning_rate=0.2, max_features=None, n_estimators=100, subsample=1; total time= 0.2s [CV] END learning_rate=0.2, max_features=None, n_estimators=200, subsample=1; total time= 0.3s [CV] END learning_rate=0.2, max_features=2, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END learning_rate=0.2, max_features=2, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END learning_rate=0.2, max_features=2, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END learning_rate=0.2, max_features=2, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END learning_rate=0.2, max_features=2, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END learning_rate=0.2, max_features=2, n_estimators=100, subsample=1; total time= 0.1s [CV] END learning_rate=0.2, max_features=2, n_estimators=200, subsample=0.5; total time= 0.1s [CV] END learning_rate=0.2, max_features=2, n_estimators=200, subsample=0.5; total time= 0.1s [CV] END learning_rate=0.2, max_features=2, n_estimators=300, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.2, max_features=2, n_estimators=300, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.2, max_features=3, n_estimators=200, subsample=0.5; total time= 0.1s [CV] END learning_rate=0.2, max_features=3, n_estimators=200, subsample=1; total time= 0.2s [CV] END learning_rate=0.2, max_features=4, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END learning_rate=0.2, max_features=4, n_estimators=100, subsample=1; total time= 0.1s [CV] END learning_rate=0.2, max_features=4, n_estimators=200, subsample=0.5; total time= 0.1s [CV] END learning_rate=0.2, max_features=4, n_estimators=200, subsample=1; total time= 0.2s [CV] END learning_rate=0.5, max_features=None, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END learning_rate=0.5, max_features=None, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END learning_rate=0.5, max_features=None, n_estimators=100, subsample=1; total time= 0.2s [CV] END learning_rate=0.5, max_features=None, n_estimators=100, subsample=1; total time= 0.1s [CV] END learning_rate=0.5, max_features=None, n_estimators=300, subsample=0.5; total time= 0.3s [CV] END learning_rate=0.5, max_features=None, n_estimators=300, subsample=0.5; total time= 0.3s [CV] END learning_rate=0.5, max_features=2, n_estimators=200, subsample=0.5; total time= 0.1s [CV] END learning_rate=0.5, max_features=2, n_estimators=200, subsample=0.5; total time= 0.1s [CV] END learning_rate=0.5, max_features=2, n_estimators=300, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.5, max_features=2, n_estimators=300, subsample=1; total time= 0.2s [CV] END learning_rate=0.5, max_features=3, n_estimators=200, subsample=0.5; total time= 0.1s [CV] END learning_rate=0.5, max_features=3, n_estimators=200, subsample=1; total time= 0.2s [CV] END learning_rate=0.5, max_features=4, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END learning_rate=0.5, max_features=4, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END learning_rate=0.5, max_features=4, n_estimators=100, subsample=1; total time= 0.1s [CV] END learning_rate=0.5, max_features=4, n_estimators=100, subsample=1; total time= 0.1s [CV] END learning_rate=0.5, max_features=4, n_estimators=300, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.5, max_features=4, n_estimators=300, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.6, max_features=None, n_estimators=100, subsample=1; total time= 0.2s [CV] END learning_rate=0.6, max_features=None, n_estimators=100, subsample=1; total time= 0.2s [CV] END learning_rate=0.6, max_features=None, n_estimators=300, subsample=0.5; total time= 0.3s [CV] END learning_rate=0.6, max_features=None, n_estimators=300, subsample=0.5; total time= 0.3s [CV] END learning_rate=0.6, max_features=2, n_estimators=200, subsample=0.5; total time= 0.1s [CV] END learning_rate=0.6, max_features=2, n_estimators=200, subsample=0.5; total time= 0.1s [CV] END learning_rate=0.6, max_features=2, n_estimators=300, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.6, max_features=2, n_estimators=300, subsample=1; total time= 0.2s [CV] END learning_rate=0.6, max_features=3, n_estimators=200, subsample=0.5; total time= 0.1s [CV] END learning_rate=0.6, max_features=3, n_estimators=200, subsample=1; total time= 0.2s [CV] END learning_rate=0.6, max_features=4, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END learning_rate=0.6, max_features=4, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END learning_rate=0.6, max_features=4, n_estimators=100, subsample=1; total time= 0.1s [CV] END learning_rate=0.6, max_features=4, n_estimators=100, subsample=1; total time= 0.1s [CV] END learning_rate=0.6, max_features=4, n_estimators=300, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.6, max_features=4, n_estimators=300, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.75, max_features=None, n_estimators=100, subsample=1; total time= 0.2s [CV] END learning_rate=0.75, max_features=None, n_estimators=100, subsample=1; total time= 0.1s [CV] END learning_rate=0.75, max_features=None, n_estimators=300, subsample=0.5; total time= 0.3s [CV] END learning_rate=0.75, max_features=None, n_estimators=300, subsample=0.5; total time= 0.3s [CV] END learning_rate=0.75, max_features=2, n_estimators=200, subsample=0.5; total time= 0.1s [CV] END learning_rate=0.75, max_features=2, n_estimators=200, subsample=0.5; total time= 0.1s [CV] END learning_rate=0.75, max_features=2, n_estimators=300, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.75, max_features=2, n_estimators=300, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.75, max_features=3, n_estimators=200, subsample=0.5; total time= 0.1s [CV] END learning_rate=0.75, max_features=3, n_estimators=200, subsample=0.5; total time= 0.1s [CV] END learning_rate=0.75, max_features=3, n_estimators=300, subsample=1; total time= 0.3s [CV] END learning_rate=0.75, max_features=3, n_estimators=300, subsample=1; total time= 0.3s [CV] END learning_rate=0.75, max_features=4, n_estimators=300, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.75, max_features=4, n_estimators=300, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.85, max_features=None, n_estimators=200, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.85, max_features=None, n_estimators=200, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.85, max_features=None, n_estimators=300, subsample=1; total time= 0.4s [CV] END learning_rate=0.85, max_features=None, n_estimators=300, subsample=1; total time= 0.4s [CV] END learning_rate=0.85, max_features=3, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END learning_rate=0.85, max_features=3, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END learning_rate=0.85, max_features=3, n_estimators=200, subsample=0.5; total time= 0.1s [CV] END learning_rate=0.85, max_features=3, n_estimators=200, subsample=0.5; total time= 0.1s [CV] END learning_rate=0.85, max_features=3, n_estimators=300, subsample=1; total time= 0.3s [CV] END learning_rate=0.85, max_features=3, n_estimators=300, subsample=1; total time= 0.2s [CV] END learning_rate=0.85, max_features=4, n_estimators=300, subsample=0.5; total time= 0.2s [CV] END learning_rate=0.85, max_features=4, n_estimators=300, subsample=1; total time= 0.3s [CV] END learning_rate=1.0, max_features=None, n_estimators=200, subsample=0.5; total time= 0.2s [CV] END learning_rate=1.0, max_features=None, n_estimators=200, subsample=1; total time= 0.3s [CV] END learning_rate=1.0, max_features=2, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END learning_rate=1.0, max_features=2, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END learning_rate=1.0, max_features=2, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END learning_rate=1.0, max_features=2, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END learning_rate=1.0, max_features=2, n_estimators=100, subsample=1; total time= 0.1s [CV] END learning_rate=1.0, max_features=2, n_estimators=100, subsample=1; total time= 0.1s [CV] END learning_rate=1.0, max_features=2, n_estimators=200, subsample=1; total time= 0.1s [CV] END learning_rate=1.0, max_features=2, n_estimators=200, subsample=1; total time= 0.1s [CV] END learning_rate=1.0, max_features=3, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END learning_rate=1.0, max_features=3, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END learning_rate=1.0, max_features=3, n_estimators=100, subsample=1; total time= 0.1s [CV] END learning_rate=1.0, max_features=3, n_estimators=100, subsample=1; total time= 0.1s [CV] END learning_rate=1.0, max_features=3, n_estimators=300, subsample=0.5; total time= 0.2s [CV] END learning_rate=1.0, max_features=3, n_estimators=300, subsample=0.5; total time= 0.2s [CV] END learning_rate=1.0, max_features=4, n_estimators=100, subsample=1; total time= 0.1s [CV] END learning_rate=1.0, max_features=4, n_estimators=100, subsample=1; total time= 0.1s [CV] END learning_rate=1.0, max_features=4, n_estimators=200, subsample=1; total time= 0.2s [CV] END learning_rate=1.0, max_features=4, n_estimators=200, subsample=1; total time= 0.2s [CV] END learning_rate=1.25, max_features=None, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END learning_rate=1.25, max_features=None, n_estimators=100, subsample=1; total time= 0.1s [CV] END learning_rate=1.25, max_features=None, n_estimators=200, subsample=1; total time= 0.3s [CV] END learning_rate=1.25, max_features=None, n_estimators=200, subsample=1; total time= 0.3s [CV] END learning_rate=1.25, max_features=2, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END learning_rate=1.25, max_features=2, n_estimators=100, subsample=1; total time= 0.1s [CV] END learning_rate=1.25, max_features=2, n_estimators=200, subsample=0.5; total time= 0.1s [CV] END learning_rate=1.25, max_features=2, n_estimators=200, subsample=0.5; total time= 0.1s [CV] END learning_rate=1.25, max_features=2, n_estimators=300, subsample=0.5; total time= 0.2s [CV] END learning_rate=1.25, max_features=2, n_estimators=300, subsample=1; total time= 0.2s [CV] END learning_rate=1.25, max_features=3, n_estimators=200, subsample=0.5; total time= 0.1s [CV] END learning_rate=1.25, max_features=3, n_estimators=200, subsample=1; total time= 0.2s [CV] END learning_rate=1.25, max_features=4, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END learning_rate=1.25, max_features=4, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END learning_rate=1.25, max_features=4, n_estimators=100, subsample=1; total time= 0.1s [CV] END learning_rate=1.25, max_features=4, n_estimators=100, subsample=1; total time= 0.1s [CV] END learning_rate=1.25, max_features=4, n_estimators=200, subsample=1; total time= 0.2s [CV] END learning_rate=1.25, max_features=4, n_estimators=200, subsample=1; total time= 0.2s [CV] END learning_rate=1.5, max_features=None, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END learning_rate=1.5, max_features=None, n_estimators=100, subsample=1; total time= 0.1s [CV] END learning_rate=1.5, max_features=None, n_estimators=200, subsample=1; total time= 0.3s [CV] END learning_rate=1.5, max_features=None, n_estimators=200, subsample=1; total time= 0.3s [CV] END learning_rate=1.5, max_features=2, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END learning_rate=1.5, max_features=2, n_estimators=100, subsample=1; total time= 0.1s [CV] END learning_rate=1.5, max_features=2, n_estimators=200, subsample=0.5; total time= 0.1s [CV] END learning_rate=1.5, max_features=2, n_estimators=200, subsample=0.5; total time= 0.1s [CV] END learning_rate=1.5, max_features=2, n_estimators=300, subsample=0.5; total time= 0.2s [CV] END learning_rate=1.5, max_features=2, n_estimators=300, subsample=0.5; total time= 0.2s [CV] END learning_rate=1.5, max_features=3, n_estimators=200, subsample=0.5; total time= 0.1s [CV] END learning_rate=1.5, max_features=3, n_estimators=200, subsample=0.5; total time= 0.1s [CV] END learning_rate=1.5, max_features=3, n_estimators=300, subsample=1; total time= 0.2s [CV] END learning_rate=1.5, max_features=3, n_estimators=300, subsample=1; total time= 0.2s [CV] END learning_rate=1.5, max_features=4, n_estimators=300, subsample=0.5; total time= 0.2s [CV] END learning_rate=1.5, max_features=4, n_estimators=300, subsample=1; total time= 0.2s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=3, n_estimators=100, subsample=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=3, n_estimators=300, subsample=0.5; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=5, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=5, n_estimators=100, subsample=1; total time= 0.0s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=100, subsample=1; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=100, subsample=1; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=100, subsample=1; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=300, subsample=0.5; total time= 0.2s [CV] END colsample_bytree=0.5, learning_rate=0.1, max_depth=6, n_estimators=300, subsample=1; total time= 0.2s [CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=5, n_estimators=100, subsample=1; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=5, n_estimators=100, subsample=1; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=6, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=6, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=6, n_estimators=100, subsample=1; total time= 0.1s [CV] END colsample_bytree=0.5, learning_rate=0.3, max_depth=6, n_estimators=100, subsample=1; total time= 0.1s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=3, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=3, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=3, n_estimators=100, subsample=1; total time= 0.1s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=3, n_estimators=100, subsample=1; total time= 0.0s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=3, n_estimators=300, subsample=0.5; total time= 0.2s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=3, n_estimators=300, subsample=0.5; total time= 0.2s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=5, n_estimators=300, subsample=1; total time= 0.2s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=5, n_estimators=300, subsample=1; total time= 0.2s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=300, subsample=1; total time= 0.3s [CV] END colsample_bytree=1, learning_rate=0.1, max_depth=6, n_estimators=300, subsample=1; total time= 0.3s [CV] END colsample_bytree=1, learning_rate=0.3, max_depth=5, n_estimators=100, subsample=0.5; total time= 0.1s [CV] END colsample_bytree=1, learning_rate=0.3, max_depth=5, n_estimators=100, subsample=1; total time= 0.1s [CV] END colsample_bytree=1, learning_rate=0.3, max_depth=5, n_estimators=300, subsample=1; total time= 0.2s [CV] END colsample_bytree=1, learning_rate=0.3, max_depth=5, n_estimators=300, subsample=1; total time= 0.2s [CV] END .........................................alpha=0.01; total time= 0.1s [CV] END ..........................................alpha=0.1; total time= 0.1s [CV] END ..........................................alpha=1.0; total time= 0.1s [CV] END .........................................alpha=10.0; total time= 0.0s 58/58 [==============================] - 0s 380us/step - loss: 0.4504 - accuracy: 0.7715 Epoch 63/500 58/58 [==============================] - 0s 419us/step - loss: 0.4497 - accuracy: 0.7715 Epoch 64/500 58/58 [==============================] - 0s 385us/step - loss: 0.4493 - accuracy: 0.7729 Epoch 65/500 58/58 [==============================] - 0s 443us/step - loss: 0.4490 - accuracy: 0.7736 Epoch 66/500 58/58 [==============================] - 0s 385us/step - loss: 0.4485 - accuracy: 0.7750 Epoch 67/500 58/58 [==============================] - 0s 366us/step - loss: 0.4486 - accuracy: 0.7743 Epoch 68/500 58/58 [==============================] - 0s 350us/step - loss: 0.4480 - accuracy: 0.7743 Epoch 69/500 58/58 [==============================] - 0s 350us/step - loss: 0.4479 - accuracy: 0.7722 Epoch 70/500 58/58 [==============================] - 0s 340us/step - loss: 0.4472 - accuracy: 0.7750 Epoch 71/500 58/58 [==============================] - 0s 343us/step - loss: 0.4475 - accuracy: 0.7792 Epoch 72/500 58/58 [==============================] - 0s 336us/step - loss: 0.4470 - accuracy: 0.7715 Epoch 73/500 58/58 [==============================] - 0s 341us/step - loss: 0.4465 - accuracy: 0.7667 Epoch 74/500 58/58 [==============================] - 0s 340us/step - loss: 0.4466 - accuracy: 0.7743 Epoch 75/500 58/58 [==============================] - 0s 341us/step - loss: 0.4457 - accuracy: 0.7743 Epoch 76/500 58/58 [==============================] - 0s 352us/step - loss: 0.4454 - accuracy: 0.7757 Epoch 77/500 58/58 [==============================] - 0s 397us/step - loss: 0.4446 - accuracy: 0.7778 Epoch 78/500 58/58 [==============================] - 0s 383us/step - loss: 0.4445 - accuracy: 0.7715 Epoch 79/500 58/58 [==============================] - 0s 419us/step - loss: 0.4437 - accuracy: 0.7792 Epoch 80/500 58/58 [==============================] - 0s 376us/step - loss: 0.4435 - accuracy: 0.7771 Epoch 81/500 58/58 [==============================] - 0s 358us/step - loss: 0.4431 - accuracy: 0.7764 Epoch 82/500 58/58 [==============================] - 0s 359us/step - loss: 0.4426 - accuracy: 0.7743 Epoch 83/500 58/58 [==============================] - 0s 352us/step - loss: 0.4423 - accuracy: 0.7743 Epoch 84/500 58/58 [==============================] - 0s 342us/step - loss: 0.4416 - accuracy: 0.7778 Epoch 85/500 58/58 [==============================] - 0s 353us/step - loss: 0.4410 - accuracy: 0.7792 Epoch 86/500 58/58 [==============================] - 0s 367us/step - loss: 0.4406 - accuracy: 0.7812 Epoch 87/500 58/58 [==============================] - 0s 358us/step - loss: 0.4402 - accuracy: 0.7771 Epoch 88/500 58/58 [==============================] - 0s 385us/step - loss: 0.4398 - accuracy: 0.7826 Epoch 89/500 58/58 [==============================] - 0s 375us/step - loss: 0.4391 - accuracy: 0.7806 Epoch 90/500 58/58 [==============================] - 0s 369us/step - loss: 0.4391 - accuracy: 0.7819 Epoch 91/500 58/58 [==============================] - 0s 356us/step - loss: 0.4391 - accuracy: 0.7819 Epoch 92/500 58/58 [==============================] - 0s 342us/step - loss: 0.4384 - accuracy: 0.7799 Epoch 93/500 58/58 [==============================] - 0s 343us/step - loss: 0.4377 - accuracy: 0.7812 Epoch 94/500 58/58 [==============================] - 0s 367us/step - loss: 0.4379 - accuracy: 0.7889 Epoch 95/500 58/58 [==============================] - 0s 458us/step - loss: 0.4372 - accuracy: 0.7819 Epoch 96/500 58/58 [==============================] - 0s 396us/step - loss: 0.4373 - accuracy: 0.7875 Epoch 97/500 58/58 [==============================] - 0s 441us/step - loss: 0.4368 - accuracy: 0.7819 Epoch 98/500 58/58 [==============================] - 0s 363us/step - loss: 0.4364 - accuracy: 0.7819 Epoch 99/500 58/58 [==============================] - 0s 404us/step - loss: 0.4364 - accuracy: 0.7903 Epoch 100/500 58/58 [==============================] - 0s 364us/step - loss: 0.4356 - accuracy: 0.7806 Epoch 101/500 58/58 [==============================] - 0s 387us/step - loss: 0.4352 - accuracy: 0.7833 Epoch 102/500 58/58 [==============================] - 0s 505us/step - loss: 0.4350 - accuracy: 0.7847 Epoch 103/500 58/58 [==============================] - 0s 397us/step - loss: 0.4348 - accuracy: 0.7840 Epoch 104/500 58/58 [==============================] - 0s 405us/step - loss: 0.4343 - accuracy: 0.7861 Epoch 105/500 58/58 [==============================] - 0s 461us/step - loss: 0.4332 - accuracy: 0.7889 Epoch 106/500 58/58 [==============================] - 0s 363us/step - loss: 0.4338 - accuracy: 0.7861 Epoch 107/500 58/58 [==============================] - 0s 437us/step - loss: 0.4336 - accuracy: 0.7868 Epoch 108/500 58/58 [==============================] - 0s 803us/step - loss: 0.4333 - accuracy: 0.7833 Epoch 109/500 58/58 [==============================] - 0s 585us/step - loss: 0.4328 - accuracy: 0.7847 Epoch 110/500 58/58 [==============================] - 0s 426us/step - loss: 0.4328 - accuracy: 0.7910 Epoch 111/500 58/58 [==============================] - 0s 516us/step - loss: 0.4324 - accuracy: 0.7861 Epoch 112/500 58/58 [==============================] - 0s 457us/step - loss: 0.4325 - accuracy: 0.7826 Epoch 113/500 58/58 [==============================] - 0s 408us/step - loss: 0.4321 - accuracy: 0.7854 Epoch 114/500 58/58 [==============================] - 0s 409us/step - loss: 0.4316 - accuracy: 0.7861 Epoch 115/500 58/58 [==============================] - 0s 372us/step - loss: 0.4318 - accuracy: 0.7868 Epoch 116/500 58/58 [==============================] - 0s 478us/step - loss: 0.4315 - accuracy: 0.7847 Epoch 117/500 58/58 [==============================] - 0s 513us/step - loss: 0.4311 - accuracy: 0.7889 Epoch 118/500 58/58 [==============================] - 0s 631us/step - loss: 0.4312 - accuracy: 0.7917 Epoch 119/500 58/58 [==============================] - 0s 405us/step - loss: 0.4304 - accuracy: 0.7868 Epoch 120/500 58/58 [==============================] - 0s 386us/step - loss: 0.4305 - accuracy: 0.7903 Epoch 121/500 58/58 [==============================] - 0s 416us/step - loss: 0.4305 - accuracy: 0.7854 Epoch 122/500 58/58 [==============================] - 0s 325us/step - loss: 0.4305 - accuracy: 0.7917 Epoch 123/500 58/58 [==============================] - 0s 336us/step - loss: 0.4297 - accuracy: 0.7889 Epoch 124/500 58/58 [==============================] - 0s 378us/step - loss: 0.4300 - accuracy: 0.7889 Epoch 125/500 58/58 [==============================] - 0s 368us/step - loss: 0.4302 - accuracy: 0.7931 Epoch 126/500 58/58 [==============================] - 0s 363us/step - loss: 0.4297 - accuracy: 0.7944 Epoch 127/500 58/58 [==============================] - 0s 416us/step - loss: 0.4295 - accuracy: 0.7889 Epoch 128/500 58/58 [==============================] - 0s 402us/step - loss: 0.4290 - accuracy: 0.7917 Epoch 129/500 58/58 [==============================] - 0s 428us/step - loss: 0.4292 - accuracy: 0.7944 Epoch 130/500 58/58 [==============================] - 0s 595us/step - loss: 0.4293 - accuracy: 0.7937 Epoch 131/500 58/58 [==============================] - 0s 395us/step - loss: 0.4286 - accuracy: 0.7903 Epoch 132/500 58/58 [==============================] - 0s 420us/step - loss: 0.4286 - accuracy: 0.7937 Epoch 133/500 58/58 [==============================] - 0s 423us/step - loss: 0.4283 - accuracy: 0.7958 Epoch 134/500 58/58 [==============================] - 0s 406us/step - loss: 0.4284 - accuracy: 0.7958 Epoch 135/500 58/58 [==============================] - 0s 422us/step - loss: 0.4283 - accuracy: 0.7868 Epoch 136/500 58/58 [==============================] - 0s 413us/step - loss: 0.4274 - accuracy: 0.7910 Epoch 137/500 58/58 [==============================] - 0s 391us/step - loss: 0.4276 - accuracy: 0.7944 Epoch 138/500 58/58 [==============================] - 0s 396us/step - loss: 0.4273 - accuracy: 0.7882 Epoch 139/500 58/58 [==============================] - 0s 393us/step - loss: 0.4268 - accuracy: 0.7958 Epoch 140/500 58/58 [==============================] - 0s 385us/step - loss: 0.4271 - accuracy: 0.7965 Epoch 141/500 58/58 [==============================] - 0s 406us/step - loss: 0.4269 - accuracy: 0.7903 Epoch 142/500 58/58 [==============================] - 0s 438us/step - loss: 0.4266 - accuracy: 0.7917 Epoch 143/500 58/58 [==============================] - 0s 357us/step - loss: 0.4260 - accuracy: 0.7958 Epoch 144/500 58/58 [==============================] - 0s 375us/step - loss: 0.4261 - accuracy: 0.7903 Epoch 145/500 58/58 [==============================] - 0s 441us/step - loss: 0.4253 - accuracy: 0.7979 Epoch 146/500 58/58 [==============================] - 0s 428us/step - loss: 0.4254 - accuracy: 0.7986 Epoch 147/500 58/58 [==============================] - 0s 382us/step - loss: 0.4248 - accuracy: 0.7951 Epoch 148/500 58/58 [==============================] - 0s 354us/step - loss: 0.4249 - accuracy: 0.7931 Epoch 149/500 58/58 [==============================] - 0s 362us/step - loss: 0.4243 - accuracy: 0.7993 Epoch 150/500 58/58 [==============================] - 0s 342us/step - loss: 0.4238 - accuracy: 0.7979 Epoch 151/500 58/58 [==============================] - 0s 356us/step - loss: 0.4239 - accuracy: 0.7944 Epoch 152/500 58/58 [==============================] - 0s 408us/step - loss: 0.4236 - accuracy: 0.7986 Epoch 153/500 58/58 [==============================] - 0s 415us/step - loss: 0.4232 - accuracy: 0.7951 Epoch 154/500 58/58 [==============================] - 0s 407us/step - loss: 0.4234 - accuracy: 0.7979 Epoch 155/500 58/58 [==============================] - 0s 420us/step - loss: 0.4228 - accuracy: 0.7979 Epoch 156/500 58/58 [==============================] - 0s 389us/step - loss: 0.4224 - accuracy: 0.8000 Epoch 157/500 58/58 [==============================] - 0s 476us/step - loss: 0.4219 - accuracy: 0.7965 Epoch 158/500 58/58 [==============================] - 0s 623us/step - loss: 0.4219 - accuracy: 0.7972 Epoch 159/500 58/58 [==============================] - 0s 625us/step - loss: 0.4221 - accuracy: 0.7993 Epoch 160/500 58/58 [==============================] - 0s 594us/step - loss: 0.4210 - accuracy: 0.8007 Epoch 161/500 58/58 [==============================] - 0s 527us/step - loss: 0.4212 - accuracy: 0.7993 Epoch 162/500 58/58 [==============================] - 0s 544us/step - loss: 0.4210 - accuracy: 0.8000 Epoch 163/500 58/58 [==============================] - 0s 425us/step - loss: 0.4205 - accuracy: 0.7979 Epoch 164/500 58/58 [==============================] - 0s 451us/step - loss: 0.4207 - accuracy: 0.8083 Epoch 165/500 58/58 [==============================] - 0s 535us/step - loss: 0.4197 - accuracy: 0.8014 Epoch 166/500 58/58 [==============================] - 0s 464us/step - loss: 0.4204 - accuracy: 0.8007 Epoch 167/500 58/58 [==============================] - 0s 426us/step - loss: 0.4196 - accuracy: 0.7972 Epoch 168/500 58/58 [==============================] - 0s 408us/step - loss: 0.4195 - accuracy: 0.8035 Epoch 169/500 58/58 [==============================] - 0s 442us/step - loss: 0.4191 - accuracy: 0.8021 Epoch 170/500 58/58 [==============================] - 0s 429us/step - loss: 0.4191 - accuracy: 0.7993 Epoch 171/500 58/58 [==============================] - 0s 513us/step - loss: 0.4189 - accuracy: 0.8007 Epoch 172/500 58/58 [==============================] - 0s 704us/step - loss: 0.4186 - accuracy: 0.8014 Epoch 173/500 58/58 [==============================] - 0s 540us/step - loss: 0.4173 - accuracy: 0.8083 Epoch 174/500 58/58 [==============================] - 0s 550us/step - loss: 0.4188 - accuracy: 0.8007 Epoch 175/500 58/58 [==============================] - 0s 420us/step - loss: 0.4181 - accuracy: 0.8000 Epoch 176/500 58/58 [==============================] - 0s 378us/step - loss: 0.4174 - accuracy: 0.8021 Epoch 177/500 58/58 [==============================] - 0s 354us/step - loss: 0.4172 - accuracy: 0.8000 Epoch 178/500 58/58 [==============================] - 0s 363us/step - loss: 0.4160 - accuracy: 0.8035 Epoch 179/500 58/58 [==============================] - 0s 367us/step - loss: 0.4166 - accuracy: 0.7986 Epoch 180/500 58/58 [==============================] - 0s 356us/step - loss: 0.4158 - accuracy: 0.8021 Epoch 181/500 58/58 [==============================] - 0s 380us/step - loss: 0.4153 - accuracy: 0.8083 Epoch 182/500 58/58 [==============================] - 0s 365us/step - loss: 0.4151 - accuracy: 0.8056 Epoch 183/500 58/58 [==============================] - 0s 365us/step - loss: 0.4155 - accuracy: 0.8069 Epoch 184/500 58/58 [==============================] - 0s 385us/step - loss: 0.4151 - accuracy: 0.8090 Epoch 185/500 58/58 [==============================] - 0s 361us/step - loss: 0.4139 - accuracy: 0.8076 Epoch 186/500 58/58 [==============================] - 0s 356us/step - loss: 0.4144 - accuracy: 0.8049 Epoch 187/500 58/58 [==============================] - 0s 380us/step - loss: 0.4138 - accuracy: 0.8049 Epoch 188/500 58/58 [==============================] - 0s 356us/step - loss: 0.4135 - accuracy: 0.8056 Epoch 189/500 58/58 [==============================] - 0s 361us/step - loss: 0.4133 - accuracy: 0.8062 Epoch 190/500 58/58 [==============================] - 0s 344us/step - loss: 0.4136 - accuracy: 0.8076 Epoch 191/500 58/58 [==============================] - 0s 353us/step - loss: 0.4117 - accuracy: 0.8056 Epoch 192/500 58/58 [==============================] - 0s 363us/step - loss: 0.4126 - accuracy: 0.8062 Epoch 193/500 58/58 [==============================] - 0s 310us/step - loss: 0.4127 - accuracy: 0.8028 Epoch 194/500 58/58 [==============================] - 0s 349us/step - loss: 0.4114 - accuracy: 0.8062 Epoch 195/500 58/58 [==============================] - 0s 406us/step - loss: 0.4109 - accuracy: 0.8069 Epoch 196/500 58/58 [==============================] - 0s 366us/step - loss: 0.4112 - accuracy: 0.8090 Epoch 197/500 58/58 [==============================] - 0s 333us/step - loss: 0.4112 - accuracy: 0.8042 Epoch 198/500 58/58 [==============================] - 0s 353us/step - loss: 0.4103 - accuracy: 0.8062 Epoch 199/500 58/58 [==============================] - 0s 344us/step - loss: 0.4096 - accuracy: 0.8062 Epoch 200/500 58/58 [==============================] - 0s 336us/step - loss: 0.4104 - accuracy: 0.8035 Epoch 201/500 58/58 [==============================] - 0s 342us/step - loss: 0.4091 - accuracy: 0.8056 Epoch 202/500 58/58 [==============================] - 0s 341us/step - loss: 0.4097 - accuracy: 0.8083 Epoch 203/500 58/58 [==============================] - 0s 342us/step - loss: 0.4090 - accuracy: 0.8035 Epoch 204/500 58/58 [==============================] - 0s 343us/step - loss: 0.4079 - accuracy: 0.8083 Epoch 205/500 58/58 [==============================] - 0s 343us/step - loss: 0.4081 - accuracy: 0.8021 Epoch 206/500 58/58 [==============================] - 0s 338us/step - loss: 0.4072 - accuracy: 0.8049 Epoch 207/500 58/58 [==============================] - 0s 336us/step - loss: 0.4077 - accuracy: 0.8083 Epoch 208/500 58/58 [==============================] - 0s 399us/step - loss: 0.4076 - accuracy: 0.8049 Epoch 209/500 58/58 [==============================] - 0s 382us/step - loss: 0.4062 - accuracy: 0.8090 Epoch 210/500 58/58 [==============================] - 0s 346us/step - loss: 0.4068 - accuracy: 0.8062 Epoch 211/500 58/58 [==============================] - 0s 356us/step - loss: 0.4062 - accuracy: 0.8111 Epoch 212/500 58/58 [==============================] - 0s 351us/step - loss: 0.4060 - accuracy: 0.8035 Epoch 213/500 58/58 [==============================] - 0s 339us/step - loss: 0.4053 - accuracy: 0.8021 Epoch 214/500 58/58 [==============================] - 0s 348us/step - loss: 0.4049 - accuracy: 0.8049 Epoch 215/500 58/58 [==============================] - 0s 336us/step - loss: 0.4050 - accuracy: 0.8007 Epoch 216/500 58/58 [==============================] - 0s 347us/step - loss: 0.4058 - accuracy: 0.8076 Epoch 217/500 58/58 [==============================] - 0s 343us/step - loss: 0.4044 - accuracy: 0.8083 Epoch 218/500 58/58 [==============================] - 0s 339us/step - loss: 0.4038 - accuracy: 0.8069 Epoch 219/500 58/58 [==============================] - 0s 342us/step - loss: 0.4029 - accuracy: 0.8083 Epoch 220/500 58/58 [==============================] - 0s 382us/step - loss: 0.4036 - accuracy: 0.8062 Epoch 221/500 58/58 [==============================] - 0s 393us/step - loss: 0.4031 - accuracy: 0.8062 Epoch 222/500 58/58 [==============================] - 0s 432us/step - loss: 0.4028 - accuracy: 0.8069 Epoch 223/500 58/58 [==============================] - 0s 414us/step - loss: 0.4026 - accuracy: 0.8076 Epoch 224/500 58/58 [==============================] - 0s 419us/step - loss: 0.4021 - accuracy: 0.8097 Epoch 225/500 58/58 [==============================] - 0s 411us/step - loss: 0.4016 - accuracy: 0.8069 Epoch 226/500 58/58 [==============================] - 0s 435us/step - loss: 0.4018 - accuracy: 0.8097 Epoch 227/500 58/58 [==============================] - 0s 403us/step - loss: 0.4017 - accuracy: 0.8090 Epoch 228/500 58/58 [==============================] - 0s 391us/step - loss: 0.4017 - accuracy: 0.8083 Epoch 229/500 58/58 [==============================] - 0s 375us/step - loss: 0.4010 - accuracy: 0.8111 Epoch 230/500 58/58 [==============================] - 0s 396us/step - loss: 0.3999 - accuracy: 0.8097 Epoch 231/500 58/58 [==============================] - 0s 359us/step - loss: 0.4009 - accuracy: 0.8132 Epoch 232/500 58/58 [==============================] - 0s 362us/step - loss: 0.3999 - accuracy: 0.8097 Epoch 233/500 58/58 [==============================] - 0s 370us/step - loss: 0.4002 - accuracy: 0.8139 Epoch 234/500 58/58 [==============================] - 0s 355us/step - loss: 0.3993 - accuracy: 0.8118 Epoch 235/500 58/58 [==============================] - 0s 365us/step - loss: 0.3990 - accuracy: 0.8097 Epoch 236/500 58/58 [==============================] - 0s 368us/step - loss: 0.3993 - accuracy: 0.8090 Epoch 237/500 58/58 [==============================] - 0s 360us/step - loss: 0.3988 - accuracy: 0.8132 Epoch 238/500 58/58 [==============================] - 0s 379us/step - loss: 0.3993 - accuracy: 0.8160 Epoch 239/500 58/58 [==============================] - 0s 358us/step - loss: 0.3983 - accuracy: 0.8097 Epoch 240/500 58/58 [==============================] - 0s 354us/step - loss: 0.3978 - accuracy: 0.8160 Epoch 241/500 58/58 [==============================] - 0s 395us/step - loss: 0.3980 - accuracy: 0.8111 Epoch 242/500 58/58 [==============================] - 0s 360us/step - loss: 0.3969 - accuracy: 0.8118 Epoch 243/500 58/58 [==============================] - 0s 359us/step - loss: 0.3980 - accuracy: 0.8125 Epoch 244/500 58/58 [==============================] - 0s 364us/step - loss: 0.3966 - accuracy: 0.8125 Epoch 245/500 58/58 [==============================] - 0s 349us/step - loss: 0.3964 - accuracy: 0.8125 Epoch 246/500 58/58 [==============================] - 0s 345us/step - loss: 0.3965 - accuracy: 0.8167 Epoch 247/500 58/58 [==============================] - 0s 335us/step - loss: 0.3955 - accuracy: 0.8153 Epoch 248/500 58/58 [==============================] - 0s 334us/step - loss: 0.3957 - accuracy: 0.8139 Epoch 249/500 58/58 [==============================] - 0s 343us/step - loss: 0.3941 - accuracy: 0.8174 Epoch 250/500 58/58 [==============================] - 0s 339us/step - loss: 0.3945 - accuracy: 0.8160 Epoch 251/500 58/58 [==============================] - 0s 342us/step - loss: 0.3935 - accuracy: 0.8125 Epoch 252/500 58/58 [==============================] - 0s 337us/step - loss: 0.3922 - accuracy: 0.8174 Epoch 253/500 58/58 [==============================] - 0s 379us/step - loss: 0.3931 - accuracy: 0.8153 Epoch 254/500 58/58 [==============================] - 0s 452us/step - loss: 0.3926 - accuracy: 0.8160 Epoch 255/500 58/58 [==============================] - 0s 426us/step - loss: 0.3917 - accuracy: 0.8125 Epoch 256/500 58/58 [==============================] - 0s 436us/step - loss: 0.3913 - accuracy: 0.8188 Epoch 257/500 58/58 [==============================] - 0s 444us/step - loss: 0.3903 - accuracy: 0.8139 Epoch 258/500 58/58 [==============================] - 0s 354us/step - loss: 0.3910 - accuracy: 0.8153 Epoch 259/500 58/58 [==============================] - 0s 354us/step - loss: 0.3892 - accuracy: 0.8167 Epoch 260/500 58/58 [==============================] - 0s 349us/step - loss: 0.3901 - accuracy: 0.8194 Epoch 261/500 58/58 [==============================] - 0s 341us/step - loss: 0.3891 - accuracy: 0.8188 Epoch 262/500 58/58 [==============================] - 0s 341us/step - loss: 0.3884 - accuracy: 0.8222 Epoch 263/500 58/58 [==============================] - 0s 360us/step - loss: 0.3882 - accuracy: 0.8153 Epoch 264/500 58/58 [==============================] - 0s 406us/step - loss: 0.3881 - accuracy: 0.8194 Epoch 265/500 58/58 [==============================] - 0s 391us/step - loss: 0.3882 - accuracy: 0.8125 Epoch 266/500 58/58 [==============================] - 0s 501us/step - loss: 0.3880 - accuracy: 0.8104 Epoch 267/500 58/58 [==============================] - 0s 350us/step - loss: 0.3872 - accuracy: 0.8208 Epoch 268/500 58/58 [==============================] - 0s 352us/step - loss: 0.3875 - accuracy: 0.8208 Epoch 269/500 58/58 [==============================] - 0s 343us/step - loss: 0.3865 - accuracy: 0.8167 Epoch 270/500 58/58 [==============================] - 0s 346us/step - loss: 0.3859 - accuracy: 0.8194 Epoch 271/500 58/58 [==============================] - 0s 348us/step - loss: 0.3870 - accuracy: 0.8208 Epoch 272/500 58/58 [==============================] - 0s 354us/step - loss: 0.3852 - accuracy: 0.8167 Epoch 273/500 58/58 [==============================] - 0s 338us/step - loss: 0.3860 - accuracy: 0.8201 Epoch 274/500 58/58 [==============================] - 0s 348us/step - loss: 0.3852 - accuracy: 0.8222 Epoch 275/500 58/58 [==============================] - 0s 372us/step - loss: 0.3852 - accuracy: 0.8174 Epoch 276/500 58/58 [==============================] - 0s 355us/step - loss: 0.3850 - accuracy: 0.8188 Epoch 277/500 58/58 [==============================] - 0s 345us/step - loss: 0.3849 - accuracy: 0.8181 Epoch 278/500 58/58 [==============================] - 0s 334us/step - loss: 0.3835 - accuracy: 0.8174 Epoch 279/500 58/58 [==============================] - 0s 341us/step - loss: 0.3846 - accuracy: 0.8215 Epoch 280/500 58/58 [==============================] - 0s 343us/step - loss: 0.3836 - accuracy: 0.8215 Epoch 281/500 58/58 [==============================] - 0s 339us/step - loss: 0.3841 - accuracy: 0.8181 Epoch 282/500 58/58 [==============================] - 0s 345us/step - loss: 0.3838 - accuracy: 0.8146 Epoch 283/500 58/58 [==============================] - 0s 338us/step - loss: 0.3836 - accuracy: 0.8181 Epoch 284/500 58/58 [==============================] - 0s 342us/step - loss: 0.3838 - accuracy: 0.8139 Epoch 285/500 58/58 [==============================] - 0s 344us/step - loss: 0.3827 - accuracy: 0.8181 Epoch 286/500 58/58 [==============================] - 0s 332us/step - loss: 0.3831 - accuracy: 0.8181 Epoch 287/500 58/58 [==============================] - 0s 365us/step - loss: 0.3824 - accuracy: 0.8194 Epoch 288/500 58/58 [==============================] - 0s 351us/step - loss: 0.3824 - accuracy: 0.8194 Epoch 289/500 58/58 [==============================] - 0s 348us/step - loss: 0.3816 - accuracy: 0.8208 Epoch 290/500 58/58 [==============================] - 0s 342us/step - loss: 0.3826 - accuracy: 0.8215 Epoch 291/500 58/58 [==============================] - 0s 343us/step - loss: 0.3814 - accuracy: 0.8208 Epoch 292/500 58/58 [==============================] - 0s 346us/step - loss: 0.3819 - accuracy: 0.8201 Epoch 293/500 58/58 [==============================] - 0s 343us/step - loss: 0.3809 - accuracy: 0.8208 Epoch 294/500 58/58 [==============================] - 0s 341us/step - loss: 0.3814 - accuracy: 0.8208 Epoch 295/500 58/58 [==============================] - 0s 342us/step - loss: 0.3811 - accuracy: 0.8167 Epoch 296/500 58/58 [==============================] - 0s 346us/step - loss: 0.3818 - accuracy: 0.8146 Epoch 297/500 58/58 [==============================] - 0s 340us/step - loss: 0.3812 - accuracy: 0.8188 Epoch 298/500 58/58 [==============================] - 0s 344us/step - loss: 0.3807 - accuracy: 0.8229 Epoch 299/500 58/58 [==============================] - 0s 348us/step - loss: 0.3801 - accuracy: 0.8215 Epoch 300/500 58/58 [==============================] - 0s 377us/step - loss: 0.3806 - accuracy: 0.8194 Epoch 301/500 58/58 [==============================] - 0s 350us/step - loss: 0.3803 - accuracy: 0.8139 Epoch 302/500 58/58 [==============================] - 0s 337us/step - loss: 0.3807 - accuracy: 0.8153 Epoch 303/500 58/58 [==============================] - 0s 342us/step - loss: 0.3796 - accuracy: 0.8201 Epoch 304/500 58/58 [==============================] - 0s 344us/step - loss: 0.3800 - accuracy: 0.8167 Epoch 305/500 58/58 [==============================] - 0s 348us/step - loss: 0.3788 - accuracy: 0.8153 Epoch 306/500 58/58 [==============================] - 0s 350us/step - loss: 0.3788 - accuracy: 0.8264 Epoch 307/500 58/58 [==============================] - 0s 340us/step - loss: 0.3797 - accuracy: 0.8201 Epoch 308/500 58/58 [==============================] - 0s 346us/step - loss: 0.3791 - accuracy: 0.8160 Epoch 309/500 58/58 [==============================] - 0s 342us/step - loss: 0.3797 - accuracy: 0.8188 Epoch 310/500 58/58 [==============================] - 0s 357us/step - loss: 0.3795 - accuracy: 0.8174 Epoch 311/500 58/58 [==============================] - 0s 351us/step - loss: 0.3787 - accuracy: 0.8243 Epoch 312/500 58/58 [==============================] - 0s 394us/step - loss: 0.3782 - accuracy: 0.8208 Epoch 313/500 58/58 [==============================] - 0s 391us/step - loss: 0.3786 - accuracy: 0.8181 Epoch 314/500 58/58 [==============================] - 0s 370us/step - loss: 0.3786 - accuracy: 0.8174 Epoch 315/500 58/58 [==============================] - 0s 364us/step - loss: 0.3788 - accuracy: 0.8181 Epoch 316/500 58/58 [==============================] - 0s 376us/step - loss: 0.3782 - accuracy: 0.8208 Epoch 317/500 58/58 [==============================] - 0s 337us/step - loss: 0.3772 - accuracy: 0.8181 Epoch 318/500 58/58 [==============================] - 0s 353us/step - loss: 0.3782 - accuracy: 0.8188 Epoch 319/500 58/58 [==============================] - 0s 345us/step - loss: 0.3773 - accuracy: 0.8222 Epoch 320/500 58/58 [==============================] - 0s 373us/step - loss: 0.3772 - accuracy: 0.8243 Epoch 321/500 58/58 [==============================] - 0s 343us/step - loss: 0.3771 - accuracy: 0.8188 Epoch 322/500 58/58 [==============================] - 0s 354us/step - loss: 0.3764 - accuracy: 0.8194 Epoch 323/500 58/58 [==============================] - 0s 376us/step - loss: 0.3770 - accuracy: 0.8201 Epoch 324/500 58/58 [==============================] - 0s 671us/step - loss: 0.3763 - accuracy: 0.8208 Epoch 325/500 58/58 [==============================] - 0s 347us/step - loss: 0.3767 - accuracy: 0.8215 Epoch 326/500 58/58 [==============================] - 0s 355us/step - loss: 0.3758 - accuracy: 0.8229 Epoch 327/500 58/58 [==============================] - 0s 359us/step - loss: 0.3759 - accuracy: 0.8194 Epoch 328/500 58/58 [==============================] - 0s 351us/step - loss: 0.3762 - accuracy: 0.8201 Epoch 329/500 58/58 [==============================] - 0s 355us/step - loss: 0.3744 - accuracy: 0.8215 Epoch 330/500 58/58 [==============================] - 0s 355us/step - loss: 0.3751 - accuracy: 0.8201 Epoch 331/500 58/58 [==============================] - 0s 348us/step - loss: 0.3755 - accuracy: 0.8181 Epoch 332/500 58/58 [==============================] - 0s 353us/step - loss: 0.3745 - accuracy: 0.8208 Epoch 333/500 58/58 [==============================] - 0s 340us/step - loss: 0.3746 - accuracy: 0.8222 Epoch 334/500 58/58 [==============================] - 0s 384us/step - loss: 0.3751 - accuracy: 0.8188 Epoch 335/500 58/58 [==============================] - 0s 353us/step - loss: 0.3740 - accuracy: 0.8222 Epoch 336/500 58/58 [==============================] - 0s 353us/step - loss: 0.3741 - accuracy: 0.8160 Epoch 337/500 58/58 [==============================] - 0s 346us/step - loss: 0.3737 - accuracy: 0.8243 Epoch 338/500 58/58 [==============================] - 0s 340us/step - loss: 0.3735 - accuracy: 0.8222 Epoch 339/500 58/58 [==============================] - 0s 341us/step - loss: 0.3735 - accuracy: 0.8188 Epoch 340/500 58/58 [==============================] - 0s 344us/step - loss: 0.3725 - accuracy: 0.8250 Epoch 341/500 58/58 [==============================] - 0s 344us/step - loss: 0.3733 - accuracy: 0.8222 Epoch 342/500 58/58 [==============================] - 0s 338us/step - loss: 0.3734 - accuracy: 0.8271 Epoch 343/500 58/58 [==============================] - 0s 345us/step - loss: 0.3725 - accuracy: 0.8278 Epoch 344/500 58/58 [==============================] - 0s 345us/step - loss: 0.3728 - accuracy: 0.8278 Epoch 345/500 58/58 [==============================] - 0s 1ms/step - loss: 0.3729 - accuracy: 0.8208 Epoch 346/500 58/58 [==============================] - 0s 695us/step - loss: 0.3721 - accuracy: 0.8285 Epoch 347/500 58/58 [==============================] - 0s 449us/step - loss: 0.3727 - accuracy: 0.8271 Epoch 348/500 58/58 [==============================] - 0s 719us/step - loss: 0.3731 - accuracy: 0.8257 Epoch 349/500 58/58 [==============================] - 0s 444us/step - loss: 0.3713 - accuracy: 0.8278 Epoch 350/500 58/58 [==============================] - 0s 353us/step - loss: 0.3721 - accuracy: 0.8250 Epoch 351/500 58/58 [==============================] - 0s 384us/step - loss: 0.3706 - accuracy: 0.8271 Epoch 352/500 58/58 [==============================] - 0s 386us/step - loss: 0.3720 - accuracy: 0.8236 Epoch 353/500 58/58 [==============================] - 0s 349us/step - loss: 0.3711 - accuracy: 0.8264 Epoch 354/500 58/58 [==============================] - 0s 345us/step - loss: 0.3709 - accuracy: 0.8313 Epoch 355/500 58/58 [==============================] - 0s 342us/step - loss: 0.3710 - accuracy: 0.8236 Epoch 356/500 58/58 [==============================] - 0s 349us/step - loss: 0.3709 - accuracy: 0.8250 Epoch 357/500 58/58 [==============================] - 0s 353us/step - loss: 0.3715 - accuracy: 0.8271 Epoch 358/500 58/58 [==============================] - 0s 348us/step - loss: 0.3707 - accuracy: 0.8243 Epoch 359/500 58/58 [==============================] - 0s 370us/step - loss: 0.3702 - accuracy: 0.8250 Epoch 360/500 58/58 [==============================] - 0s 356us/step - loss: 0.3697 - accuracy: 0.8271 Epoch 361/500 58/58 [==============================] - 0s 342us/step - loss: 0.3702 - accuracy: 0.8271 Epoch 362/500 58/58 [==============================] - 0s 338us/step - loss: 0.3704 - accuracy: 0.8236 Epoch 363/500 58/58 [==============================] - 0s 343us/step - loss: 0.3696 - accuracy: 0.8271 Epoch 364/500 58/58 [==============================] - 0s 382us/step - loss: 0.3695 - accuracy: 0.8250 Epoch 365/500 58/58 [==============================] - 0s 346us/step - loss: 0.3700 - accuracy: 0.8264 Epoch 366/500 58/58 [==============================] - 0s 343us/step - loss: 0.3691 - accuracy: 0.8285 Epoch 367/500 58/58 [==============================] - 0s 344us/step - loss: 0.3690 - accuracy: 0.8271 Epoch 368/500 58/58 [==============================] - 0s 351us/step - loss: 0.3685 - accuracy: 0.8292 Epoch 369/500 58/58 [==============================] - 0s 341us/step - loss: 0.3665 - accuracy: 0.8271 Epoch 370/500 58/58 [==============================] - 0s 343us/step - loss: 0.3692 - accuracy: 0.8278 Epoch 371/500 58/58 [==============================] - 0s 346us/step - loss: 0.3676 - accuracy: 0.8292 Epoch 372/500 58/58 [==============================] - 0s 344us/step - loss: 0.3678 - accuracy: 0.8257 Epoch 373/500 58/58 [==============================] - 0s 340us/step - loss: 0.3682 - accuracy: 0.8278 Epoch 374/500 58/58 [==============================] - 0s 344us/step - loss: 0.3678 - accuracy: 0.8243 Epoch 375/500 58/58 [==============================] - 0s 345us/step - loss: 0.3678 - accuracy: 0.8236 Epoch 376/500 58/58 [==============================] - 0s 378us/step - loss: 0.3671 - accuracy: 0.8243 Epoch 377/500 58/58 [==============================] - 0s 357us/step - loss: 0.3674 - accuracy: 0.8306 Epoch 378/500 58/58 [==============================] - 0s 341us/step - loss: 0.3673 - accuracy: 0.8299 Epoch 379/500 58/58 [==============================] - 0s 337us/step - loss: 0.3671 - accuracy: 0.8243 Epoch 380/500 58/58 [==============================] - 0s 339us/step - loss: 0.3671 - accuracy: 0.8299 Epoch 381/500 58/58 [==============================] - 0s 338us/step - loss: 0.3660 - accuracy: 0.8292 Epoch 382/500 58/58 [==============================] - 0s 336us/step - loss: 0.3670 - accuracy: 0.8285 Epoch 383/500 58/58 [==============================] - 0s 341us/step - loss: 0.3670 - accuracy: 0.8236 Epoch 384/500 58/58 [==============================] - 0s 333us/step - loss: 0.3660 - accuracy: 0.8236 Epoch 385/500 58/58 [==============================] - 0s 344us/step - loss: 0.3670 - accuracy: 0.8222 Epoch 386/500 58/58 [==============================] - 0s 335us/step - loss: 0.3663 - accuracy: 0.8222 Epoch 387/500 58/58 [==============================] - 0s 346us/step - loss: 0.3669 - accuracy: 0.8278 Epoch 388/500 58/58 [==============================] - 0s 368us/step - loss: 0.3656 - accuracy: 0.8250 Epoch 389/500 58/58 [==============================] - 0s 349us/step - loss: 0.3658 - accuracy: 0.8285 Epoch 390/500 58/58 [==============================] - 0s 353us/step - loss: 0.3656 - accuracy: 0.8222 Epoch 391/500 58/58 [==============================] - 0s 339us/step - loss: 0.3652 - accuracy: 0.8243 Epoch 392/500 58/58 [==============================] - 0s 346us/step - loss: 0.3664 - accuracy: 0.8250 Epoch 393/500 58/58 [==============================] - 0s 337us/step - loss: 0.3658 - accuracy: 0.8243 Epoch 394/500 58/58 [==============================] - 0s 335us/step - loss: 0.3652 - accuracy: 0.8285 Epoch 395/500 58/58 [==============================] - 0s 335us/step - loss: 0.3649 - accuracy: 0.8257 Epoch 396/500 58/58 [==============================] - 0s 333us/step - loss: 0.3646 - accuracy: 0.8278 Epoch 397/500 58/58 [==============================] - 0s 343us/step - loss: 0.3654 - accuracy: 0.8257 Epoch 398/500 58/58 [==============================] - 0s 337us/step - loss: 0.3646 - accuracy: 0.8285 Epoch 399/500 58/58 [==============================] - 0s 337us/step - loss: 0.3643 - accuracy: 0.8250 Epoch 400/500 58/58 [==============================] - 0s 344us/step - loss: 0.3651 - accuracy: 0.8278 Epoch 401/500 58/58 [==============================] - 0s 362us/step - loss: 0.3649 - accuracy: 0.8340 Epoch 402/500 58/58 [==============================] - 0s 351us/step - loss: 0.3651 - accuracy: 0.8278 Epoch 403/500 58/58 [==============================] - 0s 359us/step - loss: 0.3646 - accuracy: 0.8313 Epoch 404/500 58/58 [==============================] - 0s 346us/step - loss: 0.3645 - accuracy: 0.8292 Epoch 405/500 58/58 [==============================] - 0s 343us/step - loss: 0.3647 - accuracy: 0.8271 Epoch 406/500 58/58 [==============================] - 0s 340us/step - loss: 0.3644 - accuracy: 0.8285 Epoch 407/500 58/58 [==============================] - 0s 349us/step - loss: 0.3639 - accuracy: 0.8299 Epoch 408/500 58/58 [==============================] - 0s 354us/step - loss: 0.3644 - accuracy: 0.8285 Epoch 409/500 58/58 [==============================] - 0s 349us/step - loss: 0.3645 - accuracy: 0.8278 Epoch 410/500 58/58 [==============================] - 0s 337us/step - loss: 0.3623 - accuracy: 0.8319 Epoch 411/500 58/58 [==============================] - 0s 341us/step - loss: 0.3643 - accuracy: 0.8285 Epoch 412/500 58/58 [==============================] - 0s 341us/step - loss: 0.3637 - accuracy: 0.8299 Epoch 413/500 58/58 [==============================] - 0s 340us/step - loss: 0.3641 - accuracy: 0.8229 Epoch 414/500 58/58 [==============================] - 0s 336us/step - loss: 0.3630 - accuracy: 0.8292 Epoch 415/500 58/58 [==============================] - 0s 357us/step - loss: 0.3646 - accuracy: 0.8292 Epoch 416/500 58/58 [==============================] - 0s 355us/step - loss: 0.3629 - accuracy: 0.8250 Epoch 417/500 58/58 [==============================] - 0s 342us/step - loss: 0.3634 - accuracy: 0.8306 Epoch 418/500 58/58 [==============================] - 0s 339us/step - loss: 0.3605 - accuracy: 0.8236 Epoch 419/500 58/58 [==============================] - 0s 349us/step - loss: 0.3640 - accuracy: 0.8306 Epoch 420/500 58/58 [==============================] - 0s 347us/step - loss: 0.3630 - accuracy: 0.8292 Epoch 421/500 58/58 [==============================] - 0s 338us/step - loss: 0.3631 - accuracy: 0.8319 Epoch 422/500 58/58 [==============================] - 0s 338us/step - loss: 0.3635 - accuracy: 0.8306 Epoch 423/500 58/58 [==============================] - 0s 346us/step - loss: 0.3621 - accuracy: 0.8319 Epoch 424/500 58/58 [==============================] - 0s 337us/step - loss: 0.3614 - accuracy: 0.8333 Epoch 425/500 58/58 [==============================] - 0s 347us/step - loss: 0.3621 - accuracy: 0.8326 Epoch 426/500 58/58 [==============================] - 0s 341us/step - loss: 0.3614 - accuracy: 0.8354 Epoch 427/500 58/58 [==============================] - 0s 343us/step - loss: 0.3618 - accuracy: 0.8278 Epoch 428/500 58/58 [==============================] - 0s 345us/step - loss: 0.3621 - accuracy: 0.8326 Epoch 429/500 58/58 [==============================] - 0s 341us/step - loss: 0.3638 - accuracy: 0.8292 Epoch 430/500 58/58 [==============================] - 0s 346us/step - loss: 0.3629 - accuracy: 0.8299 Epoch 431/500 58/58 [==============================] - 0s 341us/step - loss: 0.3619 - accuracy: 0.8347 Epoch 432/500 58/58 [==============================] - 0s 340us/step - loss: 0.3621 - accuracy: 0.8306 Epoch 433/500 58/58 [==============================] - 0s 336us/step - loss: 0.3613 - accuracy: 0.8306 Epoch 434/500 58/58 [==============================] - 0s 338us/step - loss: 0.3617 - accuracy: 0.8292 Epoch 435/500 58/58 [==============================] - 0s 374us/step - loss: 0.3620 - accuracy: 0.8292 Epoch 436/500 58/58 [==============================] - 0s 337us/step - loss: 0.3618 - accuracy: 0.8299 Epoch 437/500 58/58 [==============================] - 0s 334us/step - loss: 0.3617 - accuracy: 0.8326 Epoch 438/500 58/58 [==============================] - 0s 339us/step - loss: 0.3606 - accuracy: 0.8347 Epoch 439/500 58/58 [==============================] - 0s 323us/step - loss: 0.3627 - accuracy: 0.8285 Epoch 440/500 58/58 [==============================] - 0s 367us/step - loss: 0.3622 - accuracy: 0.8313 Epoch 441/500 58/58 [==============================] - 0s 372us/step - loss: 0.3611 - accuracy: 0.8278 Epoch 442/500 58/58 [==============================] - 0s 376us/step - loss: 0.3610 - accuracy: 0.8306 Epoch 443/500 58/58 [==============================] - 0s 363us/step - loss: 0.3610 - accuracy: 0.8333 Epoch 444/500 58/58 [==============================] - 0s 322us/step - loss: 0.3620 - accuracy: 0.8313 Epoch 445/500 58/58 [==============================] - 0s 397us/step - loss: 0.3612 - accuracy: 0.8326 Epoch 446/500 58/58 [==============================] - 0s 403us/step - loss: 0.3615 - accuracy: 0.8285 Epoch 447/500 58/58 [==============================] - 0s 386us/step - loss: 0.3602 - accuracy: 0.8347 Epoch 448/500 58/58 [==============================] - 0s 386us/step - loss: 0.3617 - accuracy: 0.8278 Epoch 449/500 58/58 [==============================] - 0s 357us/step - loss: 0.3610 - accuracy: 0.8326 Epoch 450/500 58/58 [==============================] - 0s 388us/step - loss: 0.3606 - accuracy: 0.8347 Epoch 451/500 58/58 [==============================] - 0s 367us/step - loss: 0.3603 - accuracy: 0.8354 Epoch 452/500 58/58 [==============================] - 0s 382us/step - loss: 0.3619 - accuracy: 0.8299 Epoch 453/500 58/58 [==============================] - 0s 399us/step - loss: 0.3610 - accuracy: 0.8306 Epoch 454/500 58/58 [==============================] - 0s 361us/step - loss: 0.3596 - accuracy: 0.8299 Epoch 455/500 58/58 [==============================] - 0s 340us/step - loss: 0.3611 - accuracy: 0.8278 Epoch 456/500 58/58 [==============================] - 0s 344us/step - loss: 0.3617 - accuracy: 0.8319 Epoch 457/500 58/58 [==============================] - 0s 339us/step - loss: 0.3602 - accuracy: 0.8285 Epoch 458/500 58/58 [==============================] - 0s 340us/step - loss: 0.3607 - accuracy: 0.8326 Epoch 459/500 58/58 [==============================] - 0s 340us/step - loss: 0.3616 - accuracy: 0.8306 Epoch 460/500 58/58 [==============================] - 0s 340us/step - loss: 0.3608 - accuracy: 0.8313 Epoch 461/500 58/58 [==============================] - 0s 340us/step - loss: 0.3600 - accuracy: 0.8333 Epoch 462/500 58/58 [==============================] - 0s 354us/step - loss: 0.3613 - accuracy: 0.8271 Epoch 463/500 58/58 [==============================] - 0s 356us/step - loss: 0.3603 - accuracy: 0.8299 Epoch 464/500 58/58 [==============================] - 0s 343us/step - loss: 0.3612 - accuracy: 0.8299 Epoch 465/500 58/58 [==============================] - 0s 340us/step - loss: 0.3597 - accuracy: 0.8292 Epoch 466/500 58/58 [==============================] - 0s 343us/step - loss: 0.3611 - accuracy: 0.8313 Epoch 467/500 58/58 [==============================] - 0s 343us/step - loss: 0.3611 - accuracy: 0.8313 Epoch 468/500 58/58 [==============================] - 0s 337us/step - loss: 0.3604 - accuracy: 0.8306 Epoch 469/500 58/58 [==============================] - 0s 375us/step - loss: 0.3602 - accuracy: 0.8313 Epoch 470/500 58/58 [==============================] - 0s 347us/step - loss: 0.3601 - accuracy: 0.8292 Epoch 471/500 58/58 [==============================] - 0s 347us/step - loss: 0.3594 - accuracy: 0.8347 Epoch 472/500 58/58 [==============================] - 0s 344us/step - loss: 0.3598 - accuracy: 0.8299 Epoch 473/500 58/58 [==============================] - 0s 346us/step - loss: 0.3605 - accuracy: 0.8306 Epoch 474/500 58/58 [==============================] - 0s 342us/step - loss: 0.3594 - accuracy: 0.8347 Epoch 475/500 58/58 [==============================] - 0s 340us/step - loss: 0.3613 - accuracy: 0.8361 Epoch 476/500 58/58 [==============================] - 0s 334us/step - loss: 0.3587 - accuracy: 0.8306 Epoch 477/500 58/58 [==============================] - 0s 344us/step - loss: 0.3596 - accuracy: 0.8333 Epoch 478/500 58/58 [==============================] - 0s 340us/step - loss: 0.3594 - accuracy: 0.8354 Epoch 479/500 58/58 [==============================] - 0s 342us/step - loss: 0.3605 - accuracy: 0.8340 Epoch 480/500 58/58 [==============================] - 0s 333us/step - loss: 0.3600 - accuracy: 0.8333 Epoch 481/500 58/58 [==============================] - 0s 334us/step - loss: 0.3574 - accuracy: 0.8292 Epoch 482/500 58/58 [==============================] - 0s 343us/step - loss: 0.3578 - accuracy: 0.8313 Epoch 483/500 58/58 [==============================] - 0s 343us/step - loss: 0.3600 - accuracy: 0.8340 Epoch 484/500 58/58 [==============================] - 0s 334us/step - loss: 0.3584 - accuracy: 0.8299 Epoch 485/500 58/58 [==============================] - 0s 338us/step - loss: 0.3595 - accuracy: 0.8313 Epoch 486/500 58/58 [==============================] - 0s 337us/step - loss: 0.3600 - accuracy: 0.8368 Epoch 487/500 58/58 [==============================] - 0s 344us/step - loss: 0.3583 - accuracy: 0.8306 Epoch 488/500 58/58 [==============================] - 0s 346us/step - loss: 0.3592 - accuracy: 0.8306 Epoch 489/500 58/58 [==============================] - 0s 345us/step - loss: 0.3589 - accuracy: 0.8361 Epoch 490/500 58/58 [==============================] - 0s 343us/step - loss: 0.3593 - accuracy: 0.8306 Epoch 491/500 58/58 [==============================] - 0s 341us/step - loss: 0.3587 - accuracy: 0.8347 Epoch 492/500 58/58 [==============================] - 0s 342us/step - loss: 0.3586 - accuracy: 0.8299 Epoch 493/500 58/58 [==============================] - 0s 342us/step - loss: 0.3598 - accuracy: 0.8292 Epoch 494/500 58/58 [==============================] - 0s 341us/step - loss: 0.3585 - accuracy: 0.8313 Epoch 495/500 58/58 [==============================] - 0s 339us/step - loss: 0.3592 - accuracy: 0.8313 Epoch 496/500 58/58 [==============================] - 0s 346us/step - loss: 0.3577 - accuracy: 0.8306 Epoch 497/500 58/58 [==============================] - 0s 345us/step - loss: 0.3581 - accuracy: 0.8299 Epoch 498/500 58/58 [==============================] - 0s 350us/step - loss: 0.3580 - accuracy: 0.8333 Epoch 499/500 58/58 [==============================] - 0s 344us/step - loss: 0.3586 - accuracy: 0.8368 Epoch 500/500 58/58 [==============================] - 0s 336us/step - loss: 0.3575 - accuracy: 0.8313 5/5 [==============================] - 0s 444us/step Epoch 1/500 58/58 [==============================] - 0s 480us/step - loss: 0.6851 - accuracy: 0.6569 Epoch 2/500 58/58 [==============================] - 0s 403us/step - loss: 0.6577 - accuracy: 0.6597 Epoch 3/500 58/58 [==============================] - 0s 341us/step - loss: 0.6146 - accuracy: 0.6590 Epoch 4/500 58/58 [==============================] - 0s 336us/step - loss: 0.5672 - accuracy: 0.6868 Epoch 5/500 58/58 [==============================] - 0s 334us/step - loss: 0.5285 - accuracy: 0.7604 Epoch 6/500 58/58 [==============================] - 0s 343us/step - loss: 0.5048 - accuracy: 0.7708 Epoch 7/500 58/58 [==============================] - 0s 339us/step - loss: 0.4906 - accuracy: 0.7736 Epoch 8/500 58/58 [==============================] - 0s 331us/step - loss: 0.4815 - accuracy: 0.7729 Epoch 9/500 58/58 [==============================] - 0s 341us/step - loss: 0.4759 - accuracy: 0.7632 Epoch 10/500 58/58 [==============================] - 0s 335us/step - loss: 0.4725 - accuracy: 0.7681 Epoch 11/500 58/58 [==============================] - 0s 343us/step - loss: 0.4701 - accuracy: 0.7674 Epoch 12/500 58/58 [==============================] - 0s 333us/step - loss: 0.4685 - accuracy: 0.7701 Epoch 13/500 58/58 [==============================] - 0s 340us/step - loss: 0.4666 - accuracy: 0.7708 Epoch 14/500 58/58 [==============================] - 0s 340us/step - loss: 0.4651 - accuracy: 0.7694 Epoch 15/500 58/58 [==============================] - 0s 345us/step - loss: 0.4639 - accuracy: 0.7736 Epoch 16/500 58/58 [==============================] - 0s 336us/step - loss: 0.4626 - accuracy: 0.7715 Epoch 17/500 58/58 [==============================] - 0s 345us/step - loss: 0.4619 - accuracy: 0.7743 Epoch 18/500 58/58 [==============================] - 0s 338us/step - loss: 0.4607 - accuracy: 0.7750 Epoch 19/500 58/58 [==============================] - 0s 340us/step - loss: 0.4601 - accuracy: 0.7736 Epoch 20/500 58/58 [==============================] - 0s 334us/step - loss: 0.4592 - accuracy: 0.7736 Epoch 21/500 58/58 [==============================] - 0s 337us/step - loss: 0.4585 - accuracy: 0.7743 Epoch 22/500 58/58 [==============================] - 0s 329us/step - loss: 0.4576 - accuracy: 0.7729 Epoch 23/500 58/58 [==============================] - 0s 343us/step - loss: 0.4570 - accuracy: 0.7715 Epoch 24/500 58/58 [==============================] - 0s 347us/step - loss: 0.4566 - accuracy: 0.7743 Epoch 25/500 58/58 [==============================] - 0s 330us/step - loss: 0.4559 - accuracy: 0.7750 Epoch 26/500 58/58 [==============================] - 0s 334us/step - loss: 0.4552 - accuracy: 0.7708 Epoch 27/500 58/58 [==============================] - 0s 339us/step - loss: 0.4546 - accuracy: 0.7743 Epoch 28/500 58/58 [==============================] - 0s 334us/step - loss: 0.4545 - accuracy: 0.7736 Epoch 29/500 58/58 [==============================] - 0s 343us/step - loss: 0.4536 - accuracy: 0.7729 Epoch 30/500 58/58 [==============================] - 0s 337us/step - loss: 0.4533 - accuracy: 0.7750 Epoch 31/500 58/58 [==============================] - 0s 339us/step - loss: 0.4527 - accuracy: 0.7750 Epoch 32/500 58/58 [==============================] - 0s 339us/step - loss: 0.4521 - accuracy: 0.7743 Epoch 33/500 58/58 [==============================] - 0s 339us/step - loss: 0.4517 - accuracy: 0.7750 Epoch 34/500 58/58 [==============================] - 0s 336us/step - loss: 0.4512 - accuracy: 0.7750 Epoch 35/500 58/58 [==============================] - 0s 340us/step - loss: 0.4507 - accuracy: 0.7750 Epoch 36/500 58/58 [==============================] - 0s 331us/step - loss: 0.4500 - accuracy: 0.7750 Epoch 37/500 58/58 [==============================] - 0s 344us/step - loss: 0.4492 - accuracy: 0.7806 Epoch 38/500 58/58 [==============================] - 0s 344us/step - loss: 0.4491 - accuracy: 0.7799 Epoch 39/500 58/58 [==============================] - 0s 343us/step - loss: 0.4476 - accuracy: 0.7806 Epoch 40/500 58/58 [==============================] - 0s 343us/step - loss: 0.4476 - accuracy: 0.7854 Epoch 41/500 58/58 [==============================] - 0s 339us/step - loss: 0.4475 - accuracy: 0.7812 Epoch 42/500 58/58 [==============================] - 0s 334us/step - loss: 0.4468 - accuracy: 0.7819 Epoch 43/500 58/58 [==============================] - 0s 336us/step - loss: 0.4457 - accuracy: 0.7840 Epoch 44/500 58/58 [==============================] - 0s 339us/step - loss: 0.4456 - accuracy: 0.7833 Epoch 45/500 58/58 [==============================] - 0s 349us/step - loss: 0.4453 - accuracy: 0.7833 Epoch 46/500 58/58 [==============================] - 0s 342us/step - loss: 0.4444 - accuracy: 0.7833 Epoch 47/500 58/58 [==============================] - 0s 340us/step - loss: 0.4436 - accuracy: 0.7868 Epoch 48/500 58/58 [==============================] - 0s 341us/step - loss: 0.4433 - accuracy: 0.7833 Epoch 49/500 58/58 [==============================] - 0s 339us/step - loss: 0.4428 - accuracy: 0.7861 Epoch 50/500 58/58 [==============================] - 0s 341us/step - loss: 0.4428 - accuracy: 0.7833 Epoch 51/500 58/58 [==============================] - 0s 338us/step - loss: 0.4421 - accuracy: 0.7854 Epoch 52/500 58/58 [==============================] - 0s 340us/step - loss: 0.4415 - accuracy: 0.7868 Epoch 53/500 58/58 [==============================] - 0s 344us/step - loss: 0.4411 - accuracy: 0.7833 Epoch 54/500 58/58 [==============================] - 0s 337us/step - loss: 0.4406 - accuracy: 0.7861 Epoch 55/500 58/58 [==============================] - 0s 345us/step - loss: 0.4400 - accuracy: 0.7875 Epoch 56/500 58/58 [==============================] - 0s 338us/step - loss: 0.4398 - accuracy: 0.7854 Epoch 57/500 58/58 [==============================] - 0s 336us/step - loss: 0.4392 - accuracy: 0.7875 Epoch 58/500 58/58 [==============================] - 0s 337us/step - loss: 0.4390 - accuracy: 0.7882 Epoch 59/500 58/58 [==============================] - 0s 338us/step - loss: 0.4383 - accuracy: 0.7896 Epoch 60/500 58/58 [==============================] - 0s 334us/step - loss: 0.4378 - accuracy: 0.7931 Epoch 61/500 58/58 [==============================] - 0s 337us/step - loss: 0.4375 - accuracy: 0.7931 Epoch 62/500 58/58 [==============================] - 0s 336us/step - loss: 0.4370 - accuracy: 0.7931 Epoch 63/500 58/58 [==============================] - 0s 338us/step - loss: 0.4365 - accuracy: 0.7958 Epoch 64/500 58/58 [==============================] - 0s 336us/step - loss: 0.4363 - accuracy: 0.7944 Epoch 65/500 58/58 [==============================] - 0s 338us/step - loss: 0.4360 - accuracy: 0.7917 Epoch 66/500 58/58 [==============================] - 0s 343us/step - loss: 0.4354 - accuracy: 0.7931 Epoch 67/500 58/58 [==============================] - 0s 335us/step - loss: 0.4344 - accuracy: 0.7944 Epoch 68/500 58/58 [==============================] - 0s 369us/step - loss: 0.4345 - accuracy: 0.7986 Epoch 69/500 58/58 [==============================] - 0s 346us/step - loss: 0.4342 - accuracy: 0.7944 Epoch 70/500 58/58 [==============================] - 0s 385us/step - loss: 0.4339 - accuracy: 0.7986 Epoch 71/500 58/58 [==============================] - 0s 366us/step - loss: 0.4336 - accuracy: 0.8000 Epoch 72/500 58/58 [==============================] - 0s 379us/step - loss: 0.4331 - accuracy: 0.8000 Epoch 73/500 58/58 [==============================] - 0s 368us/step - loss: 0.4329 - accuracy: 0.8028 Epoch 74/500 58/58 [==============================] - 0s 344us/step - loss: 0.4324 - accuracy: 0.8000 Epoch 75/500 58/58 [==============================] - 0s 341us/step - loss: 0.4322 - accuracy: 0.7993 Epoch 76/500 58/58 [==============================] - 0s 336us/step - loss: 0.4318 - accuracy: 0.8014 Epoch 77/500 58/58 [==============================] - 0s 342us/step - loss: 0.4315 - accuracy: 0.7986 Epoch 78/500 58/58 [==============================] - 0s 349us/step - loss: 0.4315 - accuracy: 0.8014 Epoch 79/500 58/58 [==============================] - 0s 332us/step - loss: 0.4307 - accuracy: 0.8062 Epoch 80/500 58/58 [==============================] - 0s 345us/step - loss: 0.4303 - accuracy: 0.8042 Epoch 81/500 58/58 [==============================] - 0s 335us/step - loss: 0.4304 - accuracy: 0.8035 Epoch 82/500 58/58 [==============================] - 0s 356us/step - loss: 0.4299 - accuracy: 0.8056 Epoch 83/500 58/58 [==============================] - 0s 374us/step - loss: 0.4295 - accuracy: 0.8028 Epoch 84/500 58/58 [==============================] - 0s 359us/step - loss: 0.4291 - accuracy: 0.8000 Epoch 85/500 58/58 [==============================] - 0s 353us/step - loss: 0.4286 - accuracy: 0.8062 Epoch 86/500 58/58 [==============================] - 0s 363us/step - loss: 0.4282 - accuracy: 0.8049 Epoch 87/500 58/58 [==============================] - 0s 348us/step - loss: 0.4286 - accuracy: 0.8049 Epoch 88/500 58/58 [==============================] - 0s 342us/step - loss: 0.4281 - accuracy: 0.8069 Epoch 89/500 58/58 [==============================] - 0s 340us/step - loss: 0.4276 - accuracy: 0.8076 Epoch 90/500 58/58 [==============================] - 0s 340us/step - loss: 0.4275 - accuracy: 0.8042 Epoch 91/500 58/58 [==============================] - 0s 350us/step - loss: 0.4270 - accuracy: 0.8049 Epoch 92/500 58/58 [==============================] - 0s 337us/step - loss: 0.4268 - accuracy: 0.8062 Epoch 93/500 58/58 [==============================] - 0s 340us/step - loss: 0.4260 - accuracy: 0.8083 Epoch 94/500 58/58 [==============================] - 0s 342us/step - loss: 0.4257 - accuracy: 0.8028 Epoch 95/500 58/58 [==============================] - 0s 357us/step - loss: 0.4250 - accuracy: 0.8083 Epoch 96/500 58/58 [==============================] - 0s 344us/step - loss: 0.4247 - accuracy: 0.8028 Epoch 97/500 58/58 [==============================] - 0s 347us/step - loss: 0.4244 - accuracy: 0.8035 Epoch 98/500 58/58 [==============================] - 0s 346us/step - loss: 0.4239 - accuracy: 0.8083 Epoch 99/500 58/58 [==============================] - 0s 343us/step - loss: 0.4237 - accuracy: 0.8090 Epoch 100/500 58/58 [==============================] - 0s 393us/step - loss: 0.4236 - accuracy: 0.8097 Epoch 101/500 58/58 [==============================] - 0s 362us/step - loss: 0.4229 - accuracy: 0.8069 Epoch 102/500 58/58 [==============================] - 0s 351us/step - loss: 0.4231 - accuracy: 0.8083 Epoch 103/500 58/58 [==============================] - 0s 343us/step - loss: 0.4224 - accuracy: 0.8035 Epoch 104/500 58/58 [==============================] - 0s 342us/step - loss: 0.4225 - accuracy: 0.8076 Epoch 105/500 58/58 [==============================] - 0s 359us/step - loss: 0.4219 - accuracy: 0.8090 Epoch 106/500 58/58 [==============================] - 0s 348us/step - loss: 0.4214 - accuracy: 0.8035 Epoch 107/500 58/58 [==============================] - 0s 354us/step - loss: 0.4217 - accuracy: 0.8104 Epoch 108/500 58/58 [==============================] - 0s 339us/step - loss: 0.4210 - accuracy: 0.8062 Epoch 109/500 58/58 [==============================] - 0s 344us/step - loss: 0.4210 - accuracy: 0.8062 Epoch 110/500 58/58 [==============================] - 0s 340us/step - loss: 0.4205 - accuracy: 0.8056 Epoch 111/500 58/58 [==============================] - 0s 406us/step - loss: 0.4206 - accuracy: 0.8083 Epoch 112/500 58/58 [==============================] - 0s 359us/step - loss: 0.4198 - accuracy: 0.8139 Epoch 113/500 58/58 [==============================] - 0s 454us/step - loss: 0.4193 - accuracy: 0.8056 Epoch 114/500 58/58 [==============================] - 0s 438us/step - loss: 0.4193 - accuracy: 0.8076 Epoch 115/500 58/58 [==============================] - 0s 378us/step - loss: 0.4187 - accuracy: 0.8090 Epoch 116/500 58/58 [==============================] - 0s 386us/step - loss: 0.4182 - accuracy: 0.8097 Epoch 117/500 58/58 [==============================] - 0s 403us/step - loss: 0.4182 - accuracy: 0.8083 Epoch 118/500 58/58 [==============================] - 0s 391us/step - loss: 0.4177 - accuracy: 0.8090 Epoch 119/500 58/58 [==============================] - 0s 374us/step - loss: 0.4177 - accuracy: 0.8090 Epoch 120/500 58/58 [==============================] - 0s 545us/step - loss: 0.4170 - accuracy: 0.8090 Epoch 121/500 58/58 [==============================] - 0s 392us/step - loss: 0.4164 - accuracy: 0.8076 Epoch 122/500 58/58 [==============================] - 0s 376us/step - loss: 0.4162 - accuracy: 0.8104 Epoch 123/500 58/58 [==============================] - 0s 384us/step - loss: 0.4156 - accuracy: 0.8111 Epoch 124/500 58/58 [==============================] - 0s 408us/step - loss: 0.4156 - accuracy: 0.8104 Epoch 125/500 58/58 [==============================] - 0s 348us/step - loss: 0.4147 - accuracy: 0.8097 Epoch 126/500 58/58 [==============================] - 0s 356us/step - loss: 0.4139 - accuracy: 0.8146 Epoch 127/500 58/58 [==============================] - 0s 379us/step - loss: 0.4139 - accuracy: 0.8118 Epoch 128/500 58/58 [==============================] - 0s 370us/step - loss: 0.4134 - accuracy: 0.8125 Epoch 129/500 58/58 [==============================] - 0s 363us/step - loss: 0.4126 - accuracy: 0.8118 Epoch 130/500 58/58 [==============================] - 0s 366us/step - loss: 0.4128 - accuracy: 0.8118 Epoch 131/500 58/58 [==============================] - 0s 362us/step - loss: 0.4117 - accuracy: 0.8118 Epoch 132/500 58/58 [==============================] - 0s 320us/step - loss: 0.4115 - accuracy: 0.8111 Epoch 133/500 58/58 [==============================] - 0s 418us/step - loss: 0.4113 - accuracy: 0.8132 Epoch 134/500 58/58 [==============================] - 0s 417us/step - loss: 0.4104 - accuracy: 0.8118 Epoch 135/500 58/58 [==============================] - 0s 420us/step - loss: 0.4097 - accuracy: 0.8160 Epoch 136/500 58/58 [==============================] - 0s 424us/step - loss: 0.4086 - accuracy: 0.8139 Epoch 137/500 58/58 [==============================] - 0s 454us/step - loss: 0.4089 - accuracy: 0.8146 Epoch 138/500 58/58 [==============================] - 0s 394us/step - loss: 0.4087 - accuracy: 0.8188 Epoch 139/500 58/58 [==============================] - 0s 392us/step - loss: 0.4075 - accuracy: 0.8167 Epoch 140/500 58/58 [==============================] - 0s 418us/step - loss: 0.4072 - accuracy: 0.8167 Epoch 141/500 58/58 [==============================] - 0s 373us/step - loss: 0.4073 - accuracy: 0.8167 Epoch 142/500 58/58 [==============================] - 0s 373us/step - loss: 0.4058 - accuracy: 0.8160 Epoch 143/500 58/58 [==============================] - 0s 374us/step - loss: 0.4061 - accuracy: 0.8167 Epoch 144/500 58/58 [==============================] - 0s 383us/step - loss: 0.4057 - accuracy: 0.8188 Epoch 145/500 58/58 [==============================] - 0s 382us/step - loss: 0.4050 - accuracy: 0.8194 Epoch 146/500 58/58 [==============================] - 0s 383us/step - loss: 0.4055 - accuracy: 0.8167 Epoch 147/500 58/58 [==============================] - 0s 390us/step - loss: 0.4049 - accuracy: 0.8146 Epoch 148/500 58/58 [==============================] - 0s 400us/step - loss: 0.4045 - accuracy: 0.8215 Epoch 149/500 58/58 [==============================] - 0s 403us/step - loss: 0.4042 - accuracy: 0.8132 Epoch 150/500 58/58 [==============================] - 0s 412us/step - loss: 0.4033 - accuracy: 0.8188 Epoch 151/500 58/58 [==============================] - 0s 410us/step - loss: 0.4025 - accuracy: 0.8160 Epoch 152/500 58/58 [==============================] - 0s 414us/step - loss: 0.4026 - accuracy: 0.8174 Epoch 153/500 58/58 [==============================] - 0s 423us/step - loss: 0.4025 - accuracy: 0.8201 Epoch 154/500 58/58 [==============================] - 0s 401us/step - loss: 0.4023 - accuracy: 0.8167 Epoch 155/500 58/58 [==============================] - 0s 368us/step - loss: 0.4012 - accuracy: 0.8181 Epoch 156/500 58/58 [==============================] - 0s 382us/step - loss: 0.4015 - accuracy: 0.8215 Epoch 157/500 58/58 [==============================] - 0s 384us/step - loss: 0.4007 - accuracy: 0.8174 Epoch 158/500 58/58 [==============================] - 0s 381us/step - loss: 0.4002 - accuracy: 0.8201 Epoch 159/500 58/58 [==============================] - 0s 374us/step - loss: 0.3995 - accuracy: 0.8174 Epoch 160/500 58/58 [==============================] - 0s 369us/step - loss: 0.3991 - accuracy: 0.8215 Epoch 161/500 58/58 [==============================] - 0s 365us/step - loss: 0.3990 - accuracy: 0.8167 Epoch 162/500 58/58 [==============================] - 0s 370us/step - loss: 0.3985 - accuracy: 0.8215 Epoch 163/500 58/58 [==============================] - 0s 351us/step - loss: 0.3986 - accuracy: 0.8208 Epoch 164/500 58/58 [==============================] - 0s 348us/step - loss: 0.3974 - accuracy: 0.8236 Epoch 165/500 58/58 [==============================] - 0s 351us/step - loss: 0.3972 - accuracy: 0.8194 Epoch 166/500 58/58 [==============================] - 0s 347us/step - loss: 0.3975 - accuracy: 0.8188 Epoch 167/500 58/58 [==============================] - 0s 349us/step - loss: 0.3961 - accuracy: 0.8188 Epoch 168/500 58/58 [==============================] - 0s 342us/step - loss: 0.3967 - accuracy: 0.8201 Epoch 169/500 58/58 [==============================] - 0s 535us/step - loss: 0.3967 - accuracy: 0.8229 Epoch 170/500 58/58 [==============================] - 0s 415us/step - loss: 0.3956 - accuracy: 0.8243 Epoch 171/500 58/58 [==============================] - 0s 382us/step - loss: 0.3955 - accuracy: 0.8243 Epoch 172/500 58/58 [==============================] - 0s 363us/step - loss: 0.3948 - accuracy: 0.8208 Epoch 173/500 58/58 [==============================] - 0s 356us/step - loss: 0.3943 - accuracy: 0.8250 Epoch 174/500 58/58 [==============================] - 0s 368us/step - loss: 0.3943 - accuracy: 0.8194 Epoch 175/500 58/58 [==============================] - 0s 369us/step - loss: 0.3935 - accuracy: 0.8264 Epoch 176/500 58/58 [==============================] - 0s 377us/step - loss: 0.3935 - accuracy: 0.8222 Epoch 177/500 58/58 [==============================] - 0s 358us/step - loss: 0.3923 - accuracy: 0.8264 Epoch 178/500 58/58 [==============================] - 0s 348us/step - loss: 0.3926 - accuracy: 0.8243 Epoch 179/500 58/58 [==============================] - 0s 332us/step - loss: 0.3922 - accuracy: 0.8208 Epoch 180/500 58/58 [==============================] - 0s 342us/step - loss: 0.3916 - accuracy: 0.8215 Epoch 181/500 58/58 [==============================] - 0s 344us/step - loss: 0.3915 - accuracy: 0.8236 Epoch 182/500 58/58 [==============================] - 0s 337us/step - loss: 0.3914 - accuracy: 0.8160 Epoch 183/500 58/58 [==============================] - 0s 341us/step - loss: 0.3906 - accuracy: 0.8250 Epoch 184/500 58/58 [==============================] - 0s 343us/step - loss: 0.3903 - accuracy: 0.8194 Epoch 185/500 58/58 [==============================] - 0s 342us/step - loss: 0.3896 - accuracy: 0.8264 Epoch 186/500 58/58 [==============================] - 0s 349us/step - loss: 0.3900 - accuracy: 0.8222 Epoch 187/500 58/58 [==============================] - 0s 364us/step - loss: 0.3886 - accuracy: 0.8250 Epoch 188/500 58/58 [==============================] - 0s 396us/step - loss: 0.3885 - accuracy: 0.8243 Epoch 189/500 58/58 [==============================] - 0s 387us/step - loss: 0.3885 - accuracy: 0.8222 Epoch 190/500 58/58 [==============================] - 0s 374us/step - loss: 0.3866 - accuracy: 0.8215 Epoch 191/500 58/58 [==============================] - 0s 405us/step - loss: 0.3879 - accuracy: 0.8285 Epoch 192/500 58/58 [==============================] - 0s 371us/step - loss: 0.3871 - accuracy: 0.8278 Epoch 193/500 58/58 [==============================] - 0s 402us/step - loss: 0.3861 - accuracy: 0.8285 Epoch 194/500 58/58 [==============================] - 0s 385us/step - loss: 0.3861 - accuracy: 0.8313 Epoch 195/500 58/58 [==============================] - 0s 382us/step - loss: 0.3859 - accuracy: 0.8292 Epoch 196/500 58/58 [==============================] - 0s 374us/step - loss: 0.3851 - accuracy: 0.8264 Epoch 197/500 58/58 [==============================] - 0s 362us/step - loss: 0.3853 - accuracy: 0.8278 Epoch 198/500 58/58 [==============================] - 0s 348us/step - loss: 0.3851 - accuracy: 0.8306 Epoch 199/500 58/58 [==============================] - 0s 338us/step - loss: 0.3845 - accuracy: 0.8264 Epoch 200/500 58/58 [==============================] - 0s 359us/step - loss: 0.3843 - accuracy: 0.8299 Epoch 201/500 58/58 [==============================] - 0s 348us/step - loss: 0.3841 - accuracy: 0.8313 Epoch 202/500 58/58 [==============================] - 0s 356us/step - loss: 0.3843 - accuracy: 0.8319 Epoch 203/500 58/58 [==============================] - 0s 350us/step - loss: 0.3832 - accuracy: 0.8271 Epoch 204/500 58/58 [==============================] - 0s 350us/step - loss: 0.3837 - accuracy: 0.8285 Epoch 205/500 58/58 [==============================] - 0s 341us/step - loss: 0.3829 - accuracy: 0.8333 Epoch 206/500 58/58 [==============================] - 0s 347us/step - loss: 0.3834 - accuracy: 0.8299 Epoch 207/500 58/58 [==============================] - 0s 344us/step - loss: 0.3820 - accuracy: 0.8319 Epoch 208/500 58/58 [==============================] - 0s 347us/step - loss: 0.3829 - accuracy: 0.8354 Epoch 209/500 58/58 [==============================] - 0s 339us/step - loss: 0.3825 - accuracy: 0.8361 Epoch 210/500 58/58 [==============================] - 0s 346us/step - loss: 0.3817 - accuracy: 0.8306 Epoch 211/500 58/58 [==============================] - 0s 349us/step - loss: 0.3816 - accuracy: 0.8271 Epoch 212/500 58/58 [==============================] - 0s 342us/step - loss: 0.3818 - accuracy: 0.8285 Epoch 213/500 58/58 [==============================] - 0s 341us/step - loss: 0.3813 - accuracy: 0.8285 Epoch 214/500 58/58 [==============================] - 0s 339us/step - loss: 0.3815 - accuracy: 0.8333 Epoch 215/500 58/58 [==============================] - 0s 333us/step - loss: 0.3811 - accuracy: 0.8313 Epoch 216/500 58/58 [==============================] - 0s 339us/step - loss: 0.3813 - accuracy: 0.8313 Epoch 217/500 58/58 [==============================] - 0s 329us/step - loss: 0.3804 - accuracy: 0.8292 Epoch 218/500 58/58 [==============================] - 0s 335us/step - loss: 0.3810 - accuracy: 0.8347 Epoch 219/500 58/58 [==============================] - 0s 334us/step - loss: 0.3802 - accuracy: 0.8257 Epoch 220/500 58/58 [==============================] - 0s 335us/step - loss: 0.3809 - accuracy: 0.8347 Epoch 221/500 58/58 [==============================] - 0s 337us/step - loss: 0.3802 - accuracy: 0.8299 Epoch 222/500 58/58 [==============================] - 0s 337us/step - loss: 0.3803 - accuracy: 0.8250 Epoch 223/500 58/58 [==============================] - 0s 334us/step - loss: 0.3804 - accuracy: 0.8257 Epoch 224/500 58/58 [==============================] - 0s 336us/step - loss: 0.3796 - accuracy: 0.8319 Epoch 225/500 58/58 [==============================] - 0s 343us/step - loss: 0.3796 - accuracy: 0.8313 Epoch 226/500 58/58 [==============================] - 0s 337us/step - loss: 0.3794 - accuracy: 0.8313 Epoch 227/500 58/58 [==============================] - 0s 338us/step - loss: 0.3797 - accuracy: 0.8299 Epoch 228/500 58/58 [==============================] - 0s 337us/step - loss: 0.3792 - accuracy: 0.8264 Epoch 229/500 58/58 [==============================] - 0s 342us/step - loss: 0.3784 - accuracy: 0.8299 Epoch 230/500 58/58 [==============================] - 0s 344us/step - loss: 0.3789 - accuracy: 0.8271 Epoch 231/500 58/58 [==============================] - 0s 341us/step - loss: 0.3789 - accuracy: 0.8285 Epoch 232/500 58/58 [==============================] - 0s 346us/step - loss: 0.3778 - accuracy: 0.8326 Epoch 233/500 58/58 [==============================] - 0s 342us/step - loss: 0.3786 - accuracy: 0.8313 Epoch 234/500 58/58 [==============================] - 0s 341us/step - loss: 0.3784 - accuracy: 0.8326 Epoch 235/500 58/58 [==============================] - 0s 340us/step - loss: 0.3779 - accuracy: 0.8319 Epoch 236/500 58/58 [==============================] - 0s 334us/step - loss: 0.3765 - accuracy: 0.8271 Epoch 237/500 58/58 [==============================] - 0s 339us/step - loss: 0.3772 - accuracy: 0.8306 Epoch 238/500 58/58 [==============================] - 0s 351us/step - loss: 0.3765 - accuracy: 0.8299 Epoch 239/500 58/58 [==============================] - 0s 346us/step - loss: 0.3774 - accuracy: 0.8333 Epoch 240/500 58/58 [==============================] - 0s 336us/step - loss: 0.3772 - accuracy: 0.8285 Epoch 241/500 58/58 [==============================] - 0s 338us/step - loss: 0.3771 - accuracy: 0.8306 Epoch 242/500 58/58 [==============================] - 0s 342us/step - loss: 0.3774 - accuracy: 0.8278 Epoch 243/500 58/58 [==============================] - 0s 334us/step - loss: 0.3756 - accuracy: 0.8278 Epoch 244/500 58/58 [==============================] - 0s 337us/step - loss: 0.3768 - accuracy: 0.8292 Epoch 245/500 58/58 [==============================] - 0s 340us/step - loss: 0.3764 - accuracy: 0.8257 Epoch 246/500 58/58 [==============================] - 0s 341us/step - loss: 0.3764 - accuracy: 0.8278 Epoch 247/500 58/58 [==============================] - 0s 339us/step - loss: 0.3753 - accuracy: 0.8278 Epoch 248/500 58/58 [==============================] - 0s 338us/step - loss: 0.3757 - accuracy: 0.8319 Epoch 249/500 58/58 [==============================] - 0s 347us/step - loss: 0.3751 - accuracy: 0.8319 Epoch 250/500 58/58 [==============================] - 0s 338us/step - loss: 0.3762 - accuracy: 0.8326 Epoch 251/500 58/58 [==============================] - 0s 334us/step - loss: 0.3754 - accuracy: 0.8229 Epoch 252/500 58/58 [==============================] - 0s 343us/step - loss: 0.3756 - accuracy: 0.8299 Epoch 253/500 58/58 [==============================] - 0s 351us/step - loss: 0.3745 - accuracy: 0.8229 Epoch 254/500 58/58 [==============================] - 0s 351us/step - loss: 0.3758 - accuracy: 0.8333 Epoch 255/500 58/58 [==============================] - 0s 343us/step - loss: 0.3752 - accuracy: 0.8250 Epoch 256/500 58/58 [==============================] - 0s 338us/step - loss: 0.3752 - accuracy: 0.8313 Epoch 257/500 58/58 [==============================] - 0s 350us/step - loss: 0.3752 - accuracy: 0.8326 Epoch 258/500 58/58 [==============================] - 0s 333us/step - loss: 0.3746 - accuracy: 0.8278 Epoch 259/500 58/58 [==============================] - 0s 333us/step - loss: 0.3739 - accuracy: 0.8292 Epoch 260/500 58/58 [==============================] - 0s 348us/step - loss: 0.3745 - accuracy: 0.8264 Epoch 261/500 58/58 [==============================] - 0s 335us/step - loss: 0.3747 - accuracy: 0.8285 Epoch 262/500 58/58 [==============================] - 0s 337us/step - loss: 0.3736 - accuracy: 0.8264 Epoch 263/500 58/58 [==============================] - 0s 337us/step - loss: 0.3739 - accuracy: 0.8319 Epoch 264/500 58/58 [==============================] - 0s 343us/step - loss: 0.3746 - accuracy: 0.8236 Epoch 265/500 58/58 [==============================] - 0s 350us/step - loss: 0.3735 - accuracy: 0.8319 Epoch 266/500 58/58 [==============================] - 0s 347us/step - loss: 0.3739 - accuracy: 0.8271 Epoch 267/500 58/58 [==============================] - 0s 342us/step - loss: 0.3732 - accuracy: 0.8229 Epoch 268/500 58/58 [==============================] - 0s 335us/step - loss: 0.3725 - accuracy: 0.8278 Epoch 269/500 58/58 [==============================] - 0s 337us/step - loss: 0.3731 - accuracy: 0.8208 Epoch 270/500 58/58 [==============================] - 0s 336us/step - loss: 0.3716 - accuracy: 0.8292 Epoch 271/500 58/58 [==============================] - 0s 344us/step - loss: 0.3719 - accuracy: 0.8250 Epoch 272/500 58/58 [==============================] - 0s 343us/step - loss: 0.3720 - accuracy: 0.8250 Epoch 273/500 58/58 [==============================] - 0s 336us/step - loss: 0.3714 - accuracy: 0.8250 Epoch 274/500 58/58 [==============================] - 0s 340us/step - loss: 0.3714 - accuracy: 0.8243 Epoch 275/500 58/58 [==============================] - 0s 336us/step - loss: 0.3712 - accuracy: 0.8201 Epoch 276/500 58/58 [==============================] - 0s 346us/step - loss: 0.3699 - accuracy: 0.8278 Epoch 277/500 58/58 [==============================] - 0s 343us/step - loss: 0.3705 - accuracy: 0.8188 Epoch 278/500 58/58 [==============================] - 0s 344us/step - loss: 0.3699 - accuracy: 0.8257 Epoch 279/500 58/58 [==============================] - 0s 339us/step - loss: 0.3693 - accuracy: 0.8257 Epoch 280/500 58/58 [==============================] - 0s 341us/step - loss: 0.3702 - accuracy: 0.8194 Epoch 281/500 58/58 [==============================] - 0s 345us/step - loss: 0.3699 - accuracy: 0.8264 Epoch 282/500 58/58 [==============================] - 0s 335us/step - loss: 0.3699 - accuracy: 0.8229 Epoch 283/500 58/58 [==============================] - 0s 346us/step - loss: 0.3702 - accuracy: 0.8222 Epoch 284/500 58/58 [==============================] - 0s 339us/step - loss: 0.3697 - accuracy: 0.8201 Epoch 285/500 58/58 [==============================] - 0s 335us/step - loss: 0.3694 - accuracy: 0.8188 Epoch 286/500 58/58 [==============================] - 0s 337us/step - loss: 0.3694 - accuracy: 0.8229 Epoch 287/500 58/58 [==============================] - 0s 339us/step - loss: 0.3689 - accuracy: 0.8167 Epoch 288/500 58/58 [==============================] - 0s 349us/step - loss: 0.3695 - accuracy: 0.8181 Epoch 289/500 58/58 [==============================] - 0s 340us/step - loss: 0.3691 - accuracy: 0.8208 Epoch 290/500 58/58 [==============================] - 0s 343us/step - loss: 0.3685 - accuracy: 0.8250 Epoch 291/500 58/58 [==============================] - 0s 352us/step - loss: 0.3689 - accuracy: 0.8194 Epoch 292/500 58/58 [==============================] - 0s 337us/step - loss: 0.3688 - accuracy: 0.8208 Epoch 293/500 58/58 [==============================] - 0s 341us/step - loss: 0.3682 - accuracy: 0.8201 Epoch 294/500 58/58 [==============================] - 0s 341us/step - loss: 0.3687 - accuracy: 0.8201 Epoch 295/500 58/58 [==============================] - 0s 463us/step - loss: 0.3668 - accuracy: 0.8243 Epoch 296/500 58/58 [==============================] - 0s 609us/step - loss: 0.3685 - accuracy: 0.8208 Epoch 297/500 58/58 [==============================] - 0s 367us/step - loss: 0.3685 - accuracy: 0.8215 Epoch 298/500 58/58 [==============================] - 0s 382us/step - loss: 0.3686 - accuracy: 0.8208 Epoch 299/500 58/58 [==============================] - 0s 371us/step - loss: 0.3681 - accuracy: 0.8222 Epoch 300/500 58/58 [==============================] - 0s 358us/step - loss: 0.3683 - accuracy: 0.8222 Epoch 301/500 58/58 [==============================] - 0s 351us/step - loss: 0.3681 - accuracy: 0.8194 Epoch 302/500 58/58 [==============================] - 0s 348us/step - loss: 0.3679 - accuracy: 0.8222 Epoch 303/500 58/58 [==============================] - 0s 342us/step - loss: 0.3677 - accuracy: 0.8215 Epoch 304/500 58/58 [==============================] - 0s 341us/step - loss: 0.3672 - accuracy: 0.8250 Epoch 305/500 58/58 [==============================] - 0s 334us/step - loss: 0.3672 - accuracy: 0.8188 Epoch 306/500 58/58 [==============================] - 0s 347us/step - loss: 0.3666 - accuracy: 0.8229 Epoch 307/500 58/58 [==============================] - 0s 333us/step - loss: 0.3668 - accuracy: 0.8257 Epoch 308/500 58/58 [==============================] - 0s 336us/step - loss: 0.3681 - accuracy: 0.8160 Epoch 309/500 58/58 [==============================] - 0s 339us/step - loss: 0.3670 - accuracy: 0.8271 Epoch 310/500 58/58 [==============================] - 0s 342us/step - loss: 0.3676 - accuracy: 0.8153 Epoch 311/500 58/58 [==============================] - 0s 338us/step - loss: 0.3663 - accuracy: 0.8257 Epoch 312/500 58/58 [==============================] - 0s 409us/step - loss: 0.3664 - accuracy: 0.8222 Epoch 313/500 58/58 [==============================] - 0s 375us/step - loss: 0.3664 - accuracy: 0.8222 Epoch 314/500 58/58 [==============================] - 0s 362us/step - loss: 0.3675 - accuracy: 0.8250 Epoch 315/500 58/58 [==============================] - 0s 354us/step - loss: 0.3663 - accuracy: 0.8125 Epoch 316/500 58/58 [==============================] - 0s 347us/step - loss: 0.3669 - accuracy: 0.8181 Epoch 317/500 58/58 [==============================] - 0s 343us/step - loss: 0.3682 - accuracy: 0.8188 Epoch 318/500 58/58 [==============================] - 0s 339us/step - loss: 0.3672 - accuracy: 0.8229 Epoch 319/500 58/58 [==============================] - 0s 342us/step - loss: 0.3682 - accuracy: 0.8174 Epoch 320/500 58/58 [==============================] - 0s 340us/step - loss: 0.3668 - accuracy: 0.8236 Epoch 321/500 58/58 [==============================] - 0s 347us/step - loss: 0.3669 - accuracy: 0.8201 Epoch 322/500 58/58 [==============================] - 0s 340us/step - loss: 0.3668 - accuracy: 0.8208 Epoch 323/500 58/58 [==============================] - 0s 343us/step - loss: 0.3650 - accuracy: 0.8229 Epoch 324/500 58/58 [==============================] - 0s 345us/step - loss: 0.3674 - accuracy: 0.8194 Epoch 325/500 58/58 [==============================] - 0s 389us/step - loss: 0.3669 - accuracy: 0.8194 Epoch 326/500 58/58 [==============================] - 0s 419us/step - loss: 0.3651 - accuracy: 0.8278 Epoch 327/500 58/58 [==============================] - 0s 362us/step - loss: 0.3664 - accuracy: 0.8188 Epoch 328/500 58/58 [==============================] - 0s 371us/step - loss: 0.3661 - accuracy: 0.8194 Epoch 329/500 58/58 [==============================] - 0s 349us/step - loss: 0.3662 - accuracy: 0.8222 Epoch 330/500 58/58 [==============================] - 0s 351us/step - loss: 0.3661 - accuracy: 0.8215 Epoch 331/500 58/58 [==============================] - 0s 347us/step - loss: 0.3658 - accuracy: 0.8188 Epoch 332/500 58/58 [==============================] - 0s 351us/step - loss: 0.3670 - accuracy: 0.8188 Epoch 333/500 58/58 [==============================] - 0s 340us/step - loss: 0.3657 - accuracy: 0.8215 Epoch 334/500 58/58 [==============================] - 0s 342us/step - loss: 0.3663 - accuracy: 0.8229 Epoch 335/500 58/58 [==============================] - 0s 340us/step - loss: 0.3653 - accuracy: 0.8243 Epoch 336/500 58/58 [==============================] - 0s 341us/step - loss: 0.3662 - accuracy: 0.8201 Epoch 337/500 58/58 [==============================] - 0s 337us/step - loss: 0.3662 - accuracy: 0.8201 Epoch 338/500 58/58 [==============================] - 0s 340us/step - loss: 0.3659 - accuracy: 0.8222 Epoch 339/500 58/58 [==============================] - 0s 349us/step - loss: 0.3660 - accuracy: 0.8201 Epoch 340/500 58/58 [==============================] - 0s 389us/step - loss: 0.3645 - accuracy: 0.8236 Epoch 341/500 58/58 [==============================] - 0s 485us/step - loss: 0.3655 - accuracy: 0.8208 Epoch 342/500 58/58 [==============================] - 0s 470us/step - loss: 0.3652 - accuracy: 0.8215 Epoch 343/500 58/58 [==============================] - 0s 416us/step - loss: 0.3661 - accuracy: 0.8257 Epoch 344/500 58/58 [==============================] - 0s 461us/step - loss: 0.3645 - accuracy: 0.8201 Epoch 345/500 58/58 [==============================] - 0s 452us/step - loss: 0.3651 - accuracy: 0.8222 Epoch 346/500 58/58 [==============================] - 0s 433us/step - loss: 0.3661 - accuracy: 0.8194 Epoch 347/500 58/58 [==============================] - 0s 986us/step - loss: 0.3658 - accuracy: 0.8208 Epoch 348/500 58/58 [==============================] - 0s 603us/step - loss: 0.3641 - accuracy: 0.8215 Epoch 349/500 58/58 [==============================] - 0s 456us/step - loss: 0.3648 - accuracy: 0.8278 Epoch 350/500 58/58 [==============================] - 0s 426us/step - loss: 0.3652 - accuracy: 0.8188 Epoch 351/500 58/58 [==============================] - 0s 476us/step - loss: 0.3643 - accuracy: 0.8278 Epoch 352/500 58/58 [==============================] - 0s 393us/step - loss: 0.3647 - accuracy: 0.8243 Epoch 353/500 58/58 [==============================] - 0s 391us/step - loss: 0.3643 - accuracy: 0.8229 Epoch 354/500 58/58 [==============================] - 0s 348us/step - loss: 0.3648 - accuracy: 0.8264 Epoch 355/500 58/58 [==============================] - 0s 352us/step - loss: 0.3640 - accuracy: 0.8257 Epoch 356/500 58/58 [==============================] - 0s 350us/step - loss: 0.3641 - accuracy: 0.8243 Epoch 357/500 58/58 [==============================] - 0s 363us/step - loss: 0.3644 - accuracy: 0.8243 Epoch 358/500 58/58 [==============================] - 0s 370us/step - loss: 0.3641 - accuracy: 0.8236 Epoch 359/500 58/58 [==============================] - 0s 358us/step - loss: 0.3638 - accuracy: 0.8243 Epoch 360/500 58/58 [==============================] - 0s 356us/step - loss: 0.3640 - accuracy: 0.8250 Epoch 361/500 58/58 [==============================] - 0s 378us/step - loss: 0.3647 - accuracy: 0.8292 Epoch 362/500 58/58 [==============================] - 0s 353us/step - loss: 0.3627 - accuracy: 0.8340 Epoch 363/500 58/58 [==============================] - 0s 361us/step - loss: 0.3641 - accuracy: 0.8229 Epoch 364/500 58/58 [==============================] - 0s 361us/step - loss: 0.3643 - accuracy: 0.8264 Epoch 365/500 58/58 [==============================] - 0s 361us/step - loss: 0.3635 - accuracy: 0.8264 Epoch 366/500 58/58 [==============================] - 0s 360us/step - loss: 0.3619 - accuracy: 0.8319 Epoch 367/500 58/58 [==============================] - 0s 379us/step - loss: 0.3632 - accuracy: 0.8243 Epoch 368/500 58/58 [==============================] - 0s 350us/step - loss: 0.3631 - accuracy: 0.8188 Epoch 369/500 58/58 [==============================] - 0s 347us/step - loss: 0.3627 - accuracy: 0.8222 Epoch 370/500 58/58 [==============================] - 0s 351us/step - loss: 0.3631 - accuracy: 0.8243 Epoch 371/500 58/58 [==============================] - 0s 344us/step - loss: 0.3628 - accuracy: 0.8229 Epoch 372/500 58/58 [==============================] - 0s 338us/step - loss: 0.3622 - accuracy: 0.8278 Epoch 373/500 58/58 [==============================] - 0s 345us/step - loss: 0.3630 - accuracy: 0.8250 Epoch 374/500 58/58 [==============================] - 0s 342us/step - loss: 0.3630 - accuracy: 0.8299 Epoch 375/500 58/58 [==============================] - 0s 337us/step - loss: 0.3618 - accuracy: 0.8285 Epoch 376/500 58/58 [==============================] - 0s 339us/step - loss: 0.3621 - accuracy: 0.8215 Epoch 377/500 58/58 [==============================] - 0s 341us/step - loss: 0.3619 - accuracy: 0.8285 Epoch 378/500 58/58 [==============================] - 0s 344us/step - loss: 0.3625 - accuracy: 0.8236 Epoch 379/500 58/58 [==============================] - 0s 338us/step - loss: 0.3625 - accuracy: 0.8194 Epoch 380/500 58/58 [==============================] - 0s 333us/step - loss: 0.3620 - accuracy: 0.8188 Epoch 381/500 58/58 [==============================] - 0s 341us/step - loss: 0.3623 - accuracy: 0.8299 Epoch 382/500 58/58 [==============================] - 0s 344us/step - loss: 0.3628 - accuracy: 0.8229 Epoch 383/500 58/58 [==============================] - 0s 337us/step - loss: 0.3612 - accuracy: 0.8243 Epoch 384/500 58/58 [==============================] - 0s 355us/step - loss: 0.3611 - accuracy: 0.8236 Epoch 385/500 58/58 [==============================] - 0s 338us/step - loss: 0.3611 - accuracy: 0.8250 Epoch 386/500 58/58 [==============================] - 0s 338us/step - loss: 0.3609 - accuracy: 0.8264 Epoch 387/500 58/58 [==============================] - 0s 339us/step - loss: 0.3620 - accuracy: 0.8236 Epoch 388/500 58/58 [==============================] - 0s 340us/step - loss: 0.3605 - accuracy: 0.8194 Epoch 389/500 58/58 [==============================] - 0s 335us/step - loss: 0.3603 - accuracy: 0.8285 Epoch 390/500 58/58 [==============================] - 0s 340us/step - loss: 0.3611 - accuracy: 0.8243 Epoch 391/500 58/58 [==============================] - 0s 347us/step - loss: 0.3608 - accuracy: 0.8271 Epoch 392/500 58/58 [==============================] - 0s 334us/step - loss: 0.3581 - accuracy: 0.8250 Epoch 393/500 58/58 [==============================] - 0s 346us/step - loss: 0.3597 - accuracy: 0.8250 Epoch 394/500 58/58 [==============================] - 0s 342us/step - loss: 0.3601 - accuracy: 0.8229 Epoch 395/500 58/58 [==============================] - 0s 342us/step - loss: 0.3595 - accuracy: 0.8236 Epoch 396/500 58/58 [==============================] - 0s 340us/step - loss: 0.3593 - accuracy: 0.8257 Epoch 397/500 58/58 [==============================] - 0s 336us/step - loss: 0.3596 - accuracy: 0.8278 Epoch 398/500 58/58 [==============================] - 0s 341us/step - loss: 0.3598 - accuracy: 0.8271 Epoch 399/500 58/58 [==============================] - 0s 346us/step - loss: 0.3599 - accuracy: 0.8264 Epoch 400/500 58/58 [==============================] - 0s 347us/step - loss: 0.3599 - accuracy: 0.8229 Epoch 401/500 58/58 [==============================] - 0s 332us/step - loss: 0.3581 - accuracy: 0.8236 Epoch 402/500 58/58 [==============================] - 0s 341us/step - loss: 0.3582 - accuracy: 0.8201 Epoch 403/500 58/58 [==============================] - 0s 340us/step - loss: 0.3588 - accuracy: 0.8278 Epoch 404/500 58/58 [==============================] - 0s 343us/step - loss: 0.3574 - accuracy: 0.8208 Epoch 405/500 58/58 [==============================] - 0s 334us/step - loss: 0.3577 - accuracy: 0.8243 Epoch 406/500 58/58 [==============================] - 0s 337us/step - loss: 0.3575 - accuracy: 0.8208 Epoch 407/500 58/58 [==============================] - 0s 337us/step - loss: 0.3578 - accuracy: 0.8257 Epoch 408/500 58/58 [==============================] - 0s 336us/step - loss: 0.3584 - accuracy: 0.8257 Epoch 409/500 58/58 [==============================] - 0s 339us/step - loss: 0.3567 - accuracy: 0.8306 Epoch 410/500 58/58 [==============================] - 0s 330us/step - loss: 0.3560 - accuracy: 0.8292 Epoch 411/500 58/58 [==============================] - 0s 338us/step - loss: 0.3578 - accuracy: 0.8188 Epoch 412/500 58/58 [==============================] - 0s 343us/step - loss: 0.3554 - accuracy: 0.8264 Epoch 413/500 58/58 [==============================] - 0s 340us/step - loss: 0.3572 - accuracy: 0.8201 Epoch 414/500 58/58 [==============================] - 0s 340us/step - loss: 0.3560 - accuracy: 0.8299 Epoch 415/500 58/58 [==============================] - 0s 337us/step - loss: 0.3559 - accuracy: 0.8243 Epoch 416/500 58/58 [==============================] - 0s 332us/step - loss: 0.3548 - accuracy: 0.8313 Epoch 417/500 58/58 [==============================] - 0s 336us/step - loss: 0.3545 - accuracy: 0.8271 Epoch 418/500 58/58 [==============================] - 0s 338us/step - loss: 0.3558 - accuracy: 0.8250 Epoch 419/500 58/58 [==============================] - 0s 344us/step - loss: 0.3551 - accuracy: 0.8243 Epoch 420/500 58/58 [==============================] - 0s 345us/step - loss: 0.3538 - accuracy: 0.8292 Epoch 421/500 58/58 [==============================] - 0s 340us/step - loss: 0.3552 - accuracy: 0.8250 Epoch 422/500 58/58 [==============================] - 0s 340us/step - loss: 0.3554 - accuracy: 0.8264 Epoch 423/500 58/58 [==============================] - 0s 337us/step - loss: 0.3529 - accuracy: 0.8243 Epoch 424/500 58/58 [==============================] - 0s 336us/step - loss: 0.3539 - accuracy: 0.8285 Epoch 425/500 58/58 [==============================] - 0s 339us/step - loss: 0.3531 - accuracy: 0.8299 Epoch 426/500 58/58 [==============================] - 0s 333us/step - loss: 0.3542 - accuracy: 0.8243 Epoch 427/500 58/58 [==============================] - 0s 337us/step - loss: 0.3545 - accuracy: 0.8222 Epoch 428/500 58/58 [==============================] - 0s 339us/step - loss: 0.3530 - accuracy: 0.8292 Epoch 429/500 58/58 [==============================] - 0s 341us/step - loss: 0.3533 - accuracy: 0.8250 Epoch 430/500 58/58 [==============================] - 0s 335us/step - loss: 0.3531 - accuracy: 0.8271 Epoch 431/500 58/58 [==============================] - 0s 337us/step - loss: 0.3527 - accuracy: 0.8285 Epoch 432/500 58/58 [==============================] - 0s 351us/step - loss: 0.3526 - accuracy: 0.8229 Epoch 433/500 58/58 [==============================] - 0s 386us/step - loss: 0.3528 - accuracy: 0.8299 Epoch 434/500 58/58 [==============================] - 0s 352us/step - loss: 0.3527 - accuracy: 0.8292 Epoch 435/500 58/58 [==============================] - 0s 351us/step - loss: 0.3543 - accuracy: 0.8243 Epoch 436/500 58/58 [==============================] - 0s 346us/step - loss: 0.3522 - accuracy: 0.8285 Epoch 437/500 58/58 [==============================] - 0s 353us/step - loss: 0.3510 - accuracy: 0.8201 Epoch 438/500 58/58 [==============================] - 0s 343us/step - loss: 0.3531 - accuracy: 0.8292 Epoch 439/500 58/58 [==============================] - 0s 343us/step - loss: 0.3529 - accuracy: 0.8278 Epoch 440/500 58/58 [==============================] - 0s 506us/step - loss: 0.3522 - accuracy: 0.8292 Epoch 441/500 58/58 [==============================] - 0s 350us/step - loss: 0.3521 - accuracy: 0.8236 Epoch 442/500 58/58 [==============================] - 0s 352us/step - loss: 0.3516 - accuracy: 0.8319 Epoch 443/500 58/58 [==============================] - 0s 348us/step - loss: 0.3519 - accuracy: 0.8271 Epoch 444/500 58/58 [==============================] - 0s 344us/step - loss: 0.3518 - accuracy: 0.8313 Epoch 445/500 58/58 [==============================] - 0s 334us/step - loss: 0.3517 - accuracy: 0.8271 Epoch 446/500 58/58 [==============================] - 0s 337us/step - loss: 0.3520 - accuracy: 0.8271 Epoch 447/500 58/58 [==============================] - 0s 338us/step - loss: 0.3500 - accuracy: 0.8313 Epoch 448/500 58/58 [==============================] - 0s 329us/step - loss: 0.3525 - accuracy: 0.8264 Epoch 449/500 58/58 [==============================] - 0s 331us/step - loss: 0.3510 - accuracy: 0.8278 Epoch 450/500 58/58 [==============================] - 0s 357us/step - loss: 0.3515 - accuracy: 0.8285 Epoch 451/500 58/58 [==============================] - 0s 347us/step - loss: 0.3515 - accuracy: 0.8278 Epoch 452/500 58/58 [==============================] - 0s 334us/step - loss: 0.3505 - accuracy: 0.8306 Epoch 453/500 58/58 [==============================] - 0s 335us/step - loss: 0.3518 - accuracy: 0.8278 Epoch 454/500 58/58 [==============================] - 0s 342us/step - loss: 0.3499 - accuracy: 0.8306 Epoch 455/500 58/58 [==============================] - 0s 343us/step - loss: 0.3512 - accuracy: 0.8285 Epoch 456/500 58/58 [==============================] - 0s 340us/step - loss: 0.3504 - accuracy: 0.8278 Epoch 457/500 58/58 [==============================] - 0s 351us/step - loss: 0.3513 - accuracy: 0.8285 Epoch 458/500 58/58 [==============================] - 0s 345us/step - loss: 0.3498 - accuracy: 0.8326 Epoch 459/500 58/58 [==============================] - 0s 344us/step - loss: 0.3507 - accuracy: 0.8299 Epoch 460/500 58/58 [==============================] - 0s 342us/step - loss: 0.3511 - accuracy: 0.8250 Epoch 461/500 58/58 [==============================] - 0s 344us/step - loss: 0.3507 - accuracy: 0.8257 Epoch 462/500 58/58 [==============================] - 0s 341us/step - loss: 0.3491 - accuracy: 0.8292 Epoch 463/500 58/58 [==============================] - 0s 339us/step - loss: 0.3501 - accuracy: 0.8292 Epoch 464/500 58/58 [==============================] - 0s 337us/step - loss: 0.3488 - accuracy: 0.8264 Epoch 465/500 58/58 [==============================] - 0s 329us/step - loss: 0.3503 - accuracy: 0.8285 Epoch 466/500 58/58 [==============================] - 0s 342us/step - loss: 0.3497 - accuracy: 0.8306 Epoch 467/500 58/58 [==============================] - 0s 342us/step - loss: 0.3499 - accuracy: 0.8306 Epoch 468/500 58/58 [==============================] - 0s 333us/step - loss: 0.3504 - accuracy: 0.8250 Epoch 469/500 58/58 [==============================] - 0s 336us/step - loss: 0.3496 - accuracy: 0.8257 Epoch 470/500 58/58 [==============================] - 0s 332us/step - loss: 0.3501 - accuracy: 0.8319 Epoch 471/500 58/58 [==============================] - 0s 340us/step - loss: 0.3503 - accuracy: 0.8271 Epoch 472/500 58/58 [==============================] - 0s 345us/step - loss: 0.3502 - accuracy: 0.8299 Epoch 473/500 58/58 [==============================] - 0s 339us/step - loss: 0.3503 - accuracy: 0.8236 Epoch 474/500 58/58 [==============================] - 0s 339us/step - loss: 0.3496 - accuracy: 0.8299 Epoch 475/500 58/58 [==============================] - 0s 337us/step - loss: 0.3486 - accuracy: 0.8285 Epoch 476/500 58/58 [==============================] - 0s 335us/step - loss: 0.3506 - accuracy: 0.8236 Epoch 477/500 58/58 [==============================] - 0s 338us/step - loss: 0.3495 - accuracy: 0.8264 Epoch 478/500 58/58 [==============================] - 0s 342us/step - loss: 0.3501 - accuracy: 0.8278 Epoch 479/500 58/58 [==============================] - 0s 343us/step - loss: 0.3497 - accuracy: 0.8264 Epoch 480/500 58/58 [==============================] - 0s 347us/step - loss: 0.3486 - accuracy: 0.8285 Epoch 481/500 58/58 [==============================] - 0s 336us/step - loss: 0.3492 - accuracy: 0.8271 Epoch 482/500 58/58 [==============================] - 0s 340us/step - loss: 0.3494 - accuracy: 0.8306 Epoch 483/500 58/58 [==============================] - 0s 344us/step - loss: 0.3488 - accuracy: 0.8313 Epoch 484/500 58/58 [==============================] - 0s 333us/step - loss: 0.3488 - accuracy: 0.8229 Epoch 485/500 58/58 [==============================] - 0s 340us/step - loss: 0.3497 - accuracy: 0.8285 Epoch 486/500 58/58 [==============================] - 0s 335us/step - loss: 0.3489 - accuracy: 0.8319 Epoch 487/500 58/58 [==============================] - 0s 336us/step - loss: 0.3497 - accuracy: 0.8250 Epoch 488/500 58/58 [==============================] - 0s 340us/step - loss: 0.3498 - accuracy: 0.8250 Epoch 489/500 58/58 [==============================] - 0s 332us/step - loss: 0.3478 - accuracy: 0.8292 Epoch 490/500 58/58 [==============================] - 0s 358us/step - loss: 0.3491 - accuracy: 0.8299 Epoch 491/500 58/58 [==============================] - 0s 345us/step - loss: 0.3496 - accuracy: 0.8299 Epoch 492/500 58/58 [==============================] - 0s 347us/step - loss: 0.3471 - accuracy: 0.8340 Epoch 493/500 58/58 [==============================] - 0s 346us/step - loss: 0.3509 - accuracy: 0.8264 Epoch 494/500 58/58 [==============================] - 0s 362us/step - loss: 0.3479 - accuracy: 0.8285 Epoch 495/500 58/58 [==============================] - 0s 349us/step - loss: 0.3489 - accuracy: 0.8306 Epoch 496/500 58/58 [==============================] - 0s 349us/step - loss: 0.3490 - accuracy: 0.8243 Epoch 497/500 58/58 [==============================] - 0s 359us/step - loss: 0.3488 - accuracy: 0.8299 Epoch 498/500 58/58 [==============================] - 0s 345us/step - loss: 0.3478 - accuracy: 0.8333 Epoch 499/500 58/58 [==============================] - 0s 347us/step - loss: 0.3471 - accuracy: 0.8326 Epoch 500/500 58/58 [==============================] - 0s 341us/step - loss: 0.3484 - accuracy: 0.8264 5/5 [==============================] - 0s 484us/step Epoch 1/100 45/45 [==============================] - 0s 450us/step - loss: 0.6891 - accuracy: 0.6569 Epoch 2/100 45/45 [==============================] - 0s 406us/step - loss: 0.6688 - accuracy: 0.6590 Epoch 3/100 45/45 [==============================] - 0s 345us/step - loss: 0.6114 - accuracy: 0.6590 Epoch 4/100 45/45 [==============================] - 0s 338us/step - loss: 0.5477 - accuracy: 0.6583 Epoch 5/100 45/45 [==============================] - 0s 343us/step - loss: 0.5174 - accuracy: 0.6958 Epoch 6/100 45/45 [==============================] - 0s 344us/step - loss: 0.5043 - accuracy: 0.7688 Epoch 7/100 45/45 [==============================] - 0s 344us/step - loss: 0.4954 - accuracy: 0.7708 Epoch 8/100 45/45 [==============================] - 0s 337us/step - loss: 0.4887 - accuracy: 0.7708 Epoch 9/100 45/45 [==============================] - 0s 338us/step - loss: 0.4829 - accuracy: 0.7674 Epoch 10/100 45/45 [==============================] - 0s 334us/step - loss: 0.4787 - accuracy: 0.7701 Epoch 11/100 45/45 [==============================] - 0s 337us/step - loss: 0.4753 - accuracy: 0.7743 Epoch 12/100 45/45 [==============================] - 0s 342us/step - loss: 0.4727 - accuracy: 0.7667 Epoch 13/100 45/45 [==============================] - 0s 344us/step - loss: 0.4701 - accuracy: 0.7722 Epoch 14/100 45/45 [==============================] - 0s 345us/step - loss: 0.4682 - accuracy: 0.7750 Epoch 15/100 45/45 [==============================] - 0s 341us/step - loss: 0.4663 - accuracy: 0.7771 Epoch 16/100 45/45 [==============================] - 0s 335us/step - loss: 0.4646 - accuracy: 0.7806 Epoch 17/100 45/45 [==============================] - 0s 338us/step - loss: 0.4634 - accuracy: 0.7771 Epoch 18/100 45/45 [==============================] - 0s 335us/step - loss: 0.4623 - accuracy: 0.7785 Epoch 19/100 45/45 [==============================] - 0s 334us/step - loss: 0.4612 - accuracy: 0.7785 Epoch 20/100 45/45 [==============================] - 0s 342us/step - loss: 0.4603 - accuracy: 0.7757 Epoch 21/100 45/45 [==============================] - 0s 333us/step - loss: 0.4596 - accuracy: 0.7764 Epoch 22/100 45/45 [==============================] - 0s 336us/step - loss: 0.4588 - accuracy: 0.7771 Epoch 23/100 45/45 [==============================] - 0s 339us/step - loss: 0.4579 - accuracy: 0.7792 Epoch 24/100 45/45 [==============================] - 0s 339us/step - loss: 0.4574 - accuracy: 0.7799 Epoch 25/100 45/45 [==============================] - 0s 329us/step - loss: 0.4569 - accuracy: 0.7812 Epoch 26/100 45/45 [==============================] - 0s 347us/step - loss: 0.4567 - accuracy: 0.7757 Epoch 27/100 45/45 [==============================] - 0s 327us/step - loss: 0.4562 - accuracy: 0.7819 Epoch 28/100 45/45 [==============================] - 0s 340us/step - loss: 0.4557 - accuracy: 0.7799 Epoch 29/100 45/45 [==============================] - 0s 331us/step - loss: 0.4549 - accuracy: 0.7812 Epoch 30/100 45/45 [==============================] - 0s 340us/step - loss: 0.4545 - accuracy: 0.7799 Epoch 31/100 45/45 [==============================] - 0s 321us/step - loss: 0.4537 - accuracy: 0.7785 Epoch 32/100 45/45 [==============================] - 0s 332us/step - loss: 0.4535 - accuracy: 0.7792 Epoch 33/100 45/45 [==============================] - 0s 342us/step - loss: 0.4529 - accuracy: 0.7812 Epoch 34/100 45/45 [==============================] - 0s 321us/step - loss: 0.4525 - accuracy: 0.7764 Epoch 35/100 45/45 [==============================] - 0s 335us/step - loss: 0.4521 - accuracy: 0.7812 Epoch 36/100 45/45 [==============================] - 0s 333us/step - loss: 0.4510 - accuracy: 0.7792 Epoch 37/100 45/45 [==============================] - 0s 338us/step - loss: 0.4505 - accuracy: 0.7812 Epoch 38/100 45/45 [==============================] - 0s 341us/step - loss: 0.4500 - accuracy: 0.7792 Epoch 39/100 45/45 [==============================] - 0s 335us/step - loss: 0.4495 - accuracy: 0.7778 Epoch 40/100 45/45 [==============================] - 0s 334us/step - loss: 0.4490 - accuracy: 0.7799 Epoch 41/100 45/45 [==============================] - 0s 335us/step - loss: 0.4487 - accuracy: 0.7806 Epoch 42/100 45/45 [==============================] - 0s 334us/step - loss: 0.4482 - accuracy: 0.7819 Epoch 43/100 45/45 [==============================] - 0s 341us/step - loss: 0.4477 - accuracy: 0.7806 Epoch 44/100 45/45 [==============================] - 0s 331us/step - loss: 0.4478 - accuracy: 0.7833 Epoch 45/100 45/45 [==============================] - 0s 351us/step - loss: 0.4473 - accuracy: 0.7792 Epoch 46/100 45/45 [==============================] - 0s 346us/step - loss: 0.4460 - accuracy: 0.7812 Epoch 47/100 45/45 [==============================] - 0s 337us/step - loss: 0.4460 - accuracy: 0.7812 Epoch 48/100 45/45 [==============================] - 0s 348us/step - loss: 0.4457 - accuracy: 0.7806 Epoch 49/100 45/45 [==============================] - 0s 335us/step - loss: 0.4450 - accuracy: 0.7799 Epoch 50/100 45/45 [==============================] - 0s 340us/step - loss: 0.4452 - accuracy: 0.7778 Epoch 51/100 45/45 [==============================] - 0s 341us/step - loss: 0.4450 - accuracy: 0.7785 Epoch 52/100 45/45 [==============================] - 0s 338us/step - loss: 0.4447 - accuracy: 0.7806 Epoch 53/100 45/45 [==============================] - 0s 332us/step - loss: 0.4438 - accuracy: 0.7812 Epoch 54/100 45/45 [==============================] - 0s 325us/step - loss: 0.4434 - accuracy: 0.7806 Epoch 55/100 45/45 [==============================] - 0s 330us/step - loss: 0.4429 - accuracy: 0.7799 Epoch 56/100 45/45 [==============================] - 0s 333us/step - loss: 0.4426 - accuracy: 0.7833 Epoch 57/100 45/45 [==============================] - 0s 343us/step - loss: 0.4423 - accuracy: 0.7819 Epoch 58/100 45/45 [==============================] - 0s 347us/step - loss: 0.4427 - accuracy: 0.7792 Epoch 59/100 45/45 [==============================] - 0s 343us/step - loss: 0.4419 - accuracy: 0.7799 Epoch 60/100 45/45 [==============================] - 0s 333us/step - loss: 0.4413 - accuracy: 0.7826 Epoch 61/100 45/45 [==============================] - 0s 335us/step - loss: 0.4412 - accuracy: 0.7840 Epoch 62/100 45/45 [==============================] - 0s 337us/step - loss: 0.4408 - accuracy: 0.7826 Epoch 63/100 45/45 [==============================] - 0s 327us/step - loss: 0.4407 - accuracy: 0.7826 Epoch 64/100 45/45 [==============================] - 0s 352us/step - loss: 0.4402 - accuracy: 0.7833 Epoch 65/100 45/45 [==============================] - 0s 341us/step - loss: 0.4400 - accuracy: 0.7833 Epoch 66/100 45/45 [==============================] - 0s 329us/step - loss: 0.4403 - accuracy: 0.7833 Epoch 67/100 45/45 [==============================] - 0s 330us/step - loss: 0.4394 - accuracy: 0.7861 Epoch 68/100 45/45 [==============================] - 0s 337us/step - loss: 0.4392 - accuracy: 0.7840 Epoch 69/100 45/45 [==============================] - 0s 331us/step - loss: 0.4391 - accuracy: 0.7819 Epoch 70/100 45/45 [==============================] - 0s 335us/step - loss: 0.4386 - accuracy: 0.7847 Epoch 71/100 45/45 [==============================] - 0s 342us/step - loss: 0.4385 - accuracy: 0.7854 Epoch 72/100 45/45 [==============================] - 0s 335us/step - loss: 0.4385 - accuracy: 0.7854 Epoch 73/100 45/45 [==============================] - 0s 327us/step - loss: 0.4382 - accuracy: 0.7868 Epoch 74/100 45/45 [==============================] - 0s 337us/step - loss: 0.4378 - accuracy: 0.7875 Epoch 75/100 45/45 [==============================] - 0s 337us/step - loss: 0.4376 - accuracy: 0.7875 Epoch 76/100 45/45 [==============================] - 0s 327us/step - loss: 0.4372 - accuracy: 0.7868 Epoch 77/100 45/45 [==============================] - 0s 334us/step - loss: 0.4370 - accuracy: 0.7882 Epoch 78/100 45/45 [==============================] - 0s 338us/step - loss: 0.4367 - accuracy: 0.7868 Epoch 79/100 45/45 [==============================] - 0s 342us/step - loss: 0.4367 - accuracy: 0.7917 Epoch 80/100 45/45 [==============================] - 0s 329us/step - loss: 0.4364 - accuracy: 0.7903 Epoch 81/100 45/45 [==============================] - 0s 321us/step - loss: 0.4369 - accuracy: 0.7903 Epoch 82/100 45/45 [==============================] - 0s 319us/step - loss: 0.4363 - accuracy: 0.7896 Epoch 83/100 45/45 [==============================] - 0s 327us/step - loss: 0.4364 - accuracy: 0.7875 Epoch 84/100 45/45 [==============================] - 0s 339us/step - loss: 0.4359 - accuracy: 0.7931 Epoch 85/100 45/45 [==============================] - 0s 332us/step - loss: 0.4357 - accuracy: 0.7882 Epoch 86/100 45/45 [==============================] - 0s 330us/step - loss: 0.4358 - accuracy: 0.7896 Epoch 87/100 45/45 [==============================] - 0s 327us/step - loss: 0.4364 - accuracy: 0.7917 Epoch 88/100 45/45 [==============================] - 0s 335us/step - loss: 0.4357 - accuracy: 0.7937 Epoch 89/100 45/45 [==============================] - 0s 336us/step - loss: 0.4358 - accuracy: 0.7889 Epoch 90/100 45/45 [==============================] - 0s 333us/step - loss: 0.4353 - accuracy: 0.7951 Epoch 91/100 45/45 [==============================] - 0s 338us/step - loss: 0.4346 - accuracy: 0.7944 Epoch 92/100 45/45 [==============================] - 0s 336us/step - loss: 0.4346 - accuracy: 0.7958 Epoch 93/100 45/45 [==============================] - 0s 351us/step - loss: 0.4346 - accuracy: 0.7944 Epoch 94/100 45/45 [==============================] - 0s 336us/step - loss: 0.4343 - accuracy: 0.7896 Epoch 95/100 45/45 [==============================] - 0s 337us/step - loss: 0.4339 - accuracy: 0.7958 Epoch 96/100 45/45 [==============================] - 0s 340us/step - loss: 0.4338 - accuracy: 0.7924 Epoch 97/100 45/45 [==============================] - 0s 342us/step - loss: 0.4340 - accuracy: 0.7965 Epoch 98/100 45/45 [==============================] - 0s 326us/step - loss: 0.4338 - accuracy: 0.7917 Epoch 99/100 45/45 [==============================] - 0s 339us/step - loss: 0.4332 - accuracy: 0.7917 Epoch 100/100 45/45 [==============================] - 0s 342us/step - loss: 0.4333 - accuracy: 0.7979 5/5 [==============================] - 0s 426us/step Epoch 1/100 45/45 [==============================] - 0s 445us/step - loss: 0.6897 - accuracy: 0.6611 Epoch 2/100 45/45 [==============================] - 0s 409us/step - loss: 0.6735 - accuracy: 0.6604 Epoch 3/100 45/45 [==============================] - 0s 342us/step - loss: 0.6303 - accuracy: 0.6604 Epoch 4/100 45/45 [==============================] - 0s 343us/step - loss: 0.5691 - accuracy: 0.6625 Epoch 5/100 45/45 [==============================] - 0s 343us/step - loss: 0.5250 - accuracy: 0.7257 Epoch 6/100 45/45 [==============================] - 0s 331us/step - loss: 0.5015 - accuracy: 0.7701 Epoch 7/100 45/45 [==============================] - 0s 327us/step - loss: 0.4866 - accuracy: 0.7729 Epoch 8/100 45/45 [==============================] - 0s 338us/step - loss: 0.4763 - accuracy: 0.7701 Epoch 9/100 45/45 [==============================] - 0s 340us/step - loss: 0.4706 - accuracy: 0.7646 Epoch 10/100 45/45 [==============================] - 0s 341us/step - loss: 0.4670 - accuracy: 0.7667 Epoch 11/100 45/45 [==============================] - 0s 329us/step - loss: 0.4641 - accuracy: 0.7660 Epoch 12/100 45/45 [==============================] - 0s 336us/step - loss: 0.4622 - accuracy: 0.7583 Epoch 13/100 45/45 [==============================] - 0s 345us/step - loss: 0.4611 - accuracy: 0.7597 Epoch 14/100 45/45 [==============================] - 0s 333us/step - loss: 0.4600 - accuracy: 0.7632 Epoch 15/100 45/45 [==============================] - 0s 335us/step - loss: 0.4592 - accuracy: 0.7632 Epoch 16/100 45/45 [==============================] - 0s 329us/step - loss: 0.4585 - accuracy: 0.7660 Epoch 17/100 45/45 [==============================] - 0s 334us/step - loss: 0.4572 - accuracy: 0.7660 Epoch 18/100 45/45 [==============================] - 0s 329us/step - loss: 0.4565 - accuracy: 0.7701 Epoch 19/100 45/45 [==============================] - 0s 327us/step - loss: 0.4557 - accuracy: 0.7701 Epoch 20/100 45/45 [==============================] - 0s 332us/step - loss: 0.4556 - accuracy: 0.7681 Epoch 21/100 45/45 [==============================] - 0s 344us/step - loss: 0.4553 - accuracy: 0.7688 Epoch 22/100 45/45 [==============================] - 0s 333us/step - loss: 0.4546 - accuracy: 0.7688 Epoch 23/100 45/45 [==============================] - 0s 336us/step - loss: 0.4540 - accuracy: 0.7729 Epoch 24/100 45/45 [==============================] - 0s 334us/step - loss: 0.4542 - accuracy: 0.7688 Epoch 25/100 45/45 [==============================] - 0s 340us/step - loss: 0.4531 - accuracy: 0.7722 Epoch 26/100 45/45 [==============================] - 0s 333us/step - loss: 0.4531 - accuracy: 0.7750 Epoch 27/100 45/45 [==============================] - 0s 333us/step - loss: 0.4525 - accuracy: 0.7736 Epoch 28/100 45/45 [==============================] - 0s 341us/step - loss: 0.4522 - accuracy: 0.7764 Epoch 29/100 45/45 [==============================] - 0s 336us/step - loss: 0.4517 - accuracy: 0.7771 Epoch 30/100 45/45 [==============================] - 0s 335us/step - loss: 0.4517 - accuracy: 0.7743 Epoch 31/100 45/45 [==============================] - 0s 340us/step - loss: 0.4510 - accuracy: 0.7757 Epoch 32/100 45/45 [==============================] - 0s 329us/step - loss: 0.4506 - accuracy: 0.7771 Epoch 33/100 45/45 [==============================] - 0s 338us/step - loss: 0.4502 - accuracy: 0.7743 Epoch 34/100 45/45 [==============================] - 0s 339us/step - loss: 0.4489 - accuracy: 0.7771 Epoch 35/100 45/45 [==============================] - 0s 336us/step - loss: 0.4487 - accuracy: 0.7778 Epoch 36/100 45/45 [==============================] - 0s 351us/step - loss: 0.4482 - accuracy: 0.7792 Epoch 37/100 45/45 [==============================] - 0s 337us/step - loss: 0.4479 - accuracy: 0.7778 Epoch 38/100 45/45 [==============================] - 0s 337us/step - loss: 0.4475 - accuracy: 0.7792 Epoch 39/100 45/45 [==============================] - 0s 321us/step - loss: 0.4467 - accuracy: 0.7785 Epoch 40/100 45/45 [==============================] - 0s 344us/step - loss: 0.4461 - accuracy: 0.7826 Epoch 41/100 45/45 [==============================] - 0s 340us/step - loss: 0.4456 - accuracy: 0.7819 Epoch 42/100 45/45 [==============================] - 0s 336us/step - loss: 0.4450 - accuracy: 0.7806 Epoch 43/100 45/45 [==============================] - 0s 335us/step - loss: 0.4451 - accuracy: 0.7806 Epoch 44/100 45/45 [==============================] - 0s 344us/step - loss: 0.4446 - accuracy: 0.7806 Epoch 45/100 45/45 [==============================] - 0s 342us/step - loss: 0.4439 - accuracy: 0.7826 Epoch 46/100 45/45 [==============================] - 0s 336us/step - loss: 0.4433 - accuracy: 0.7792 Epoch 47/100 45/45 [==============================] - 0s 344us/step - loss: 0.4429 - accuracy: 0.7826 Epoch 48/100 45/45 [==============================] - 0s 340us/step - loss: 0.4427 - accuracy: 0.7847 Epoch 49/100 45/45 [==============================] - 0s 465us/step - loss: 0.4424 - accuracy: 0.7826 Epoch 50/100 45/45 [==============================] - 0s 354us/step - loss: 0.4419 - accuracy: 0.7812 Epoch 51/100 45/45 [==============================] - 0s 357us/step - loss: 0.4409 - accuracy: 0.7868 Epoch 52/100 45/45 [==============================] - 0s 684us/step - loss: 0.4409 - accuracy: 0.7847 Epoch 53/100 45/45 [==============================] - 0s 358us/step - loss: 0.4399 - accuracy: 0.7847 Epoch 54/100 45/45 [==============================] - 0s 362us/step - loss: 0.4397 - accuracy: 0.7847 Epoch 55/100 45/45 [==============================] - 0s 339us/step - loss: 0.4391 - accuracy: 0.7924 Epoch 56/100 45/45 [==============================] - 0s 328us/step - loss: 0.4389 - accuracy: 0.7896 Epoch 57/100 45/45 [==============================] - 0s 342us/step - loss: 0.4390 - accuracy: 0.7875 Epoch 58/100 45/45 [==============================] - 0s 355us/step - loss: 0.4384 - accuracy: 0.7882 Epoch 59/100 45/45 [==============================] - 0s 350us/step - loss: 0.4382 - accuracy: 0.7910 Epoch 60/100 45/45 [==============================] - 0s 349us/step - loss: 0.4380 - accuracy: 0.7910 Epoch 61/100 45/45 [==============================] - 0s 342us/step - loss: 0.4378 - accuracy: 0.7917 Epoch 62/100 45/45 [==============================] - 0s 327us/step - loss: 0.4370 - accuracy: 0.7917 Epoch 63/100 45/45 [==============================] - 0s 343us/step - loss: 0.4368 - accuracy: 0.7889 Epoch 64/100 45/45 [==============================] - 0s 338us/step - loss: 0.4360 - accuracy: 0.7924 Epoch 65/100 45/45 [==============================] - 0s 339us/step - loss: 0.4365 - accuracy: 0.7917 Epoch 66/100 45/45 [==============================] - 0s 337us/step - loss: 0.4358 - accuracy: 0.7917 Epoch 67/100 45/45 [==============================] - 0s 336us/step - loss: 0.4353 - accuracy: 0.7910 Epoch 68/100 45/45 [==============================] - 0s 341us/step - loss: 0.4345 - accuracy: 0.7944 Epoch 69/100 45/45 [==============================] - 0s 331us/step - loss: 0.4345 - accuracy: 0.7924 Epoch 70/100 45/45 [==============================] - 0s 335us/step - loss: 0.4342 - accuracy: 0.7931 Epoch 71/100 45/45 [==============================] - 0s 340us/step - loss: 0.4341 - accuracy: 0.7896 Epoch 72/100 45/45 [==============================] - 0s 338us/step - loss: 0.4330 - accuracy: 0.7917 Epoch 73/100 45/45 [==============================] - 0s 334us/step - loss: 0.4331 - accuracy: 0.7958 Epoch 74/100 45/45 [==============================] - 0s 340us/step - loss: 0.4327 - accuracy: 0.7917 Epoch 75/100 45/45 [==============================] - 0s 334us/step - loss: 0.4317 - accuracy: 0.7937 Epoch 76/100 45/45 [==============================] - 0s 336us/step - loss: 0.4313 - accuracy: 0.7972 Epoch 77/100 45/45 [==============================] - 0s 336us/step - loss: 0.4311 - accuracy: 0.7944 Epoch 78/100 45/45 [==============================] - 0s 330us/step - loss: 0.4307 - accuracy: 0.7951 Epoch 79/100 45/45 [==============================] - 0s 336us/step - loss: 0.4304 - accuracy: 0.7924 Epoch 80/100 45/45 [==============================] - 0s 336us/step - loss: 0.4305 - accuracy: 0.7917 Epoch 81/100 45/45 [==============================] - 0s 325us/step - loss: 0.4296 - accuracy: 0.7951 Epoch 82/100 45/45 [==============================] - 0s 337us/step - loss: 0.4289 - accuracy: 0.7979 Epoch 83/100 45/45 [==============================] - 0s 340us/step - loss: 0.4288 - accuracy: 0.7958 Epoch 84/100 45/45 [==============================] - 0s 339us/step - loss: 0.4287 - accuracy: 0.7944 Epoch 85/100 45/45 [==============================] - 0s 343us/step - loss: 0.4275 - accuracy: 0.7944 Epoch 86/100 45/45 [==============================] - 0s 330us/step - loss: 0.4273 - accuracy: 0.7937 Epoch 87/100 45/45 [==============================] - 0s 333us/step - loss: 0.4267 - accuracy: 0.7944 Epoch 88/100 45/45 [==============================] - 0s 342us/step - loss: 0.4261 - accuracy: 0.7965 Epoch 89/100 45/45 [==============================] - 0s 352us/step - loss: 0.4256 - accuracy: 0.7958 Epoch 90/100 45/45 [==============================] - 0s 344us/step - loss: 0.4255 - accuracy: 0.7944 Epoch 91/100 45/45 [==============================] - 0s 351us/step - loss: 0.4246 - accuracy: 0.7951 Epoch 92/100 45/45 [==============================] - 0s 338us/step - loss: 0.4241 - accuracy: 0.7917 Epoch 93/100 45/45 [==============================] - 0s 329us/step - loss: 0.4235 - accuracy: 0.7937 Epoch 94/100 45/45 [==============================] - 0s 361us/step - loss: 0.4234 - accuracy: 0.7931 Epoch 95/100 45/45 [==============================] - 0s 343us/step - loss: 0.4231 - accuracy: 0.7944 Epoch 96/100 45/45 [==============================] - 0s 328us/step - loss: 0.4227 - accuracy: 0.7951 Epoch 97/100 45/45 [==============================] - 0s 360us/step - loss: 0.4216 - accuracy: 0.7937 Epoch 98/100 45/45 [==============================] - 0s 343us/step - loss: 0.4214 - accuracy: 0.7958 Epoch 99/100 45/45 [==============================] - 0s 337us/step - loss: 0.4214 - accuracy: 0.8000 Epoch 100/100 45/45 [==============================] - 0s 349us/step - loss: 0.4201 - accuracy: 0.7986 5/5 [==============================] - 0s 456us/step Epoch 1/100 45/45 [==============================] - 0s 479us/step - loss: 0.6895 - accuracy: 0.6451 Epoch 2/100 45/45 [==============================] - 0s 414us/step - loss: 0.6745 - accuracy: 0.6514 Epoch 3/100 45/45 [==============================] - 0s 349us/step - loss: 0.6331 - accuracy: 0.6514 Epoch 4/100 45/45 [==============================] - 0s 354us/step - loss: 0.5692 - accuracy: 0.6764 Epoch 5/100 45/45 [==============================] - 0s 347us/step - loss: 0.5231 - accuracy: 0.7625 Epoch 6/100 45/45 [==============================] - 0s 355us/step - loss: 0.4997 - accuracy: 0.7611 Epoch 7/100 45/45 [==============================] - 0s 363us/step - loss: 0.4859 - accuracy: 0.7597 Epoch 8/100 45/45 [==============================] - 0s 350us/step - loss: 0.4793 - accuracy: 0.7632 Epoch 9/100 45/45 [==============================] - 0s 340us/step - loss: 0.4753 - accuracy: 0.7646 Epoch 10/100 45/45 [==============================] - 0s 349us/step - loss: 0.4723 - accuracy: 0.7681 Epoch 11/100 45/45 [==============================] - 0s 358us/step - loss: 0.4706 - accuracy: 0.7701 Epoch 12/100 45/45 [==============================] - 0s 339us/step - loss: 0.4697 - accuracy: 0.7667 Epoch 13/100 45/45 [==============================] - 0s 359us/step - loss: 0.4688 - accuracy: 0.7639 Epoch 14/100 45/45 [==============================] - 0s 354us/step - loss: 0.4680 - accuracy: 0.7604 Epoch 15/100 45/45 [==============================] - 0s 362us/step - loss: 0.4676 - accuracy: 0.7653 Epoch 16/100 45/45 [==============================] - 0s 353us/step - loss: 0.4668 - accuracy: 0.7667 Epoch 17/100 45/45 [==============================] - 0s 351us/step - loss: 0.4661 - accuracy: 0.7667 Epoch 18/100 45/45 [==============================] - 0s 354us/step - loss: 0.4660 - accuracy: 0.7660 Epoch 19/100 45/45 [==============================] - 0s 356us/step - loss: 0.4656 - accuracy: 0.7667 Epoch 20/100 45/45 [==============================] - 0s 342us/step - loss: 0.4649 - accuracy: 0.7674 Epoch 21/100 45/45 [==============================] - 0s 346us/step - loss: 0.4647 - accuracy: 0.7667 Epoch 22/100 45/45 [==============================] - 0s 353us/step - loss: 0.4643 - accuracy: 0.7639 Epoch 23/100 45/45 [==============================] - 0s 349us/step - loss: 0.4643 - accuracy: 0.7694 Epoch 24/100 45/45 [==============================] - 0s 344us/step - loss: 0.4633 - accuracy: 0.7674 Epoch 25/100 45/45 [==============================] - 0s 352us/step - loss: 0.4629 - accuracy: 0.7694 Epoch 26/100 45/45 [==============================] - 0s 347us/step - loss: 0.4623 - accuracy: 0.7653 Epoch 27/100 45/45 [==============================] - 0s 354us/step - loss: 0.4624 - accuracy: 0.7694 Epoch 28/100 45/45 [==============================] - 0s 352us/step - loss: 0.4616 - accuracy: 0.7715 Epoch 29/100 45/45 [==============================] - 0s 346us/step - loss: 0.4610 - accuracy: 0.7701 Epoch 30/100 45/45 [==============================] - 0s 355us/step - loss: 0.4610 - accuracy: 0.7743 Epoch 31/100 45/45 [==============================] - 0s 356us/step - loss: 0.4598 - accuracy: 0.7729 Epoch 32/100 45/45 [==============================] - 0s 341us/step - loss: 0.4592 - accuracy: 0.7743 Epoch 33/100 45/45 [==============================] - 0s 350us/step - loss: 0.4590 - accuracy: 0.7778 Epoch 34/100 45/45 [==============================] - 0s 355us/step - loss: 0.4584 - accuracy: 0.7806 Epoch 35/100 45/45 [==============================] - 0s 350us/step - loss: 0.4580 - accuracy: 0.7750 Epoch 36/100 45/45 [==============================] - 0s 344us/step - loss: 0.4569 - accuracy: 0.7792 Epoch 37/100 45/45 [==============================] - 0s 343us/step - loss: 0.4559 - accuracy: 0.7778 Epoch 38/100 45/45 [==============================] - 0s 354us/step - loss: 0.4556 - accuracy: 0.7799 Epoch 39/100 45/45 [==============================] - 0s 352us/step - loss: 0.4549 - accuracy: 0.7771 Epoch 40/100 45/45 [==============================] - 0s 338us/step - loss: 0.4541 - accuracy: 0.7799 Epoch 41/100 45/45 [==============================] - 0s 345us/step - loss: 0.4539 - accuracy: 0.7771 Epoch 42/100 45/45 [==============================] - 0s 349us/step - loss: 0.4535 - accuracy: 0.7771 Epoch 43/100 45/45 [==============================] - 0s 356us/step - loss: 0.4527 - accuracy: 0.7764 Epoch 44/100 45/45 [==============================] - 0s 343us/step - loss: 0.4519 - accuracy: 0.7757 Epoch 45/100 45/45 [==============================] - 0s 345us/step - loss: 0.4517 - accuracy: 0.7771 Epoch 46/100 45/45 [==============================] - 0s 351us/step - loss: 0.4505 - accuracy: 0.7764 Epoch 47/100 45/45 [==============================] - 0s 348us/step - loss: 0.4500 - accuracy: 0.7750 Epoch 48/100 45/45 [==============================] - 0s 357us/step - loss: 0.4500 - accuracy: 0.7764 Epoch 49/100 45/45 [==============================] - 0s 348us/step - loss: 0.4493 - accuracy: 0.7694 Epoch 50/100 45/45 [==============================] - 0s 345us/step - loss: 0.4483 - accuracy: 0.7764 Epoch 51/100 45/45 [==============================] - 0s 352us/step - loss: 0.4474 - accuracy: 0.7764 Epoch 52/100 45/45 [==============================] - 0s 349us/step - loss: 0.4472 - accuracy: 0.7778 Epoch 53/100 45/45 [==============================] - 0s 360us/step - loss: 0.4466 - accuracy: 0.7799 Epoch 54/100 45/45 [==============================] - 0s 349us/step - loss: 0.4466 - accuracy: 0.7757 Epoch 55/100 45/45 [==============================] - 0s 349us/step - loss: 0.4459 - accuracy: 0.7778 Epoch 56/100 45/45 [==============================] - 0s 350us/step - loss: 0.4459 - accuracy: 0.7799 Epoch 57/100 45/45 [==============================] - 0s 349us/step - loss: 0.4452 - accuracy: 0.7785 Epoch 58/100 45/45 [==============================] - 0s 352us/step - loss: 0.4447 - accuracy: 0.7812 Epoch 59/100 45/45 [==============================] - 0s 354us/step - loss: 0.4444 - accuracy: 0.7826 Epoch 60/100 45/45 [==============================] - 0s 346us/step - loss: 0.4444 - accuracy: 0.7819 Epoch 61/100 45/45 [==============================] - 0s 345us/step - loss: 0.4439 - accuracy: 0.7806 Epoch 62/100 45/45 [==============================] - 0s 351us/step - loss: 0.4436 - accuracy: 0.7778 Epoch 63/100 45/45 [==============================] - 0s 349us/step - loss: 0.4436 - accuracy: 0.7812 Epoch 64/100 45/45 [==============================] - 0s 342us/step - loss: 0.4431 - accuracy: 0.7812 Epoch 65/100 45/45 [==============================] - 0s 347us/step - loss: 0.4424 - accuracy: 0.7819 Epoch 66/100 45/45 [==============================] - 0s 348us/step - loss: 0.4427 - accuracy: 0.7799 Epoch 67/100 45/45 [==============================] - 0s 351us/step - loss: 0.4415 - accuracy: 0.7785 Epoch 68/100 45/45 [==============================] - 0s 354us/step - loss: 0.4419 - accuracy: 0.7799 Epoch 69/100 45/45 [==============================] - 0s 346us/step - loss: 0.4410 - accuracy: 0.7806 Epoch 70/100 45/45 [==============================] - 0s 351us/step - loss: 0.4408 - accuracy: 0.7833 Epoch 71/100 45/45 [==============================] - 0s 345us/step - loss: 0.4409 - accuracy: 0.7826 Epoch 72/100 45/45 [==============================] - 0s 355us/step - loss: 0.4408 - accuracy: 0.7785 Epoch 73/100 45/45 [==============================] - 0s 355us/step - loss: 0.4400 - accuracy: 0.7847 Epoch 74/100 45/45 [==============================] - 0s 353us/step - loss: 0.4397 - accuracy: 0.7826 Epoch 75/100 45/45 [==============================] - 0s 358us/step - loss: 0.4393 - accuracy: 0.7875 Epoch 76/100 45/45 [==============================] - 0s 348us/step - loss: 0.4389 - accuracy: 0.7847 Epoch 77/100 45/45 [==============================] - 0s 346us/step - loss: 0.4386 - accuracy: 0.7854 Epoch 78/100 45/45 [==============================] - 0s 346us/step - loss: 0.4384 - accuracy: 0.7854 Epoch 79/100 45/45 [==============================] - 0s 341us/step - loss: 0.4385 - accuracy: 0.7847 Epoch 80/100 45/45 [==============================] - 0s 348us/step - loss: 0.4381 - accuracy: 0.7868 Epoch 81/100 45/45 [==============================] - 0s 341us/step - loss: 0.4377 - accuracy: 0.7861 Epoch 82/100 45/45 [==============================] - 0s 346us/step - loss: 0.4375 - accuracy: 0.7896 Epoch 83/100 45/45 [==============================] - 0s 348us/step - loss: 0.4374 - accuracy: 0.7924 Epoch 84/100 45/45 [==============================] - 0s 354us/step - loss: 0.4375 - accuracy: 0.7896 Epoch 85/100 45/45 [==============================] - 0s 348us/step - loss: 0.4367 - accuracy: 0.7931 Epoch 86/100 45/45 [==============================] - 0s 343us/step - loss: 0.4366 - accuracy: 0.7937 Epoch 87/100 45/45 [==============================] - 0s 350us/step - loss: 0.4362 - accuracy: 0.7924 Epoch 88/100 45/45 [==============================] - 0s 348us/step - loss: 0.4364 - accuracy: 0.7944 Epoch 89/100 45/45 [==============================] - 0s 350us/step - loss: 0.4359 - accuracy: 0.7979 Epoch 90/100 45/45 [==============================] - 0s 351us/step - loss: 0.4355 - accuracy: 0.7937 Epoch 91/100 45/45 [==============================] - 0s 338us/step - loss: 0.4359 - accuracy: 0.7937 Epoch 92/100 45/45 [==============================] - 0s 336us/step - loss: 0.4354 - accuracy: 0.7951 Epoch 93/100 45/45 [==============================] - 0s 341us/step - loss: 0.4350 - accuracy: 0.7965 Epoch 94/100 45/45 [==============================] - 0s 347us/step - loss: 0.4351 - accuracy: 0.7937 Epoch 95/100 45/45 [==============================] - 0s 345us/step - loss: 0.4349 - accuracy: 0.7944 Epoch 96/100 45/45 [==============================] - 0s 342us/step - loss: 0.4346 - accuracy: 0.7937 Epoch 97/100 45/45 [==============================] - 0s 347us/step - loss: 0.4343 - accuracy: 0.7972 Epoch 98/100 45/45 [==============================] - 0s 345us/step - loss: 0.4341 - accuracy: 0.7965 Epoch 99/100 45/45 [==============================] - 0s 347us/step - loss: 0.4340 - accuracy: 0.7931 Epoch 100/100 45/45 [==============================] - 0s 335us/step - loss: 0.4342 - accuracy: 0.7965 5/5 [==============================] - 0s 443us/step Epoch 1/100 45/45 [==============================] - 0s 431us/step - loss: 0.6879 - accuracy: 0.6590 Epoch 2/100 45/45 [==============================] - 0s 418us/step - loss: 0.6632 - accuracy: 0.6590 Epoch 3/100 45/45 [==============================] - 0s 339us/step - loss: 0.5999 - accuracy: 0.6590 Epoch 4/100 45/45 [==============================] - 0s 344us/step - loss: 0.5390 - accuracy: 0.6597 Epoch 5/100 45/45 [==============================] - 0s 330us/step - loss: 0.5152 - accuracy: 0.7278 Epoch 6/100 45/45 [==============================] - 0s 331us/step - loss: 0.5034 - accuracy: 0.7729 Epoch 7/100 45/45 [==============================] - 0s 321us/step - loss: 0.4950 - accuracy: 0.7729 Epoch 8/100 45/45 [==============================] - 0s 513us/step - loss: 0.4884 - accuracy: 0.7785 Epoch 9/100 45/45 [==============================] - 0s 344us/step - loss: 0.4834 - accuracy: 0.7708 Epoch 10/100 45/45 [==============================] - 0s 343us/step - loss: 0.4795 - accuracy: 0.7708 Epoch 11/100 45/45 [==============================] - 0s 342us/step - loss: 0.4767 - accuracy: 0.7597 Epoch 12/100 45/45 [==============================] - 0s 339us/step - loss: 0.4745 - accuracy: 0.7646 Epoch 13/100 45/45 [==============================] - 0s 337us/step - loss: 0.4726 - accuracy: 0.7708 Epoch 14/100 45/45 [==============================] - 0s 333us/step - loss: 0.4708 - accuracy: 0.7694 Epoch 15/100 45/45 [==============================] - 0s 329us/step - loss: 0.4696 - accuracy: 0.7701 Epoch 16/100 45/45 [==============================] - 0s 330us/step - loss: 0.4680 - accuracy: 0.7729 Epoch 17/100 45/45 [==============================] - 0s 331us/step - loss: 0.4665 - accuracy: 0.7750 Epoch 18/100 45/45 [==============================] - 0s 336us/step - loss: 0.4654 - accuracy: 0.7757 Epoch 19/100 45/45 [==============================] - 0s 336us/step - loss: 0.4647 - accuracy: 0.7757 Epoch 20/100 45/45 [==============================] - 0s 333us/step - loss: 0.4638 - accuracy: 0.7764 Epoch 21/100 45/45 [==============================] - 0s 338us/step - loss: 0.4628 - accuracy: 0.7736 Epoch 22/100 45/45 [==============================] - 0s 341us/step - loss: 0.4620 - accuracy: 0.7771 Epoch 23/100 45/45 [==============================] - 0s 328us/step - loss: 0.4612 - accuracy: 0.7778 Epoch 24/100 45/45 [==============================] - 0s 329us/step - loss: 0.4607 - accuracy: 0.7743 Epoch 25/100 45/45 [==============================] - 0s 335us/step - loss: 0.4595 - accuracy: 0.7792 Epoch 26/100 45/45 [==============================] - 0s 328us/step - loss: 0.4587 - accuracy: 0.7757 Epoch 27/100 45/45 [==============================] - 0s 332us/step - loss: 0.4585 - accuracy: 0.7743 Epoch 28/100 45/45 [==============================] - 0s 339us/step - loss: 0.4579 - accuracy: 0.7785 Epoch 29/100 45/45 [==============================] - 0s 332us/step - loss: 0.4579 - accuracy: 0.7785 Epoch 30/100 45/45 [==============================] - 0s 335us/step - loss: 0.4569 - accuracy: 0.7764 Epoch 31/100 45/45 [==============================] - 0s 334us/step - loss: 0.4560 - accuracy: 0.7750 Epoch 32/100 45/45 [==============================] - 0s 330us/step - loss: 0.4558 - accuracy: 0.7764 Epoch 33/100 45/45 [==============================] - 0s 329us/step - loss: 0.4546 - accuracy: 0.7785 Epoch 34/100 45/45 [==============================] - 0s 338us/step - loss: 0.4542 - accuracy: 0.7757 Epoch 35/100 45/45 [==============================] - 0s 340us/step - loss: 0.4537 - accuracy: 0.7750 Epoch 36/100 45/45 [==============================] - 0s 327us/step - loss: 0.4533 - accuracy: 0.7736 Epoch 37/100 45/45 [==============================] - 0s 337us/step - loss: 0.4530 - accuracy: 0.7736 Epoch 38/100 45/45 [==============================] - 0s 323us/step - loss: 0.4523 - accuracy: 0.7729 Epoch 39/100 45/45 [==============================] - 0s 336us/step - loss: 0.4520 - accuracy: 0.7750 Epoch 40/100 45/45 [==============================] - 0s 332us/step - loss: 0.4518 - accuracy: 0.7722 Epoch 41/100 45/45 [==============================] - 0s 337us/step - loss: 0.4507 - accuracy: 0.7778 Epoch 42/100 45/45 [==============================] - 0s 332us/step - loss: 0.4508 - accuracy: 0.7771 Epoch 43/100 45/45 [==============================] - 0s 341us/step - loss: 0.4502 - accuracy: 0.7750 Epoch 44/100 45/45 [==============================] - 0s 334us/step - loss: 0.4504 - accuracy: 0.7757 Epoch 45/100 45/45 [==============================] - 0s 338us/step - loss: 0.4496 - accuracy: 0.7757 Epoch 46/100 45/45 [==============================] - 0s 325us/step - loss: 0.4487 - accuracy: 0.7812 Epoch 47/100 45/45 [==============================] - 0s 332us/step - loss: 0.4487 - accuracy: 0.7722 Epoch 48/100 45/45 [==============================] - 0s 329us/step - loss: 0.4478 - accuracy: 0.7785 Epoch 49/100 45/45 [==============================] - 0s 344us/step - loss: 0.4478 - accuracy: 0.7799 Epoch 50/100 45/45 [==============================] - 0s 326us/step - loss: 0.4473 - accuracy: 0.7806 Epoch 51/100 45/45 [==============================] - 0s 334us/step - loss: 0.4465 - accuracy: 0.7826 Epoch 52/100 45/45 [==============================] - 0s 336us/step - loss: 0.4459 - accuracy: 0.7826 Epoch 53/100 45/45 [==============================] - 0s 332us/step - loss: 0.4456 - accuracy: 0.7806 Epoch 54/100 45/45 [==============================] - 0s 336us/step - loss: 0.4452 - accuracy: 0.7833 Epoch 55/100 45/45 [==============================] - 0s 336us/step - loss: 0.4451 - accuracy: 0.7826 Epoch 56/100 45/45 [==============================] - 0s 332us/step - loss: 0.4448 - accuracy: 0.7854 Epoch 57/100 45/45 [==============================] - 0s 335us/step - loss: 0.4449 - accuracy: 0.7819 Epoch 58/100 45/45 [==============================] - 0s 331us/step - loss: 0.4440 - accuracy: 0.7854 Epoch 59/100 45/45 [==============================] - 0s 324us/step - loss: 0.4434 - accuracy: 0.7812 Epoch 60/100 45/45 [==============================] - 0s 339us/step - loss: 0.4431 - accuracy: 0.7861 Epoch 61/100 45/45 [==============================] - 0s 334us/step - loss: 0.4427 - accuracy: 0.7875 Epoch 62/100 45/45 [==============================] - 0s 343us/step - loss: 0.4420 - accuracy: 0.7854 Epoch 63/100 45/45 [==============================] - 0s 326us/step - loss: 0.4418 - accuracy: 0.7882 Epoch 64/100 45/45 [==============================] - 0s 330us/step - loss: 0.4417 - accuracy: 0.7875 Epoch 65/100 45/45 [==============================] - 0s 344us/step - loss: 0.4411 - accuracy: 0.7868 Epoch 66/100 45/45 [==============================] - 0s 347us/step - loss: 0.4410 - accuracy: 0.7847 Epoch 67/100 45/45 [==============================] - 0s 333us/step - loss: 0.4407 - accuracy: 0.7847 Epoch 68/100 45/45 [==============================] - 0s 330us/step - loss: 0.4402 - accuracy: 0.7896 Epoch 69/100 45/45 [==============================] - 0s 332us/step - loss: 0.4401 - accuracy: 0.7847 Epoch 70/100 45/45 [==============================] - 0s 323us/step - loss: 0.4397 - accuracy: 0.7889 Epoch 71/100 45/45 [==============================] - 0s 337us/step - loss: 0.4393 - accuracy: 0.7875 Epoch 72/100 45/45 [==============================] - 0s 331us/step - loss: 0.4390 - accuracy: 0.7840 Epoch 73/100 45/45 [==============================] - 0s 340us/step - loss: 0.4384 - accuracy: 0.7826 Epoch 74/100 45/45 [==============================] - 0s 327us/step - loss: 0.4381 - accuracy: 0.7889 Epoch 75/100 45/45 [==============================] - 0s 330us/step - loss: 0.4377 - accuracy: 0.7868 Epoch 76/100 45/45 [==============================] - 0s 326us/step - loss: 0.4384 - accuracy: 0.7896 Epoch 77/100 45/45 [==============================] - 0s 336us/step - loss: 0.4378 - accuracy: 0.7840 Epoch 78/100 45/45 [==============================] - 0s 339us/step - loss: 0.4378 - accuracy: 0.7910 Epoch 79/100 45/45 [==============================] - 0s 338us/step - loss: 0.4370 - accuracy: 0.7889 Epoch 80/100 45/45 [==============================] - 0s 347us/step - loss: 0.4376 - accuracy: 0.7882 Epoch 81/100 45/45 [==============================] - 0s 334us/step - loss: 0.4373 - accuracy: 0.7924 Epoch 82/100 45/45 [==============================] - 0s 337us/step - loss: 0.4366 - accuracy: 0.7889 Epoch 83/100 45/45 [==============================] - 0s 338us/step - loss: 0.4364 - accuracy: 0.7937 Epoch 84/100 45/45 [==============================] - 0s 340us/step - loss: 0.4359 - accuracy: 0.7931 Epoch 85/100 45/45 [==============================] - 0s 336us/step - loss: 0.4354 - accuracy: 0.7972 Epoch 86/100 45/45 [==============================] - 0s 331us/step - loss: 0.4354 - accuracy: 0.7986 Epoch 87/100 45/45 [==============================] - 0s 354us/step - loss: 0.4354 - accuracy: 0.8000 Epoch 88/100 45/45 [==============================] - 0s 335us/step - loss: 0.4347 - accuracy: 0.7965 Epoch 89/100 45/45 [==============================] - 0s 327us/step - loss: 0.4351 - accuracy: 0.7910 Epoch 90/100 45/45 [==============================] - 0s 338us/step - loss: 0.4344 - accuracy: 0.7993 Epoch 91/100 45/45 [==============================] - 0s 336us/step - loss: 0.4340 - accuracy: 0.7958 Epoch 92/100 45/45 [==============================] - 0s 339us/step - loss: 0.4342 - accuracy: 0.7986 Epoch 93/100 45/45 [==============================] - 0s 330us/step - loss: 0.4341 - accuracy: 0.7931 Epoch 94/100 45/45 [==============================] - 0s 344us/step - loss: 0.4336 - accuracy: 0.7965 Epoch 95/100 45/45 [==============================] - 0s 327us/step - loss: 0.4338 - accuracy: 0.7951 Epoch 96/100 45/45 [==============================] - 0s 325us/step - loss: 0.4333 - accuracy: 0.8021 Epoch 97/100 45/45 [==============================] - 0s 345us/step - loss: 0.4327 - accuracy: 0.7993 Epoch 98/100 45/45 [==============================] - 0s 323us/step - loss: 0.4325 - accuracy: 0.7965 Epoch 99/100 45/45 [==============================] - 0s 340us/step - loss: 0.4326 - accuracy: 0.7993 Epoch 100/100 45/45 [==============================] - 0s 332us/step - loss: 0.4327 - accuracy: 0.7972 5/5 [==============================] - 0s 433us/step Epoch 1/100 45/45 [==============================] - 0s 451us/step - loss: 0.6894 - accuracy: 0.6604 Epoch 2/100 45/45 [==============================] - 0s 397us/step - loss: 0.6719 - accuracy: 0.6667 Epoch 3/100 45/45 [==============================] - 0s 343us/step - loss: 0.6246 - accuracy: 0.6667 Epoch 4/100 45/45 [==============================] - 0s 334us/step - loss: 0.5635 - accuracy: 0.6667 Epoch 5/100 45/45 [==============================] - 0s 348us/step - loss: 0.5275 - accuracy: 0.6667 Epoch 6/100 45/45 [==============================] - 0s 321us/step - loss: 0.5106 - accuracy: 0.6924 Epoch 7/100 45/45 [==============================] - 0s 335us/step - loss: 0.5007 - accuracy: 0.7632 Epoch 8/100 45/45 [==============================] - 0s 326us/step - loss: 0.4928 - accuracy: 0.7750 Epoch 9/100 45/45 [==============================] - 0s 345us/step - loss: 0.4863 - accuracy: 0.7736 Epoch 10/100 45/45 [==============================] - 0s 347us/step - loss: 0.4816 - accuracy: 0.7743 Epoch 11/100 45/45 [==============================] - 0s 340us/step - loss: 0.4774 - accuracy: 0.7743 Epoch 12/100 45/45 [==============================] - 0s 336us/step - loss: 0.4738 - accuracy: 0.7743 Epoch 13/100 45/45 [==============================] - 0s 335us/step - loss: 0.4716 - accuracy: 0.7757 Epoch 14/100 45/45 [==============================] - 0s 341us/step - loss: 0.4692 - accuracy: 0.7743 Epoch 15/100 45/45 [==============================] - 0s 343us/step - loss: 0.4678 - accuracy: 0.7708 Epoch 16/100 45/45 [==============================] - 0s 345us/step - loss: 0.4659 - accuracy: 0.7715 Epoch 17/100 45/45 [==============================] - 0s 344us/step - loss: 0.4644 - accuracy: 0.7715 Epoch 18/100 45/45 [==============================] - 0s 332us/step - loss: 0.4633 - accuracy: 0.7715 Epoch 19/100 45/45 [==============================] - 0s 343us/step - loss: 0.4623 - accuracy: 0.7715 Epoch 20/100 45/45 [==============================] - 0s 337us/step - loss: 0.4617 - accuracy: 0.7750 Epoch 21/100 45/45 [==============================] - 0s 340us/step - loss: 0.4604 - accuracy: 0.7715 Epoch 22/100 45/45 [==============================] - 0s 345us/step - loss: 0.4595 - accuracy: 0.7722 Epoch 23/100 45/45 [==============================] - 0s 328us/step - loss: 0.4587 - accuracy: 0.7743 Epoch 24/100 45/45 [==============================] - 0s 327us/step - loss: 0.4576 - accuracy: 0.7722 Epoch 25/100 45/45 [==============================] - 0s 340us/step - loss: 0.4572 - accuracy: 0.7722 Epoch 26/100 45/45 [==============================] - 0s 337us/step - loss: 0.4564 - accuracy: 0.7743 Epoch 27/100 45/45 [==============================] - 0s 333us/step - loss: 0.4557 - accuracy: 0.7729 Epoch 28/100 45/45 [==============================] - 0s 345us/step - loss: 0.4552 - accuracy: 0.7729 Epoch 29/100 45/45 [==============================] - 0s 345us/step - loss: 0.4545 - accuracy: 0.7729 Epoch 30/100 45/45 [==============================] - 0s 344us/step - loss: 0.4540 - accuracy: 0.7743 Epoch 31/100 45/45 [==============================] - 0s 342us/step - loss: 0.4538 - accuracy: 0.7736 Epoch 32/100 45/45 [==============================] - 0s 331us/step - loss: 0.4535 - accuracy: 0.7722 Epoch 33/100 45/45 [==============================] - 0s 341us/step - loss: 0.4525 - accuracy: 0.7743 Epoch 34/100 45/45 [==============================] - 0s 331us/step - loss: 0.4523 - accuracy: 0.7736 Epoch 35/100 45/45 [==============================] - 0s 335us/step - loss: 0.4518 - accuracy: 0.7722 Epoch 36/100 45/45 [==============================] - 0s 338us/step - loss: 0.4511 - accuracy: 0.7729 Epoch 37/100 45/45 [==============================] - 0s 327us/step - loss: 0.4509 - accuracy: 0.7757 Epoch 38/100 45/45 [==============================] - 0s 332us/step - loss: 0.4506 - accuracy: 0.7778 Epoch 39/100 45/45 [==============================] - 0s 332us/step - loss: 0.4499 - accuracy: 0.7757 Epoch 40/100 45/45 [==============================] - 0s 331us/step - loss: 0.4494 - accuracy: 0.7715 Epoch 41/100 45/45 [==============================] - 0s 331us/step - loss: 0.4496 - accuracy: 0.7750 Epoch 42/100 45/45 [==============================] - 0s 347us/step - loss: 0.4489 - accuracy: 0.7771 Epoch 43/100 45/45 [==============================] - 0s 335us/step - loss: 0.4487 - accuracy: 0.7757 Epoch 44/100 45/45 [==============================] - 0s 343us/step - loss: 0.4481 - accuracy: 0.7771 Epoch 45/100 45/45 [==============================] - 0s 324us/step - loss: 0.4477 - accuracy: 0.7840 Epoch 46/100 45/45 [==============================] - 0s 339us/step - loss: 0.4475 - accuracy: 0.7778 Epoch 47/100 45/45 [==============================] - 0s 337us/step - loss: 0.4472 - accuracy: 0.7750 Epoch 48/100 45/45 [==============================] - 0s 336us/step - loss: 0.4466 - accuracy: 0.7826 Epoch 49/100 45/45 [==============================] - 0s 334us/step - loss: 0.4464 - accuracy: 0.7806 Epoch 50/100 45/45 [==============================] - 0s 333us/step - loss: 0.4462 - accuracy: 0.7785 Epoch 51/100 45/45 [==============================] - 0s 344us/step - loss: 0.4463 - accuracy: 0.7806 Epoch 52/100 45/45 [==============================] - 0s 341us/step - loss: 0.4460 - accuracy: 0.7833 Epoch 53/100 45/45 [==============================] - 0s 334us/step - loss: 0.4459 - accuracy: 0.7764 Epoch 54/100 45/45 [==============================] - 0s 352us/step - loss: 0.4449 - accuracy: 0.7764 Epoch 55/100 45/45 [==============================] - 0s 333us/step - loss: 0.4449 - accuracy: 0.7764 Epoch 56/100 45/45 [==============================] - 0s 341us/step - loss: 0.4446 - accuracy: 0.7778 Epoch 57/100 45/45 [==============================] - 0s 333us/step - loss: 0.4443 - accuracy: 0.7757 Epoch 58/100 45/45 [==============================] - 0s 339us/step - loss: 0.4444 - accuracy: 0.7785 Epoch 59/100 45/45 [==============================] - 0s 341us/step - loss: 0.4439 - accuracy: 0.7806 Epoch 60/100 45/45 [==============================] - 0s 345us/step - loss: 0.4436 - accuracy: 0.7792 Epoch 61/100 45/45 [==============================] - 0s 338us/step - loss: 0.4439 - accuracy: 0.7799 Epoch 62/100 45/45 [==============================] - 0s 337us/step - loss: 0.4435 - accuracy: 0.7812 Epoch 63/100 45/45 [==============================] - 0s 339us/step - loss: 0.4432 - accuracy: 0.7757 Epoch 64/100 45/45 [==============================] - 0s 342us/step - loss: 0.4429 - accuracy: 0.7785 Epoch 65/100 45/45 [==============================] - 0s 337us/step - loss: 0.4430 - accuracy: 0.7792 Epoch 66/100 45/45 [==============================] - 0s 331us/step - loss: 0.4427 - accuracy: 0.7806 Epoch 67/100 45/45 [==============================] - 0s 345us/step - loss: 0.4426 - accuracy: 0.7840 Epoch 68/100 45/45 [==============================] - 0s 344us/step - loss: 0.4428 - accuracy: 0.7854 Epoch 69/100 45/45 [==============================] - 0s 341us/step - loss: 0.4425 - accuracy: 0.7833 Epoch 70/100 45/45 [==============================] - 0s 339us/step - loss: 0.4421 - accuracy: 0.7847 Epoch 71/100 45/45 [==============================] - 0s 338us/step - loss: 0.4421 - accuracy: 0.7854 Epoch 72/100 45/45 [==============================] - 0s 338us/step - loss: 0.4419 - accuracy: 0.7847 Epoch 73/100 45/45 [==============================] - 0s 325us/step - loss: 0.4414 - accuracy: 0.7847 Epoch 74/100 45/45 [==============================] - 0s 348us/step - loss: 0.4417 - accuracy: 0.7854 Epoch 75/100 45/45 [==============================] - 0s 340us/step - loss: 0.4418 - accuracy: 0.7861 Epoch 76/100 45/45 [==============================] - 0s 344us/step - loss: 0.4418 - accuracy: 0.7861 Epoch 77/100 45/45 [==============================] - 0s 335us/step - loss: 0.4409 - accuracy: 0.7875 Epoch 78/100 45/45 [==============================] - 0s 332us/step - loss: 0.4411 - accuracy: 0.7854 Epoch 79/100 45/45 [==============================] - 0s 333us/step - loss: 0.4408 - accuracy: 0.7882 Epoch 80/100 45/45 [==============================] - 0s 326us/step - loss: 0.4412 - accuracy: 0.7875 Epoch 81/100 45/45 [==============================] - 0s 338us/step - loss: 0.4406 - accuracy: 0.7861 Epoch 82/100 45/45 [==============================] - 0s 329us/step - loss: 0.4406 - accuracy: 0.7875 Epoch 83/100 45/45 [==============================] - 0s 340us/step - loss: 0.4402 - accuracy: 0.7854 Epoch 84/100 45/45 [==============================] - 0s 339us/step - loss: 0.4405 - accuracy: 0.7889 Epoch 85/100 45/45 [==============================] - 0s 339us/step - loss: 0.4402 - accuracy: 0.7882 Epoch 86/100 45/45 [==============================] - 0s 338us/step - loss: 0.4398 - accuracy: 0.7861 Epoch 87/100 45/45 [==============================] - 0s 332us/step - loss: 0.4395 - accuracy: 0.7854 Epoch 88/100 45/45 [==============================] - 0s 338us/step - loss: 0.4401 - accuracy: 0.7868 Epoch 89/100 45/45 [==============================] - 0s 343us/step - loss: 0.4395 - accuracy: 0.7868 Epoch 90/100 45/45 [==============================] - 0s 348us/step - loss: 0.4397 - accuracy: 0.7861 Epoch 91/100 45/45 [==============================] - 0s 336us/step - loss: 0.4391 - accuracy: 0.7882 Epoch 92/100 45/45 [==============================] - 0s 339us/step - loss: 0.4394 - accuracy: 0.7882 Epoch 93/100 45/45 [==============================] - 0s 344us/step - loss: 0.4389 - accuracy: 0.7889 Epoch 94/100 45/45 [==============================] - 0s 347us/step - loss: 0.4394 - accuracy: 0.7861 Epoch 95/100 45/45 [==============================] - 0s 338us/step - loss: 0.4387 - accuracy: 0.7889 Epoch 96/100 45/45 [==============================] - 0s 342us/step - loss: 0.4388 - accuracy: 0.7875 Epoch 97/100 45/45 [==============================] - 0s 338us/step - loss: 0.4391 - accuracy: 0.7854 Epoch 98/100 45/45 [==============================] - 0s 339us/step - loss: 0.4390 - accuracy: 0.7847 Epoch 99/100 45/45 [==============================] - 0s 346us/step - loss: 0.4389 - accuracy: 0.7861 Epoch 100/100 45/45 [==============================] - 0s 334us/step - loss: 0.4387 - accuracy: 0.7889 5/5 [==============================] - 0s 420us/step Epoch 1/100 45/45 [==============================] - 0s 446us/step - loss: 0.6896 - accuracy: 0.6458 Epoch 2/100 45/45 [==============================] - 0s 402us/step - loss: 0.6777 - accuracy: 0.6535 Epoch 3/100 45/45 [==============================] - 0s 341us/step - loss: 0.6480 - accuracy: 0.6535 Epoch 4/100 45/45 [==============================] - 0s 342us/step - loss: 0.5981 - accuracy: 0.6576 Epoch 5/100 45/45 [==============================] - 0s 343us/step - loss: 0.5504 - accuracy: 0.7306 Epoch 6/100 45/45 [==============================] - 0s 334us/step - loss: 0.5203 - accuracy: 0.7618 Epoch 7/100 45/45 [==============================] - 0s 351us/step - loss: 0.5024 - accuracy: 0.7632 Epoch 8/100 45/45 [==============================] - 0s 350us/step - loss: 0.4919 - accuracy: 0.7701 Epoch 9/100 45/45 [==============================] - 0s 349us/step - loss: 0.4855 - accuracy: 0.7632 Epoch 10/100 45/45 [==============================] - 0s 350us/step - loss: 0.4820 - accuracy: 0.7611 Epoch 11/100 45/45 [==============================] - 0s 341us/step - loss: 0.4798 - accuracy: 0.7625 Epoch 12/100 45/45 [==============================] - 0s 336us/step - loss: 0.4776 - accuracy: 0.7646 Epoch 13/100 45/45 [==============================] - 0s 345us/step - loss: 0.4760 - accuracy: 0.7653 Epoch 14/100 45/45 [==============================] - 0s 345us/step - loss: 0.4752 - accuracy: 0.7646 Epoch 15/100 45/45 [==============================] - 0s 351us/step - loss: 0.4745 - accuracy: 0.7674 Epoch 16/100 45/45 [==============================] - 0s 341us/step - loss: 0.4737 - accuracy: 0.7639 Epoch 17/100 45/45 [==============================] - 0s 344us/step - loss: 0.4729 - accuracy: 0.7667 Epoch 18/100 45/45 [==============================] - 0s 341us/step - loss: 0.4725 - accuracy: 0.7674 Epoch 19/100 45/45 [==============================] - 0s 342us/step - loss: 0.4718 - accuracy: 0.7667 Epoch 20/100 45/45 [==============================] - 0s 340us/step - loss: 0.4709 - accuracy: 0.7660 Epoch 21/100 45/45 [==============================] - 0s 336us/step - loss: 0.4705 - accuracy: 0.7653 Epoch 22/100 45/45 [==============================] - 0s 340us/step - loss: 0.4701 - accuracy: 0.7639 Epoch 23/100 45/45 [==============================] - 0s 341us/step - loss: 0.4691 - accuracy: 0.7688 Epoch 24/100 45/45 [==============================] - 0s 336us/step - loss: 0.4686 - accuracy: 0.7653 Epoch 25/100 45/45 [==============================] - 0s 346us/step - loss: 0.4688 - accuracy: 0.7681 Epoch 26/100 45/45 [==============================] - 0s 379us/step - loss: 0.4674 - accuracy: 0.7667 Epoch 27/100 45/45 [==============================] - 0s 359us/step - loss: 0.4671 - accuracy: 0.7660 Epoch 28/100 45/45 [==============================] - 0s 354us/step - loss: 0.4666 - accuracy: 0.7674 Epoch 29/100 45/45 [==============================] - 0s 339us/step - loss: 0.4662 - accuracy: 0.7674 Epoch 30/100 45/45 [==============================] - 0s 355us/step - loss: 0.4656 - accuracy: 0.7674 Epoch 31/100 45/45 [==============================] - 0s 343us/step - loss: 0.4652 - accuracy: 0.7681 Epoch 32/100 45/45 [==============================] - 0s 353us/step - loss: 0.4650 - accuracy: 0.7708 Epoch 33/100 45/45 [==============================] - 0s 354us/step - loss: 0.4646 - accuracy: 0.7722 Epoch 34/100 45/45 [==============================] - 0s 346us/step - loss: 0.4641 - accuracy: 0.7715 Epoch 35/100 45/45 [==============================] - 0s 735us/step - loss: 0.4639 - accuracy: 0.7778 Epoch 36/100 45/45 [==============================] - 0s 477us/step - loss: 0.4636 - accuracy: 0.7729 Epoch 37/100 45/45 [==============================] - 0s 357us/step - loss: 0.4632 - accuracy: 0.7750 Epoch 38/100 45/45 [==============================] - 0s 353us/step - loss: 0.4624 - accuracy: 0.7722 Epoch 39/100 45/45 [==============================] - 0s 345us/step - loss: 0.4622 - accuracy: 0.7715 Epoch 40/100 45/45 [==============================] - 0s 346us/step - loss: 0.4616 - accuracy: 0.7715 Epoch 41/100 45/45 [==============================] - 0s 356us/step - loss: 0.4613 - accuracy: 0.7736 Epoch 42/100 45/45 [==============================] - 0s 351us/step - loss: 0.4616 - accuracy: 0.7757 Epoch 43/100 45/45 [==============================] - 0s 351us/step - loss: 0.4611 - accuracy: 0.7750 Epoch 44/100 45/45 [==============================] - 0s 346us/step - loss: 0.4603 - accuracy: 0.7736 Epoch 45/100 45/45 [==============================] - 0s 345us/step - loss: 0.4603 - accuracy: 0.7750 Epoch 46/100 45/45 [==============================] - 0s 417us/step - loss: 0.4605 - accuracy: 0.7743 Epoch 47/100 45/45 [==============================] - 0s 356us/step - loss: 0.4595 - accuracy: 0.7750 Epoch 48/100 45/45 [==============================] - 0s 353us/step - loss: 0.4591 - accuracy: 0.7778 Epoch 49/100 45/45 [==============================] - 0s 353us/step - loss: 0.4586 - accuracy: 0.7757 Epoch 50/100 45/45 [==============================] - 0s 345us/step - loss: 0.4584 - accuracy: 0.7736 Epoch 51/100 45/45 [==============================] - 0s 336us/step - loss: 0.4580 - accuracy: 0.7757 Epoch 52/100 45/45 [==============================] - 0s 345us/step - loss: 0.4581 - accuracy: 0.7778 Epoch 53/100 45/45 [==============================] - 0s 352us/step - loss: 0.4579 - accuracy: 0.7785 Epoch 54/100 45/45 [==============================] - 0s 344us/step - loss: 0.4576 - accuracy: 0.7778 Epoch 55/100 45/45 [==============================] - 0s 340us/step - loss: 0.4569 - accuracy: 0.7792 Epoch 56/100 45/45 [==============================] - 0s 348us/step - loss: 0.4576 - accuracy: 0.7792 Epoch 57/100 45/45 [==============================] - 0s 338us/step - loss: 0.4565 - accuracy: 0.7785 Epoch 58/100 45/45 [==============================] - 0s 347us/step - loss: 0.4564 - accuracy: 0.7736 Epoch 59/100 45/45 [==============================] - 0s 349us/step - loss: 0.4564 - accuracy: 0.7771 Epoch 60/100 45/45 [==============================] - 0s 345us/step - loss: 0.4560 - accuracy: 0.7785 Epoch 61/100 45/45 [==============================] - 0s 370us/step - loss: 0.4552 - accuracy: 0.7736 Epoch 62/100 45/45 [==============================] - 0s 363us/step - loss: 0.4550 - accuracy: 0.7812 Epoch 63/100 45/45 [==============================] - 0s 332us/step - loss: 0.4551 - accuracy: 0.7750 Epoch 64/100 45/45 [==============================] - 0s 340us/step - loss: 0.4545 - accuracy: 0.7812 Epoch 65/100 45/45 [==============================] - 0s 350us/step - loss: 0.4545 - accuracy: 0.7722 Epoch 66/100 45/45 [==============================] - 0s 346us/step - loss: 0.4538 - accuracy: 0.7764 Epoch 67/100 45/45 [==============================] - 0s 353us/step - loss: 0.4538 - accuracy: 0.7757 Epoch 68/100 45/45 [==============================] - 0s 345us/step - loss: 0.4541 - accuracy: 0.7736 Epoch 69/100 45/45 [==============================] - 0s 347us/step - loss: 0.4541 - accuracy: 0.7764 Epoch 70/100 45/45 [==============================] - 0s 344us/step - loss: 0.4536 - accuracy: 0.7764 Epoch 71/100 45/45 [==============================] - 0s 343us/step - loss: 0.4532 - accuracy: 0.7764 Epoch 72/100 45/45 [==============================] - 0s 845us/step - loss: 0.4532 - accuracy: 0.7722 Epoch 73/100 45/45 [==============================] - 0s 466us/step - loss: 0.4527 - accuracy: 0.7764 Epoch 74/100 45/45 [==============================] - 0s 361us/step - loss: 0.4524 - accuracy: 0.7757 Epoch 75/100 45/45 [==============================] - 0s 345us/step - loss: 0.4523 - accuracy: 0.7736 Epoch 76/100 45/45 [==============================] - 0s 360us/step - loss: 0.4521 - accuracy: 0.7771 Epoch 77/100 45/45 [==============================] - 0s 358us/step - loss: 0.4519 - accuracy: 0.7812 Epoch 78/100 45/45 [==============================] - 0s 355us/step - loss: 0.4515 - accuracy: 0.7743 Epoch 79/100 45/45 [==============================] - 0s 354us/step - loss: 0.4519 - accuracy: 0.7806 Epoch 80/100 45/45 [==============================] - 0s 353us/step - loss: 0.4518 - accuracy: 0.7743 Epoch 81/100 45/45 [==============================] - 0s 446us/step - loss: 0.4514 - accuracy: 0.7785 Epoch 82/100 45/45 [==============================] - 0s 350us/step - loss: 0.4507 - accuracy: 0.7764 Epoch 83/100 45/45 [==============================] - 0s 342us/step - loss: 0.4507 - accuracy: 0.7799 Epoch 84/100 45/45 [==============================] - 0s 344us/step - loss: 0.4504 - accuracy: 0.7757 Epoch 85/100 45/45 [==============================] - 0s 345us/step - loss: 0.4505 - accuracy: 0.7771 Epoch 86/100 45/45 [==============================] - 0s 335us/step - loss: 0.4501 - accuracy: 0.7812 Epoch 87/100 45/45 [==============================] - 0s 352us/step - loss: 0.4504 - accuracy: 0.7764 Epoch 88/100 45/45 [==============================] - 0s 348us/step - loss: 0.4495 - accuracy: 0.7819 Epoch 89/100 45/45 [==============================] - 0s 352us/step - loss: 0.4497 - accuracy: 0.7743 Epoch 90/100 45/45 [==============================] - 0s 348us/step - loss: 0.4493 - accuracy: 0.7833 Epoch 91/100 45/45 [==============================] - 0s 343us/step - loss: 0.4489 - accuracy: 0.7792 Epoch 92/100 45/45 [==============================] - 0s 339us/step - loss: 0.4489 - accuracy: 0.7826 Epoch 93/100 45/45 [==============================] - 0s 347us/step - loss: 0.4482 - accuracy: 0.7819 Epoch 94/100 45/45 [==============================] - 0s 366us/step - loss: 0.4481 - accuracy: 0.7840 Epoch 95/100 45/45 [==============================] - 0s 341us/step - loss: 0.4479 - accuracy: 0.7861 Epoch 96/100 45/45 [==============================] - 0s 348us/step - loss: 0.4486 - accuracy: 0.7833 Epoch 97/100 45/45 [==============================] - 0s 353us/step - loss: 0.4474 - accuracy: 0.7847 Epoch 98/100 45/45 [==============================] - 0s 344us/step - loss: 0.4469 - accuracy: 0.7826 Epoch 99/100 45/45 [==============================] - 0s 346us/step - loss: 0.4466 - accuracy: 0.7854 Epoch 100/100 45/45 [==============================] - 0s 362us/step - loss: 0.4467 - accuracy: 0.7833 5/5 [==============================] - 0s 443us/step Epoch 1/100 45/45 [==============================] - 0s 452us/step - loss: 0.6889 - accuracy: 0.6556 Epoch 2/100 45/45 [==============================] - 0s 402us/step - loss: 0.6726 - accuracy: 0.6618 Epoch 3/100 45/45 [==============================] - 0s 359us/step - loss: 0.6236 - accuracy: 0.6625 Epoch 4/100 45/45 [==============================] - 0s 344us/step - loss: 0.5560 - accuracy: 0.7243 Epoch 5/100 45/45 [==============================] - 0s 402us/step - loss: 0.5123 - accuracy: 0.7653 Epoch 6/100 45/45 [==============================] - 0s 360us/step - loss: 0.4917 - accuracy: 0.7646 Epoch 7/100 45/45 [==============================] - 0s 355us/step - loss: 0.4808 - accuracy: 0.7597 Epoch 8/100 45/45 [==============================] - 0s 349us/step - loss: 0.4757 - accuracy: 0.7521 Epoch 9/100 45/45 [==============================] - 0s 365us/step - loss: 0.4724 - accuracy: 0.7583 Epoch 10/100 45/45 [==============================] - 0s 351us/step - loss: 0.4709 - accuracy: 0.7563 Epoch 11/100 45/45 [==============================] - 0s 340us/step - loss: 0.4693 - accuracy: 0.7590 Epoch 12/100 45/45 [==============================] - 0s 350us/step - loss: 0.4682 - accuracy: 0.7590 Epoch 13/100 45/45 [==============================] - 0s 345us/step - loss: 0.4666 - accuracy: 0.7632 Epoch 14/100 45/45 [==============================] - 0s 350us/step - loss: 0.4658 - accuracy: 0.7597 Epoch 15/100 45/45 [==============================] - 0s 344us/step - loss: 0.4648 - accuracy: 0.7632 Epoch 16/100 45/45 [==============================] - 0s 352us/step - loss: 0.4637 - accuracy: 0.7694 Epoch 17/100 45/45 [==============================] - 0s 342us/step - loss: 0.4629 - accuracy: 0.7667 Epoch 18/100 45/45 [==============================] - 0s 338us/step - loss: 0.4620 - accuracy: 0.7688 Epoch 19/100 45/45 [==============================] - 0s 360us/step - loss: 0.4615 - accuracy: 0.7674 Epoch 20/100 45/45 [==============================] - 0s 344us/step - loss: 0.4608 - accuracy: 0.7715 Epoch 21/100 45/45 [==============================] - 0s 344us/step - loss: 0.4612 - accuracy: 0.7736 Epoch 22/100 45/45 [==============================] - 0s 338us/step - loss: 0.4602 - accuracy: 0.7694 Epoch 23/100 45/45 [==============================] - 0s 344us/step - loss: 0.4596 - accuracy: 0.7715 Epoch 24/100 45/45 [==============================] - 0s 347us/step - loss: 0.4589 - accuracy: 0.7694 Epoch 25/100 45/45 [==============================] - 0s 337us/step - loss: 0.4585 - accuracy: 0.7708 Epoch 26/100 45/45 [==============================] - 0s 351us/step - loss: 0.4577 - accuracy: 0.7750 Epoch 27/100 45/45 [==============================] - 0s 342us/step - loss: 0.4573 - accuracy: 0.7757 Epoch 28/100 45/45 [==============================] - 0s 340us/step - loss: 0.4570 - accuracy: 0.7701 Epoch 29/100 45/45 [==============================] - 0s 353us/step - loss: 0.4558 - accuracy: 0.7722 Epoch 30/100 45/45 [==============================] - 0s 345us/step - loss: 0.4552 - accuracy: 0.7743 Epoch 31/100 45/45 [==============================] - 0s 491us/step - loss: 0.4546 - accuracy: 0.7708 Epoch 32/100 45/45 [==============================] - 0s 357us/step - loss: 0.4540 - accuracy: 0.7736 Epoch 33/100 45/45 [==============================] - 0s 349us/step - loss: 0.4531 - accuracy: 0.7729 Epoch 34/100 45/45 [==============================] - 0s 349us/step - loss: 0.4535 - accuracy: 0.7736 Epoch 35/100 45/45 [==============================] - 0s 338us/step - loss: 0.4529 - accuracy: 0.7750 Epoch 36/100 45/45 [==============================] - 0s 351us/step - loss: 0.4517 - accuracy: 0.7757 Epoch 37/100 45/45 [==============================] - 0s 351us/step - loss: 0.4518 - accuracy: 0.7729 Epoch 38/100 45/45 [==============================] - 0s 343us/step - loss: 0.4505 - accuracy: 0.7708 Epoch 39/100 45/45 [==============================] - 0s 342us/step - loss: 0.4504 - accuracy: 0.7708 Epoch 40/100 45/45 [==============================] - 0s 340us/step - loss: 0.4498 - accuracy: 0.7729 Epoch 41/100 45/45 [==============================] - 0s 355us/step - loss: 0.4493 - accuracy: 0.7701 Epoch 42/100 45/45 [==============================] - 0s 335us/step - loss: 0.4493 - accuracy: 0.7708 Epoch 43/100 45/45 [==============================] - 0s 343us/step - loss: 0.4489 - accuracy: 0.7729 Epoch 44/100 45/45 [==============================] - 0s 343us/step - loss: 0.4487 - accuracy: 0.7715 Epoch 45/100 45/45 [==============================] - 0s 341us/step - loss: 0.4478 - accuracy: 0.7722 Epoch 46/100 45/45 [==============================] - 0s 345us/step - loss: 0.4478 - accuracy: 0.7729 Epoch 47/100 45/45 [==============================] - 0s 344us/step - loss: 0.4472 - accuracy: 0.7701 Epoch 48/100 45/45 [==============================] - 0s 338us/step - loss: 0.4470 - accuracy: 0.7750 Epoch 49/100 45/45 [==============================] - 0s 343us/step - loss: 0.4463 - accuracy: 0.7750 Epoch 50/100 45/45 [==============================] - 0s 344us/step - loss: 0.4459 - accuracy: 0.7764 Epoch 51/100 45/45 [==============================] - 0s 357us/step - loss: 0.4457 - accuracy: 0.7806 Epoch 52/100 45/45 [==============================] - 0s 348us/step - loss: 0.4451 - accuracy: 0.7799 Epoch 53/100 45/45 [==============================] - 0s 344us/step - loss: 0.4447 - accuracy: 0.7847 Epoch 54/100 45/45 [==============================] - 0s 347us/step - loss: 0.4448 - accuracy: 0.7785 Epoch 55/100 45/45 [==============================] - 0s 346us/step - loss: 0.4440 - accuracy: 0.7826 Epoch 56/100 45/45 [==============================] - 0s 339us/step - loss: 0.4437 - accuracy: 0.7840 Epoch 57/100 45/45 [==============================] - 0s 678us/step - loss: 0.4434 - accuracy: 0.7868 Epoch 58/100 45/45 [==============================] - 0s 462us/step - loss: 0.4429 - accuracy: 0.7854 Epoch 59/100 45/45 [==============================] - 0s 345us/step - loss: 0.4423 - accuracy: 0.7868 Epoch 60/100 45/45 [==============================] - 0s 355us/step - loss: 0.4426 - accuracy: 0.7847 Epoch 61/100 45/45 [==============================] - 0s 352us/step - loss: 0.4418 - accuracy: 0.7889 Epoch 62/100 45/45 [==============================] - 0s 347us/step - loss: 0.4413 - accuracy: 0.7910 Epoch 63/100 45/45 [==============================] - 0s 347us/step - loss: 0.4411 - accuracy: 0.7896 Epoch 64/100 45/45 [==============================] - 0s 349us/step - loss: 0.4410 - accuracy: 0.7924 Epoch 65/100 45/45 [==============================] - 0s 342us/step - loss: 0.4406 - accuracy: 0.7931 Epoch 66/100 45/45 [==============================] - 0s 340us/step - loss: 0.4401 - accuracy: 0.7903 Epoch 67/100 45/45 [==============================] - 0s 343us/step - loss: 0.4403 - accuracy: 0.7924 Epoch 68/100 45/45 [==============================] - 0s 331us/step - loss: 0.4396 - accuracy: 0.7903 Epoch 69/100 45/45 [==============================] - 0s 351us/step - loss: 0.4397 - accuracy: 0.7931 Epoch 70/100 45/45 [==============================] - 0s 344us/step - loss: 0.4394 - accuracy: 0.7931 Epoch 71/100 45/45 [==============================] - 0s 341us/step - loss: 0.4384 - accuracy: 0.7917 Epoch 72/100 45/45 [==============================] - 0s 343us/step - loss: 0.4383 - accuracy: 0.7937 Epoch 73/100 45/45 [==============================] - 0s 356us/step - loss: 0.4378 - accuracy: 0.7937 Epoch 74/100 45/45 [==============================] - 0s 347us/step - loss: 0.4377 - accuracy: 0.7937 Epoch 75/100 45/45 [==============================] - 0s 348us/step - loss: 0.4376 - accuracy: 0.7924 Epoch 76/100 45/45 [==============================] - 0s 341us/step - loss: 0.4371 - accuracy: 0.7917 Epoch 77/100 45/45 [==============================] - 0s 341us/step - loss: 0.4369 - accuracy: 0.7937 Epoch 78/100 45/45 [==============================] - 0s 333us/step - loss: 0.4368 - accuracy: 0.7937 Epoch 79/100 45/45 [==============================] - 0s 351us/step - loss: 0.4361 - accuracy: 0.7917 Epoch 80/100 45/45 [==============================] - 0s 337us/step - loss: 0.4357 - accuracy: 0.7931 Epoch 81/100 45/45 [==============================] - 0s 346us/step - loss: 0.4348 - accuracy: 0.7944 Epoch 82/100 45/45 [==============================] - 0s 349us/step - loss: 0.4347 - accuracy: 0.7958 Epoch 83/100 45/45 [==============================] - 0s 339us/step - loss: 0.4352 - accuracy: 0.7937 Epoch 84/100 45/45 [==============================] - 0s 342us/step - loss: 0.4341 - accuracy: 0.7917 Epoch 85/100 45/45 [==============================] - 0s 342us/step - loss: 0.4337 - accuracy: 0.7924 Epoch 86/100 45/45 [==============================] - 0s 343us/step - loss: 0.4343 - accuracy: 0.7944 Epoch 87/100 45/45 [==============================] - 0s 331us/step - loss: 0.4330 - accuracy: 0.7944 Epoch 88/100 45/45 [==============================] - 0s 337us/step - loss: 0.4330 - accuracy: 0.7958 Epoch 89/100 45/45 [==============================] - 0s 343us/step - loss: 0.4331 - accuracy: 0.7937 Epoch 90/100 45/45 [==============================] - 0s 338us/step - loss: 0.4320 - accuracy: 0.7986 Epoch 91/100 45/45 [==============================] - 0s 348us/step - loss: 0.4317 - accuracy: 0.7937 Epoch 92/100 45/45 [==============================] - 0s 341us/step - loss: 0.4316 - accuracy: 0.7958 Epoch 93/100 45/45 [==============================] - 0s 345us/step - loss: 0.4313 - accuracy: 0.8000 Epoch 94/100 45/45 [==============================] - 0s 341us/step - loss: 0.4304 - accuracy: 0.7931 Epoch 95/100 45/45 [==============================] - 0s 334us/step - loss: 0.4304 - accuracy: 0.7910 Epoch 96/100 45/45 [==============================] - 0s 344us/step - loss: 0.4299 - accuracy: 0.7972 Epoch 97/100 45/45 [==============================] - 0s 340us/step - loss: 0.4306 - accuracy: 0.7958 Epoch 98/100 45/45 [==============================] - 0s 334us/step - loss: 0.4293 - accuracy: 0.7972 Epoch 99/100 45/45 [==============================] - 0s 340us/step - loss: 0.4290 - accuracy: 0.8014 Epoch 100/100 45/45 [==============================] - 0s 346us/step - loss: 0.4299 - accuracy: 0.7958 5/5 [==============================] - 0s 441us/step Epoch 1/100 45/45 [==============================] - 0s 449us/step - loss: 0.6894 - accuracy: 0.6479 Epoch 2/100 45/45 [==============================] - 0s 420us/step - loss: 0.6745 - accuracy: 0.6514 Epoch 3/100 45/45 [==============================] - 0s 356us/step - loss: 0.6338 - accuracy: 0.6514 Epoch 4/100 45/45 [==============================] - 0s 363us/step - loss: 0.5736 - accuracy: 0.6542 Epoch 5/100 45/45 [==============================] - 0s 353us/step - loss: 0.5304 - accuracy: 0.7361 Epoch 6/100 45/45 [==============================] - 0s 357us/step - loss: 0.5080 - accuracy: 0.7681 Epoch 7/100 45/45 [==============================] - 0s 345us/step - loss: 0.4956 - accuracy: 0.7667 Epoch 8/100 45/45 [==============================] - 0s 342us/step - loss: 0.4870 - accuracy: 0.7556 Epoch 9/100 45/45 [==============================] - 0s 348us/step - loss: 0.4819 - accuracy: 0.7556 Epoch 10/100 45/45 [==============================] - 0s 351us/step - loss: 0.4785 - accuracy: 0.7590 Epoch 11/100 45/45 [==============================] - 0s 355us/step - loss: 0.4763 - accuracy: 0.7597 Epoch 12/100 45/45 [==============================] - 0s 351us/step - loss: 0.4741 - accuracy: 0.7618 Epoch 13/100 45/45 [==============================] - 0s 342us/step - loss: 0.4726 - accuracy: 0.7625 Epoch 14/100 45/45 [==============================] - 0s 350us/step - loss: 0.4718 - accuracy: 0.7653 Epoch 15/100 45/45 [==============================] - 0s 353us/step - loss: 0.4696 - accuracy: 0.7632 Epoch 16/100 45/45 [==============================] - 0s 348us/step - loss: 0.4688 - accuracy: 0.7625 Epoch 17/100 45/45 [==============================] - 0s 351us/step - loss: 0.4679 - accuracy: 0.7632 Epoch 18/100 45/45 [==============================] - 0s 344us/step - loss: 0.4670 - accuracy: 0.7681 Epoch 19/100 45/45 [==============================] - 0s 350us/step - loss: 0.4663 - accuracy: 0.7688 Epoch 20/100 45/45 [==============================] - 0s 347us/step - loss: 0.4656 - accuracy: 0.7674 Epoch 21/100 45/45 [==============================] - 0s 356us/step - loss: 0.4652 - accuracy: 0.7694 Epoch 22/100 45/45 [==============================] - 0s 348us/step - loss: 0.4642 - accuracy: 0.7694 Epoch 23/100 45/45 [==============================] - 0s 347us/step - loss: 0.4640 - accuracy: 0.7708 Epoch 24/100 45/45 [==============================] - 0s 340us/step - loss: 0.4633 - accuracy: 0.7701 Epoch 25/100 45/45 [==============================] - 0s 345us/step - loss: 0.4627 - accuracy: 0.7729 Epoch 26/100 45/45 [==============================] - 0s 354us/step - loss: 0.4622 - accuracy: 0.7764 Epoch 27/100 45/45 [==============================] - 0s 360us/step - loss: 0.4619 - accuracy: 0.7785 Epoch 28/100 45/45 [==============================] - 0s 357us/step - loss: 0.4611 - accuracy: 0.7778 Epoch 29/100 45/45 [==============================] - 0s 350us/step - loss: 0.4608 - accuracy: 0.7778 Epoch 30/100 45/45 [==============================] - 0s 352us/step - loss: 0.4603 - accuracy: 0.7792 Epoch 31/100 45/45 [==============================] - 0s 346us/step - loss: 0.4603 - accuracy: 0.7792 Epoch 32/100 45/45 [==============================] - 0s 352us/step - loss: 0.4599 - accuracy: 0.7771 Epoch 33/100 45/45 [==============================] - 0s 341us/step - loss: 0.4593 - accuracy: 0.7806 Epoch 34/100 45/45 [==============================] - 0s 346us/step - loss: 0.4588 - accuracy: 0.7812 Epoch 35/100 45/45 [==============================] - 0s 338us/step - loss: 0.4584 - accuracy: 0.7771 Epoch 36/100 45/45 [==============================] - 0s 347us/step - loss: 0.4582 - accuracy: 0.7778 Epoch 37/100 45/45 [==============================] - 0s 355us/step - loss: 0.4578 - accuracy: 0.7806 Epoch 38/100 45/45 [==============================] - 0s 354us/step - loss: 0.4573 - accuracy: 0.7819 Epoch 39/100 45/45 [==============================] - 0s 356us/step - loss: 0.4574 - accuracy: 0.7806 Epoch 40/100 45/45 [==============================] - 0s 345us/step - loss: 0.4564 - accuracy: 0.7792 Epoch 41/100 45/45 [==============================] - 0s 343us/step - loss: 0.4562 - accuracy: 0.7792 Epoch 42/100 45/45 [==============================] - 0s 350us/step - loss: 0.4557 - accuracy: 0.7799 Epoch 43/100 45/45 [==============================] - 0s 357us/step - loss: 0.4555 - accuracy: 0.7799 Epoch 44/100 45/45 [==============================] - 0s 350us/step - loss: 0.4550 - accuracy: 0.7812 Epoch 45/100 45/45 [==============================] - 0s 354us/step - loss: 0.4550 - accuracy: 0.7812 Epoch 46/100 45/45 [==============================] - 0s 351us/step - loss: 0.4545 - accuracy: 0.7819 Epoch 47/100 45/45 [==============================] - 0s 347us/step - loss: 0.4539 - accuracy: 0.7819 Epoch 48/100 45/45 [==============================] - 0s 358us/step - loss: 0.4538 - accuracy: 0.7833 Epoch 49/100 45/45 [==============================] - 0s 347us/step - loss: 0.4532 - accuracy: 0.7833 Epoch 50/100 45/45 [==============================] - 0s 359us/step - loss: 0.4531 - accuracy: 0.7812 Epoch 51/100 45/45 [==============================] - 0s 346us/step - loss: 0.4528 - accuracy: 0.7819 Epoch 52/100 45/45 [==============================] - 0s 353us/step - loss: 0.4521 - accuracy: 0.7847 Epoch 53/100 45/45 [==============================] - 0s 351us/step - loss: 0.4518 - accuracy: 0.7750 Epoch 54/100 45/45 [==============================] - 0s 347us/step - loss: 0.4517 - accuracy: 0.7806 Epoch 55/100 45/45 [==============================] - 0s 343us/step - loss: 0.4510 - accuracy: 0.7799 Epoch 56/100 45/45 [==============================] - 0s 351us/step - loss: 0.4509 - accuracy: 0.7799 Epoch 57/100 45/45 [==============================] - 0s 359us/step - loss: 0.4504 - accuracy: 0.7771 Epoch 58/100 45/45 [==============================] - 0s 345us/step - loss: 0.4503 - accuracy: 0.7785 Epoch 59/100 45/45 [==============================] - 0s 348us/step - loss: 0.4501 - accuracy: 0.7750 Epoch 60/100 45/45 [==============================] - 0s 346us/step - loss: 0.4498 - accuracy: 0.7736 Epoch 61/100 45/45 [==============================] - 0s 345us/step - loss: 0.4496 - accuracy: 0.7750 Epoch 62/100 45/45 [==============================] - 0s 353us/step - loss: 0.4490 - accuracy: 0.7771 Epoch 63/100 45/45 [==============================] - 0s 341us/step - loss: 0.4486 - accuracy: 0.7806 Epoch 64/100 45/45 [==============================] - 0s 337us/step - loss: 0.4483 - accuracy: 0.7799 Epoch 65/100 45/45 [==============================] - 0s 341us/step - loss: 0.4477 - accuracy: 0.7792 Epoch 66/100 45/45 [==============================] - 0s 351us/step - loss: 0.4477 - accuracy: 0.7826 Epoch 67/100 45/45 [==============================] - 0s 349us/step - loss: 0.4473 - accuracy: 0.7826 Epoch 68/100 45/45 [==============================] - 0s 342us/step - loss: 0.4471 - accuracy: 0.7819 Epoch 69/100 45/45 [==============================] - 0s 349us/step - loss: 0.4467 - accuracy: 0.7812 Epoch 70/100 45/45 [==============================] - 0s 352us/step - loss: 0.4460 - accuracy: 0.7840 Epoch 71/100 45/45 [==============================] - 0s 350us/step - loss: 0.4457 - accuracy: 0.7847 Epoch 72/100 45/45 [==============================] - 0s 347us/step - loss: 0.4454 - accuracy: 0.7847 Epoch 73/100 45/45 [==============================] - 0s 347us/step - loss: 0.4449 - accuracy: 0.7854 Epoch 74/100 45/45 [==============================] - 0s 342us/step - loss: 0.4444 - accuracy: 0.7833 Epoch 75/100 45/45 [==============================] - 0s 355us/step - loss: 0.4438 - accuracy: 0.7882 Epoch 76/100 45/45 [==============================] - 0s 349us/step - loss: 0.4437 - accuracy: 0.7882 Epoch 77/100 45/45 [==============================] - 0s 342us/step - loss: 0.4432 - accuracy: 0.7896 Epoch 78/100 45/45 [==============================] - 0s 349us/step - loss: 0.4427 - accuracy: 0.7889 Epoch 79/100 45/45 [==============================] - 0s 348us/step - loss: 0.4424 - accuracy: 0.7882 Epoch 80/100 45/45 [==============================] - 0s 344us/step - loss: 0.4422 - accuracy: 0.7840 Epoch 81/100 45/45 [==============================] - 0s 356us/step - loss: 0.4416 - accuracy: 0.7875 Epoch 82/100 45/45 [==============================] - 0s 352us/step - loss: 0.4415 - accuracy: 0.7903 Epoch 83/100 45/45 [==============================] - 0s 346us/step - loss: 0.4412 - accuracy: 0.7889 Epoch 84/100 45/45 [==============================] - 0s 349us/step - loss: 0.4408 - accuracy: 0.7875 Epoch 85/100 45/45 [==============================] - 0s 341us/step - loss: 0.4404 - accuracy: 0.7903 Epoch 86/100 45/45 [==============================] - 0s 358us/step - loss: 0.4401 - accuracy: 0.7917 Epoch 87/100 45/45 [==============================] - 0s 350us/step - loss: 0.4402 - accuracy: 0.7931 Epoch 88/100 45/45 [==============================] - 0s 362us/step - loss: 0.4399 - accuracy: 0.7910 Epoch 89/100 45/45 [==============================] - 0s 346us/step - loss: 0.4391 - accuracy: 0.7924 Epoch 90/100 45/45 [==============================] - 0s 348us/step - loss: 0.4391 - accuracy: 0.7910 Epoch 91/100 45/45 [==============================] - 0s 352us/step - loss: 0.4386 - accuracy: 0.7903 Epoch 92/100 45/45 [==============================] - 0s 354us/step - loss: 0.4383 - accuracy: 0.7931 Epoch 93/100 45/45 [==============================] - 0s 349us/step - loss: 0.4380 - accuracy: 0.7868 Epoch 94/100 45/45 [==============================] - 0s 345us/step - loss: 0.4379 - accuracy: 0.7924 Epoch 95/100 45/45 [==============================] - 0s 352us/step - loss: 0.4375 - accuracy: 0.7917 Epoch 96/100 45/45 [==============================] - 0s 347us/step - loss: 0.4370 - accuracy: 0.7951 Epoch 97/100 45/45 [==============================] - 0s 349us/step - loss: 0.4367 - accuracy: 0.7937 Epoch 98/100 45/45 [==============================] - 0s 354us/step - loss: 0.4367 - accuracy: 0.7944 Epoch 99/100 45/45 [==============================] - 0s 353us/step - loss: 0.4358 - accuracy: 0.7972 Epoch 100/100 45/45 [==============================] - 0s 343us/step - loss: 0.4351 - accuracy: 0.7972 5/5 [==============================] - 0s 454us/step Epoch 1/100 45/45 [==============================] - 0s 449us/step - loss: 0.6894 - accuracy: 0.6500 Epoch 2/100 45/45 [==============================] - 0s 400us/step - loss: 0.6768 - accuracy: 0.6521 Epoch 3/100 45/45 [==============================] - 0s 346us/step - loss: 0.6468 - accuracy: 0.6521 Epoch 4/100 45/45 [==============================] - 0s 348us/step - loss: 0.5972 - accuracy: 0.6618 Epoch 5/100 45/45 [==============================] - 0s 331us/step - loss: 0.5487 - accuracy: 0.7458 Epoch 6/100 45/45 [==============================] - 0s 326us/step - loss: 0.5167 - accuracy: 0.7521 Epoch 7/100 45/45 [==============================] - 0s 337us/step - loss: 0.4999 - accuracy: 0.7521 Epoch 8/100 45/45 [==============================] - 0s 336us/step - loss: 0.4906 - accuracy: 0.7507 Epoch 9/100 45/45 [==============================] - 0s 322us/step - loss: 0.4865 - accuracy: 0.7500 Epoch 10/100 45/45 [==============================] - 0s 328us/step - loss: 0.4835 - accuracy: 0.7500 Epoch 11/100 45/45 [==============================] - 0s 338us/step - loss: 0.4814 - accuracy: 0.7514 Epoch 12/100 45/45 [==============================] - 0s 330us/step - loss: 0.4798 - accuracy: 0.7507 Epoch 13/100 45/45 [==============================] - 0s 333us/step - loss: 0.4788 - accuracy: 0.7514 Epoch 14/100 45/45 [==============================] - 0s 336us/step - loss: 0.4769 - accuracy: 0.7576 Epoch 15/100 45/45 [==============================] - 0s 346us/step - loss: 0.4762 - accuracy: 0.7583 Epoch 16/100 45/45 [==============================] - 0s 344us/step - loss: 0.4752 - accuracy: 0.7542 Epoch 17/100 45/45 [==============================] - 0s 330us/step - loss: 0.4745 - accuracy: 0.7556 Epoch 18/100 45/45 [==============================] - 0s 341us/step - loss: 0.4739 - accuracy: 0.7563 Epoch 19/100 45/45 [==============================] - 0s 331us/step - loss: 0.4740 - accuracy: 0.7583 Epoch 20/100 45/45 [==============================] - 0s 328us/step - loss: 0.4735 - accuracy: 0.7556 Epoch 21/100 45/45 [==============================] - 0s 343us/step - loss: 0.4725 - accuracy: 0.7569 Epoch 22/100 45/45 [==============================] - 0s 327us/step - loss: 0.4724 - accuracy: 0.7590 Epoch 23/100 45/45 [==============================] - 0s 333us/step - loss: 0.4720 - accuracy: 0.7597 Epoch 24/100 45/45 [==============================] - 0s 331us/step - loss: 0.4718 - accuracy: 0.7604 Epoch 25/100 45/45 [==============================] - 0s 334us/step - loss: 0.4715 - accuracy: 0.7583 Epoch 26/100 45/45 [==============================] - 0s 353us/step - loss: 0.4707 - accuracy: 0.7632 Epoch 27/100 45/45 [==============================] - 0s 326us/step - loss: 0.4700 - accuracy: 0.7653 Epoch 28/100 45/45 [==============================] - 0s 331us/step - loss: 0.4696 - accuracy: 0.7632 Epoch 29/100 45/45 [==============================] - 0s 334us/step - loss: 0.4691 - accuracy: 0.7674 Epoch 30/100 45/45 [==============================] - 0s 336us/step - loss: 0.4686 - accuracy: 0.7667 Epoch 31/100 45/45 [==============================] - 0s 344us/step - loss: 0.4685 - accuracy: 0.7681 Epoch 32/100 45/45 [==============================] - 0s 339us/step - loss: 0.4677 - accuracy: 0.7660 Epoch 33/100 45/45 [==============================] - 0s 332us/step - loss: 0.4678 - accuracy: 0.7722 Epoch 34/100 45/45 [==============================] - 0s 328us/step - loss: 0.4673 - accuracy: 0.7667 Epoch 35/100 45/45 [==============================] - 0s 340us/step - loss: 0.4665 - accuracy: 0.7729 Epoch 36/100 45/45 [==============================] - 0s 344us/step - loss: 0.4665 - accuracy: 0.7701 Epoch 37/100 45/45 [==============================] - 0s 334us/step - loss: 0.4661 - accuracy: 0.7708 Epoch 38/100 45/45 [==============================] - 0s 338us/step - loss: 0.4658 - accuracy: 0.7722 Epoch 39/100 45/45 [==============================] - 0s 345us/step - loss: 0.4653 - accuracy: 0.7694 Epoch 40/100 45/45 [==============================] - 0s 344us/step - loss: 0.4651 - accuracy: 0.7715 Epoch 41/100 45/45 [==============================] - 0s 339us/step - loss: 0.4650 - accuracy: 0.7694 Epoch 42/100 45/45 [==============================] - 0s 334us/step - loss: 0.4639 - accuracy: 0.7722 Epoch 43/100 45/45 [==============================] - 0s 348us/step - loss: 0.4640 - accuracy: 0.7729 Epoch 44/100 45/45 [==============================] - 0s 339us/step - loss: 0.4631 - accuracy: 0.7736 Epoch 45/100 45/45 [==============================] - 0s 337us/step - loss: 0.4627 - accuracy: 0.7701 Epoch 46/100 45/45 [==============================] - 0s 338us/step - loss: 0.4624 - accuracy: 0.7694 Epoch 47/100 45/45 [==============================] - 0s 347us/step - loss: 0.4621 - accuracy: 0.7729 Epoch 48/100 45/45 [==============================] - 0s 340us/step - loss: 0.4616 - accuracy: 0.7701 Epoch 49/100 45/45 [==============================] - 0s 330us/step - loss: 0.4618 - accuracy: 0.7701 Epoch 50/100 45/45 [==============================] - 0s 341us/step - loss: 0.4607 - accuracy: 0.7694 Epoch 51/100 45/45 [==============================] - 0s 343us/step - loss: 0.4609 - accuracy: 0.7681 Epoch 52/100 45/45 [==============================] - 0s 333us/step - loss: 0.4599 - accuracy: 0.7688 Epoch 53/100 45/45 [==============================] - 0s 329us/step - loss: 0.4598 - accuracy: 0.7660 Epoch 54/100 45/45 [==============================] - 0s 336us/step - loss: 0.4589 - accuracy: 0.7667 Epoch 55/100 45/45 [==============================] - 0s 335us/step - loss: 0.4584 - accuracy: 0.7694 Epoch 56/100 45/45 [==============================] - 0s 325us/step - loss: 0.4584 - accuracy: 0.7688 Epoch 57/100 45/45 [==============================] - 0s 333us/step - loss: 0.4578 - accuracy: 0.7660 Epoch 58/100 45/45 [==============================] - 0s 342us/step - loss: 0.4574 - accuracy: 0.7660 Epoch 59/100 45/45 [==============================] - 0s 347us/step - loss: 0.4567 - accuracy: 0.7694 Epoch 60/100 45/45 [==============================] - 0s 346us/step - loss: 0.4562 - accuracy: 0.7688 Epoch 61/100 45/45 [==============================] - 0s 329us/step - loss: 0.4557 - accuracy: 0.7715 Epoch 62/100 45/45 [==============================] - 0s 331us/step - loss: 0.4554 - accuracy: 0.7729 Epoch 63/100 45/45 [==============================] - 0s 352us/step - loss: 0.4549 - accuracy: 0.7722 Epoch 64/100 45/45 [==============================] - 0s 353us/step - loss: 0.4543 - accuracy: 0.7764 Epoch 65/100 45/45 [==============================] - 0s 335us/step - loss: 0.4537 - accuracy: 0.7743 Epoch 66/100 45/45 [==============================] - 0s 338us/step - loss: 0.4530 - accuracy: 0.7750 Epoch 67/100 45/45 [==============================] - 0s 339us/step - loss: 0.4522 - accuracy: 0.7750 Epoch 68/100 45/45 [==============================] - 0s 326us/step - loss: 0.4515 - accuracy: 0.7722 Epoch 69/100 45/45 [==============================] - 0s 338us/step - loss: 0.4511 - accuracy: 0.7750 Epoch 70/100 45/45 [==============================] - 0s 332us/step - loss: 0.4498 - accuracy: 0.7694 Epoch 71/100 45/45 [==============================] - 0s 341us/step - loss: 0.4490 - accuracy: 0.7729 Epoch 72/100 45/45 [==============================] - 0s 346us/step - loss: 0.4488 - accuracy: 0.7708 Epoch 73/100 45/45 [==============================] - 0s 342us/step - loss: 0.4475 - accuracy: 0.7757 Epoch 74/100 45/45 [==============================] - 0s 333us/step - loss: 0.4466 - accuracy: 0.7736 Epoch 75/100 45/45 [==============================] - 0s 345us/step - loss: 0.4461 - accuracy: 0.7778 Epoch 76/100 45/45 [==============================] - 0s 328us/step - loss: 0.4451 - accuracy: 0.7799 Epoch 77/100 45/45 [==============================] - 0s 337us/step - loss: 0.4438 - accuracy: 0.7812 Epoch 78/100 45/45 [==============================] - 0s 326us/step - loss: 0.4436 - accuracy: 0.7819 Epoch 79/100 45/45 [==============================] - 0s 341us/step - loss: 0.4423 - accuracy: 0.7833 Epoch 80/100 45/45 [==============================] - 0s 349us/step - loss: 0.4416 - accuracy: 0.7826 Epoch 81/100 45/45 [==============================] - 0s 340us/step - loss: 0.4402 - accuracy: 0.7833 Epoch 82/100 45/45 [==============================] - 0s 339us/step - loss: 0.4391 - accuracy: 0.7826 Epoch 83/100 45/45 [==============================] - 0s 352us/step - loss: 0.4386 - accuracy: 0.7826 Epoch 84/100 45/45 [==============================] - 0s 329us/step - loss: 0.4372 - accuracy: 0.7861 Epoch 85/100 45/45 [==============================] - 0s 330us/step - loss: 0.4367 - accuracy: 0.7840 Epoch 86/100 45/45 [==============================] - 0s 344us/step - loss: 0.4362 - accuracy: 0.7840 Epoch 87/100 45/45 [==============================] - 0s 333us/step - loss: 0.4347 - accuracy: 0.7868 Epoch 88/100 45/45 [==============================] - 0s 339us/step - loss: 0.4345 - accuracy: 0.7854 Epoch 89/100 45/45 [==============================] - 0s 337us/step - loss: 0.4329 - accuracy: 0.7882 Epoch 90/100 45/45 [==============================] - 0s 349us/step - loss: 0.4325 - accuracy: 0.7847 Epoch 91/100 45/45 [==============================] - 0s 339us/step - loss: 0.4314 - accuracy: 0.7875 Epoch 92/100 45/45 [==============================] - 0s 339us/step - loss: 0.4308 - accuracy: 0.7868 Epoch 93/100 45/45 [==============================] - 0s 334us/step - loss: 0.4301 - accuracy: 0.7896 Epoch 94/100 45/45 [==============================] - 0s 331us/step - loss: 0.4294 - accuracy: 0.7896 Epoch 95/100 45/45 [==============================] - 0s 329us/step - loss: 0.4284 - accuracy: 0.7924 Epoch 96/100 45/45 [==============================] - 0s 332us/step - loss: 0.4278 - accuracy: 0.7896 Epoch 97/100 45/45 [==============================] - 0s 332us/step - loss: 0.4273 - accuracy: 0.7937 Epoch 98/100 45/45 [==============================] - 0s 335us/step - loss: 0.4283 - accuracy: 0.7868 Epoch 99/100 45/45 [==============================] - 0s 331us/step - loss: 0.4260 - accuracy: 0.7903 Epoch 100/100 45/45 [==============================] - 0s 335us/step - loss: 0.4251 - accuracy: 0.7972 5/5 [==============================] - 0s 432us/step Epoch 1/100 45/45 [==============================] - 0s 445us/step - loss: 0.6891 - accuracy: 0.6569 Epoch 2/100 45/45 [==============================] - 0s 400us/step - loss: 0.6697 - accuracy: 0.6597 Epoch 3/100 45/45 [==============================] - 0s 341us/step - loss: 0.6129 - accuracy: 0.6597 Epoch 4/100 45/45 [==============================] - 0s 348us/step - loss: 0.5565 - accuracy: 0.6597 Epoch 5/100 45/45 [==============================] - 0s 346us/step - loss: 0.5328 - accuracy: 0.6597 Epoch 6/100 45/45 [==============================] - 0s 354us/step - loss: 0.5220 - accuracy: 0.6597 Epoch 7/100 45/45 [==============================] - 0s 348us/step - loss: 0.5133 - accuracy: 0.6597 Epoch 8/100 45/45 [==============================] - 0s 341us/step - loss: 0.5071 - accuracy: 0.6597 Epoch 9/100 45/45 [==============================] - 0s 339us/step - loss: 0.5032 - accuracy: 0.6597 Epoch 10/100 45/45 [==============================] - 0s 342us/step - loss: 0.5005 - accuracy: 0.7674 Epoch 11/100 45/45 [==============================] - 0s 346us/step - loss: 0.4980 - accuracy: 0.7722 Epoch 12/100 45/45 [==============================] - 0s 349us/step - loss: 0.4958 - accuracy: 0.7736 Epoch 13/100 45/45 [==============================] - 0s 348us/step - loss: 0.4940 - accuracy: 0.7750 Epoch 14/100 45/45 [==============================] - 0s 348us/step - loss: 0.4921 - accuracy: 0.7812 Epoch 15/100 45/45 [==============================] - 0s 349us/step - loss: 0.4906 - accuracy: 0.7806 Epoch 16/100 45/45 [==============================] - 0s 348us/step - loss: 0.4894 - accuracy: 0.7861 Epoch 17/100 45/45 [==============================] - 0s 339us/step - loss: 0.4880 - accuracy: 0.7847 Epoch 18/100 45/45 [==============================] - 0s 346us/step - loss: 0.4872 - accuracy: 0.7826 Epoch 19/100 45/45 [==============================] - 0s 346us/step - loss: 0.4858 - accuracy: 0.7889 Epoch 20/100 45/45 [==============================] - 0s 366us/step - loss: 0.4842 - accuracy: 0.7868 Epoch 21/100 45/45 [==============================] - 0s 375us/step - loss: 0.4831 - accuracy: 0.7833 Epoch 22/100 45/45 [==============================] - 0s 382us/step - loss: 0.4819 - accuracy: 0.7854 Epoch 23/100 45/45 [==============================] - 0s 382us/step - loss: 0.4805 - accuracy: 0.7819 Epoch 24/100 45/45 [==============================] - 0s 405us/step - loss: 0.4795 - accuracy: 0.7812 Epoch 25/100 45/45 [==============================] - 0s 377us/step - loss: 0.4783 - accuracy: 0.7785 Epoch 26/100 45/45 [==============================] - 0s 354us/step - loss: 0.4773 - accuracy: 0.7792 Epoch 27/100 45/45 [==============================] - 0s 363us/step - loss: 0.4762 - accuracy: 0.7785 Epoch 28/100 45/45 [==============================] - 0s 357us/step - loss: 0.4751 - accuracy: 0.7785 Epoch 29/100 45/45 [==============================] - 0s 352us/step - loss: 0.4742 - accuracy: 0.7750 Epoch 30/100 45/45 [==============================] - 0s 373us/step - loss: 0.4737 - accuracy: 0.7750 Epoch 31/100 45/45 [==============================] - 0s 353us/step - loss: 0.4726 - accuracy: 0.7729 Epoch 32/100 45/45 [==============================] - 0s 365us/step - loss: 0.4716 - accuracy: 0.7757 Epoch 33/100 45/45 [==============================] - 0s 358us/step - loss: 0.4710 - accuracy: 0.7750 Epoch 34/100 45/45 [==============================] - 0s 351us/step - loss: 0.4703 - accuracy: 0.7757 Epoch 35/100 45/45 [==============================] - 0s 350us/step - loss: 0.4694 - accuracy: 0.7743 Epoch 36/100 45/45 [==============================] - 0s 340us/step - loss: 0.4689 - accuracy: 0.7785 Epoch 37/100 45/45 [==============================] - 0s 354us/step - loss: 0.4676 - accuracy: 0.7771 Epoch 38/100 45/45 [==============================] - 0s 339us/step - loss: 0.4672 - accuracy: 0.7778 Epoch 39/100 45/45 [==============================] - 0s 358us/step - loss: 0.4664 - accuracy: 0.7771 Epoch 40/100 45/45 [==============================] - 0s 345us/step - loss: 0.4656 - accuracy: 0.7757 Epoch 41/100 45/45 [==============================] - 0s 361us/step - loss: 0.4648 - accuracy: 0.7799 Epoch 42/100 45/45 [==============================] - 0s 397us/step - loss: 0.4643 - accuracy: 0.7771 Epoch 43/100 45/45 [==============================] - 0s 391us/step - loss: 0.4636 - accuracy: 0.7792 Epoch 44/100 45/45 [==============================] - 0s 363us/step - loss: 0.4630 - accuracy: 0.7757 Epoch 45/100 45/45 [==============================] - 0s 364us/step - loss: 0.4628 - accuracy: 0.7743 Epoch 46/100 45/45 [==============================] - 0s 379us/step - loss: 0.4622 - accuracy: 0.7764 Epoch 47/100 45/45 [==============================] - 0s 371us/step - loss: 0.4620 - accuracy: 0.7715 Epoch 48/100 45/45 [==============================] - 0s 382us/step - loss: 0.4607 - accuracy: 0.7757 Epoch 49/100 45/45 [==============================] - 0s 370us/step - loss: 0.4602 - accuracy: 0.7736 Epoch 50/100 45/45 [==============================] - 0s 375us/step - loss: 0.4598 - accuracy: 0.7736 Epoch 51/100 45/45 [==============================] - 0s 403us/step - loss: 0.4595 - accuracy: 0.7715 Epoch 52/100 45/45 [==============================] - 0s 363us/step - loss: 0.4594 - accuracy: 0.7750 Epoch 53/100 45/45 [==============================] - 0s 360us/step - loss: 0.4587 - accuracy: 0.7701 Epoch 54/100 45/45 [==============================] - 0s 367us/step - loss: 0.4587 - accuracy: 0.7736 Epoch 55/100 45/45 [==============================] - 0s 363us/step - loss: 0.4580 - accuracy: 0.7743 Epoch 56/100 45/45 [==============================] - 0s 368us/step - loss: 0.4576 - accuracy: 0.7771 Epoch 57/100 45/45 [==============================] - 0s 364us/step - loss: 0.4569 - accuracy: 0.7750 Epoch 58/100 45/45 [==============================] - 0s 351us/step - loss: 0.4567 - accuracy: 0.7743 Epoch 59/100 45/45 [==============================] - 0s 366us/step - loss: 0.4566 - accuracy: 0.7750 Epoch 60/100 45/45 [==============================] - 0s 367us/step - loss: 0.4561 - accuracy: 0.7722 Epoch 61/100 45/45 [==============================] - 0s 358us/step - loss: 0.4558 - accuracy: 0.7722 Epoch 62/100 45/45 [==============================] - 0s 356us/step - loss: 0.4559 - accuracy: 0.7757 Epoch 63/100 45/45 [==============================] - 0s 359us/step - loss: 0.4554 - accuracy: 0.7750 Epoch 64/100 45/45 [==============================] - 0s 351us/step - loss: 0.4558 - accuracy: 0.7812 Epoch 65/100 45/45 [==============================] - 0s 384us/step - loss: 0.4546 - accuracy: 0.7785 Epoch 66/100 45/45 [==============================] - 0s 403us/step - loss: 0.4549 - accuracy: 0.7750 Epoch 67/100 45/45 [==============================] - 0s 393us/step - loss: 0.4543 - accuracy: 0.7743 Epoch 68/100 45/45 [==============================] - 0s 373us/step - loss: 0.4543 - accuracy: 0.7743 Epoch 69/100 45/45 [==============================] - 0s 377us/step - loss: 0.4542 - accuracy: 0.7771 Epoch 70/100 45/45 [==============================] - 0s 374us/step - loss: 0.4539 - accuracy: 0.7778 Epoch 71/100 45/45 [==============================] - 0s 370us/step - loss: 0.4538 - accuracy: 0.7792 Epoch 72/100 45/45 [==============================] - 0s 358us/step - loss: 0.4532 - accuracy: 0.7764 Epoch 73/100 45/45 [==============================] - 0s 357us/step - loss: 0.4530 - accuracy: 0.7757 Epoch 74/100 45/45 [==============================] - 0s 360us/step - loss: 0.4531 - accuracy: 0.7778 Epoch 75/100 45/45 [==============================] - 0s 353us/step - loss: 0.4522 - accuracy: 0.7799 Epoch 76/100 45/45 [==============================] - 0s 358us/step - loss: 0.4522 - accuracy: 0.7750 Epoch 77/100 45/45 [==============================] - 0s 355us/step - loss: 0.4519 - accuracy: 0.7785 Epoch 78/100 45/45 [==============================] - 0s 355us/step - loss: 0.4515 - accuracy: 0.7785 Epoch 79/100 45/45 [==============================] - 0s 349us/step - loss: 0.4511 - accuracy: 0.7792 Epoch 80/100 45/45 [==============================] - 0s 354us/step - loss: 0.4509 - accuracy: 0.7806 Epoch 81/100 45/45 [==============================] - 0s 360us/step - loss: 0.4510 - accuracy: 0.7840 Epoch 82/100 45/45 [==============================] - 0s 361us/step - loss: 0.4506 - accuracy: 0.7812 Epoch 83/100 45/45 [==============================] - 0s 349us/step - loss: 0.4505 - accuracy: 0.7854 Epoch 84/100 45/45 [==============================] - 0s 373us/step - loss: 0.4504 - accuracy: 0.7854 Epoch 85/100 45/45 [==============================] - 0s 366us/step - loss: 0.4499 - accuracy: 0.7854 Epoch 86/100 45/45 [==============================] - 0s 341us/step - loss: 0.4500 - accuracy: 0.7889 Epoch 87/100 45/45 [==============================] - 0s 337us/step - loss: 0.4495 - accuracy: 0.7889 Epoch 88/100 45/45 [==============================] - 0s 353us/step - loss: 0.4494 - accuracy: 0.7854 Epoch 89/100 45/45 [==============================] - 0s 364us/step - loss: 0.4491 - accuracy: 0.7875 Epoch 90/100 45/45 [==============================] - 0s 370us/step - loss: 0.4491 - accuracy: 0.7875 Epoch 91/100 45/45 [==============================] - 0s 349us/step - loss: 0.4489 - accuracy: 0.7896 Epoch 92/100 45/45 [==============================] - 0s 347us/step - loss: 0.4484 - accuracy: 0.7896 Epoch 93/100 45/45 [==============================] - 0s 342us/step - loss: 0.4484 - accuracy: 0.7889 Epoch 94/100 45/45 [==============================] - 0s 338us/step - loss: 0.4484 - accuracy: 0.7896 Epoch 95/100 45/45 [==============================] - 0s 355us/step - loss: 0.4478 - accuracy: 0.7924 Epoch 96/100 45/45 [==============================] - 0s 350us/step - loss: 0.4476 - accuracy: 0.7882 Epoch 97/100 45/45 [==============================] - 0s 500us/step - loss: 0.4475 - accuracy: 0.7917 Epoch 98/100 45/45 [==============================] - 0s 360us/step - loss: 0.4474 - accuracy: 0.7917 Epoch 99/100 45/45 [==============================] - 0s 353us/step - loss: 0.4469 - accuracy: 0.7910 Epoch 100/100 45/45 [==============================] - 0s 357us/step - loss: 0.4471 - accuracy: 0.7903 5/5 [==============================] - 0s 466us/step Epoch 1/100 45/45 [==============================] - 0s 456us/step - loss: 0.6869 - accuracy: 0.6535 Epoch 2/100 45/45 [==============================] - 0s 409us/step - loss: 0.6728 - accuracy: 0.6590 Epoch 3/100 45/45 [==============================] - 0s 364us/step - loss: 0.6502 - accuracy: 0.6590 Epoch 4/100 45/45 [==============================] - 0s 427us/step - loss: 0.6192 - accuracy: 0.6583 Epoch 5/100 45/45 [==============================] - 0s 415us/step - loss: 0.5841 - accuracy: 0.6625 Epoch 6/100 45/45 [==============================] - 0s 377us/step - loss: 0.5517 - accuracy: 0.7000 Epoch 7/100 45/45 [==============================] - 0s 345us/step - loss: 0.5251 - accuracy: 0.7611 Epoch 8/100 45/45 [==============================] - 0s 334us/step - loss: 0.5064 - accuracy: 0.7722 Epoch 9/100 45/45 [==============================] - 0s 336us/step - loss: 0.4949 - accuracy: 0.7688 Epoch 10/100 45/45 [==============================] - 0s 362us/step - loss: 0.4874 - accuracy: 0.7646 Epoch 11/100 45/45 [==============================] - 0s 335us/step - loss: 0.4816 - accuracy: 0.7639 Epoch 12/100 45/45 [==============================] - 0s 327us/step - loss: 0.4776 - accuracy: 0.7667 Epoch 13/100 45/45 [==============================] - 0s 331us/step - loss: 0.4746 - accuracy: 0.7660 Epoch 14/100 45/45 [==============================] - 0s 325us/step - loss: 0.4726 - accuracy: 0.7694 Epoch 15/100 45/45 [==============================] - 0s 335us/step - loss: 0.4711 - accuracy: 0.7701 Epoch 16/100 45/45 [==============================] - 0s 369us/step - loss: 0.4699 - accuracy: 0.7722 Epoch 17/100 45/45 [==============================] - 0s 348us/step - loss: 0.4689 - accuracy: 0.7736 Epoch 18/100 45/45 [==============================] - 0s 329us/step - loss: 0.4681 - accuracy: 0.7764 Epoch 19/100 45/45 [==============================] - 0s 323us/step - loss: 0.4671 - accuracy: 0.7771 Epoch 20/100 45/45 [==============================] - 0s 370us/step - loss: 0.4662 - accuracy: 0.7771 Epoch 21/100 45/45 [==============================] - 0s 365us/step - loss: 0.4651 - accuracy: 0.7764 Epoch 22/100 45/45 [==============================] - 0s 371us/step - loss: 0.4647 - accuracy: 0.7799 Epoch 23/100 45/45 [==============================] - 0s 367us/step - loss: 0.4640 - accuracy: 0.7764 Epoch 24/100 45/45 [==============================] - 0s 383us/step - loss: 0.4636 - accuracy: 0.7778 Epoch 25/100 45/45 [==============================] - 0s 371us/step - loss: 0.4626 - accuracy: 0.7764 Epoch 26/100 45/45 [==============================] - 0s 349us/step - loss: 0.4624 - accuracy: 0.7771 Epoch 27/100 45/45 [==============================] - 0s 344us/step - loss: 0.4618 - accuracy: 0.7764 Epoch 28/100 45/45 [==============================] - 0s 352us/step - loss: 0.4612 - accuracy: 0.7743 Epoch 29/100 45/45 [==============================] - 0s 351us/step - loss: 0.4609 - accuracy: 0.7757 Epoch 30/100 45/45 [==============================] - 0s 347us/step - loss: 0.4602 - accuracy: 0.7743 Epoch 31/100 45/45 [==============================] - 0s 351us/step - loss: 0.4595 - accuracy: 0.7771 Epoch 32/100 45/45 [==============================] - 0s 356us/step - loss: 0.4592 - accuracy: 0.7736 Epoch 33/100 45/45 [==============================] - 0s 344us/step - loss: 0.4587 - accuracy: 0.7743 Epoch 34/100 45/45 [==============================] - 0s 365us/step - loss: 0.4582 - accuracy: 0.7757 Epoch 35/100 45/45 [==============================] - 0s 349us/step - loss: 0.4576 - accuracy: 0.7750 Epoch 36/100 45/45 [==============================] - 0s 329us/step - loss: 0.4569 - accuracy: 0.7757 Epoch 37/100 45/45 [==============================] - 0s 326us/step - loss: 0.4567 - accuracy: 0.7757 Epoch 38/100 45/45 [==============================] - 0s 337us/step - loss: 0.4562 - accuracy: 0.7750 Epoch 39/100 45/45 [==============================] - 0s 380us/step - loss: 0.4557 - accuracy: 0.7757 Epoch 40/100 45/45 [==============================] - 0s 380us/step - loss: 0.4551 - accuracy: 0.7778 Epoch 41/100 45/45 [==============================] - 0s 369us/step - loss: 0.4549 - accuracy: 0.7750 Epoch 42/100 45/45 [==============================] - 0s 381us/step - loss: 0.4544 - accuracy: 0.7778 Epoch 43/100 45/45 [==============================] - 0s 386us/step - loss: 0.4540 - accuracy: 0.7743 Epoch 44/100 45/45 [==============================] - 0s 371us/step - loss: 0.4531 - accuracy: 0.7778 Epoch 45/100 45/45 [==============================] - 0s 383us/step - loss: 0.4530 - accuracy: 0.7785 Epoch 46/100 45/45 [==============================] - 0s 367us/step - loss: 0.4525 - accuracy: 0.7771 Epoch 47/100 45/45 [==============================] - 0s 385us/step - loss: 0.4522 - accuracy: 0.7785 Epoch 48/100 45/45 [==============================] - 0s 378us/step - loss: 0.4517 - accuracy: 0.7819 Epoch 49/100 45/45 [==============================] - 0s 374us/step - loss: 0.4513 - accuracy: 0.7819 Epoch 50/100 45/45 [==============================] - 0s 368us/step - loss: 0.4509 - accuracy: 0.7826 Epoch 51/100 45/45 [==============================] - 0s 395us/step - loss: 0.4507 - accuracy: 0.7847 Epoch 52/100 45/45 [==============================] - 0s 398us/step - loss: 0.4501 - accuracy: 0.7812 Epoch 53/100 45/45 [==============================] - 0s 369us/step - loss: 0.4499 - accuracy: 0.7826 Epoch 54/100 45/45 [==============================] - 0s 365us/step - loss: 0.4495 - accuracy: 0.7833 Epoch 55/100 45/45 [==============================] - 0s 387us/step - loss: 0.4492 - accuracy: 0.7847 Epoch 56/100 45/45 [==============================] - 0s 379us/step - loss: 0.4489 - accuracy: 0.7833 Epoch 57/100 45/45 [==============================] - 0s 350us/step - loss: 0.4485 - accuracy: 0.7840 Epoch 58/100 45/45 [==============================] - 0s 384us/step - loss: 0.4483 - accuracy: 0.7826 Epoch 59/100 45/45 [==============================] - 0s 447us/step - loss: 0.4481 - accuracy: 0.7854 Epoch 60/100 45/45 [==============================] - 0s 684us/step - loss: 0.4477 - accuracy: 0.7840 Epoch 61/100 45/45 [==============================] - 0s 611us/step - loss: 0.4472 - accuracy: 0.7833 Epoch 62/100 45/45 [==============================] - 0s 526us/step - loss: 0.4472 - accuracy: 0.7812 Epoch 63/100 45/45 [==============================] - 0s 493us/step - loss: 0.4469 - accuracy: 0.7826 Epoch 64/100 45/45 [==============================] - 0s 427us/step - loss: 0.4464 - accuracy: 0.7833 Epoch 65/100 45/45 [==============================] - 0s 371us/step - loss: 0.4464 - accuracy: 0.7806 Epoch 66/100 45/45 [==============================] - 0s 371us/step - loss: 0.4461 - accuracy: 0.7771 Epoch 67/100 45/45 [==============================] - 0s 378us/step - loss: 0.4461 - accuracy: 0.7826 Epoch 68/100 45/45 [==============================] - 0s 373us/step - loss: 0.4454 - accuracy: 0.7792 Epoch 69/100 45/45 [==============================] - 0s 416us/step - loss: 0.4454 - accuracy: 0.7819 Epoch 70/100 45/45 [==============================] - 0s 359us/step - loss: 0.4452 - accuracy: 0.7819 Epoch 71/100 45/45 [==============================] - 0s 369us/step - loss: 0.4452 - accuracy: 0.7792 Epoch 72/100 45/45 [==============================] - 0s 347us/step - loss: 0.4446 - accuracy: 0.7812 Epoch 73/100 45/45 [==============================] - 0s 352us/step - loss: 0.4447 - accuracy: 0.7799 Epoch 74/100 45/45 [==============================] - 0s 339us/step - loss: 0.4442 - accuracy: 0.7826 Epoch 75/100 45/45 [==============================] - 0s 336us/step - loss: 0.4443 - accuracy: 0.7826 Epoch 76/100 45/45 [==============================] - 0s 344us/step - loss: 0.4438 - accuracy: 0.7792 Epoch 77/100 45/45 [==============================] - 0s 342us/step - loss: 0.4438 - accuracy: 0.7840 Epoch 78/100 45/45 [==============================] - 0s 344us/step - loss: 0.4437 - accuracy: 0.7833 Epoch 79/100 45/45 [==============================] - 0s 345us/step - loss: 0.4435 - accuracy: 0.7854 Epoch 80/100 45/45 [==============================] - 0s 340us/step - loss: 0.4433 - accuracy: 0.7840 Epoch 81/100 45/45 [==============================] - 0s 341us/step - loss: 0.4433 - accuracy: 0.7875 Epoch 82/100 45/45 [==============================] - 0s 354us/step - loss: 0.4430 - accuracy: 0.7826 Epoch 83/100 45/45 [==============================] - 0s 349us/step - loss: 0.4427 - accuracy: 0.7812 Epoch 84/100 45/45 [==============================] - 0s 347us/step - loss: 0.4427 - accuracy: 0.7868 Epoch 85/100 45/45 [==============================] - 0s 344us/step - loss: 0.4423 - accuracy: 0.7819 Epoch 86/100 45/45 [==============================] - 0s 350us/step - loss: 0.4421 - accuracy: 0.7861 Epoch 87/100 45/45 [==============================] - 0s 338us/step - loss: 0.4419 - accuracy: 0.7833 Epoch 88/100 45/45 [==============================] - 0s 347us/step - loss: 0.4420 - accuracy: 0.7882 Epoch 89/100 45/45 [==============================] - 0s 326us/step - loss: 0.4413 - accuracy: 0.7861 Epoch 90/100 45/45 [==============================] - 0s 350us/step - loss: 0.4410 - accuracy: 0.7854 Epoch 91/100 45/45 [==============================] - 0s 362us/step - loss: 0.4409 - accuracy: 0.7847 Epoch 92/100 45/45 [==============================] - 0s 398us/step - loss: 0.4406 - accuracy: 0.7819 Epoch 93/100 45/45 [==============================] - 0s 393us/step - loss: 0.4405 - accuracy: 0.7875 Epoch 94/100 45/45 [==============================] - 0s 376us/step - loss: 0.4403 - accuracy: 0.7806 Epoch 95/100 45/45 [==============================] - 0s 389us/step - loss: 0.4401 - accuracy: 0.7910 Epoch 96/100 45/45 [==============================] - 0s 387us/step - loss: 0.4398 - accuracy: 0.7889 Epoch 97/100 45/45 [==============================] - 0s 393us/step - loss: 0.4400 - accuracy: 0.7826 Epoch 98/100 45/45 [==============================] - 0s 382us/step - loss: 0.4397 - accuracy: 0.7889 Epoch 99/100 45/45 [==============================] - 0s 398us/step - loss: 0.4394 - accuracy: 0.7882 Epoch 100/100 45/45 [==============================] - 0s 387us/step - loss: 0.4391 - accuracy: 0.7875 5/5 [==============================] - 0s 500us/step Epoch 1/100 45/45 [==============================] - 0s 476us/step - loss: 0.6878 - accuracy: 0.6562 Epoch 2/100 45/45 [==============================] - 0s 718us/step - loss: 0.6742 - accuracy: 0.6604 Epoch 3/100 45/45 [==============================] - 0s 411us/step - loss: 0.6528 - accuracy: 0.6604 Epoch 4/100 45/45 [==============================] - 0s 342us/step - loss: 0.6221 - accuracy: 0.6604 Epoch 5/100 45/45 [==============================] - 0s 339us/step - loss: 0.5881 - accuracy: 0.6604 Epoch 6/100 45/45 [==============================] - 0s 332us/step - loss: 0.5555 - accuracy: 0.6576 Epoch 7/100 45/45 [==============================] - 0s 351us/step - loss: 0.5291 - accuracy: 0.6979 Epoch 8/100 45/45 [==============================] - 0s 330us/step - loss: 0.5102 - accuracy: 0.7694 Epoch 9/100 45/45 [==============================] - 0s 330us/step - loss: 0.4965 - accuracy: 0.7688 Epoch 10/100 45/45 [==============================] - 0s 331us/step - loss: 0.4868 - accuracy: 0.7694 Epoch 11/100 45/45 [==============================] - 0s 319us/step - loss: 0.4797 - accuracy: 0.7715 Epoch 12/100 45/45 [==============================] - 0s 327us/step - loss: 0.4741 - accuracy: 0.7729 Epoch 13/100 45/45 [==============================] - 0s 341us/step - loss: 0.4699 - accuracy: 0.7715 Epoch 14/100 45/45 [==============================] - 0s 322us/step - loss: 0.4672 - accuracy: 0.7729 Epoch 15/100 45/45 [==============================] - 0s 328us/step - loss: 0.4652 - accuracy: 0.7694 Epoch 16/100 45/45 [==============================] - 0s 322us/step - loss: 0.4633 - accuracy: 0.7715 Epoch 17/100 45/45 [==============================] - 0s 317us/step - loss: 0.4620 - accuracy: 0.7729 Epoch 18/100 45/45 [==============================] - 0s 321us/step - loss: 0.4607 - accuracy: 0.7750 Epoch 19/100 45/45 [==============================] - 0s 321us/step - loss: 0.4595 - accuracy: 0.7701 Epoch 20/100 45/45 [==============================] - 0s 331us/step - loss: 0.4586 - accuracy: 0.7722 Epoch 21/100 45/45 [==============================] - 0s 334us/step - loss: 0.4577 - accuracy: 0.7743 Epoch 22/100 45/45 [==============================] - 0s 320us/step - loss: 0.4571 - accuracy: 0.7715 Epoch 23/100 45/45 [==============================] - 0s 323us/step - loss: 0.4565 - accuracy: 0.7729 Epoch 24/100 45/45 [==============================] - 0s 327us/step - loss: 0.4558 - accuracy: 0.7750 Epoch 25/100 45/45 [==============================] - 0s 333us/step - loss: 0.4555 - accuracy: 0.7722 Epoch 26/100 45/45 [==============================] - 0s 331us/step - loss: 0.4552 - accuracy: 0.7736 Epoch 27/100 45/45 [==============================] - 0s 337us/step - loss: 0.4547 - accuracy: 0.7771 Epoch 28/100 45/45 [==============================] - 0s 335us/step - loss: 0.4543 - accuracy: 0.7812 Epoch 29/100 45/45 [==============================] - 0s 334us/step - loss: 0.4540 - accuracy: 0.7792 Epoch 30/100 45/45 [==============================] - 0s 326us/step - loss: 0.4535 - accuracy: 0.7819 Epoch 31/100 45/45 [==============================] - 0s 331us/step - loss: 0.4531 - accuracy: 0.7771 Epoch 32/100 45/45 [==============================] - 0s 322us/step - loss: 0.4527 - accuracy: 0.7826 Epoch 33/100 45/45 [==============================] - 0s 323us/step - loss: 0.4526 - accuracy: 0.7792 Epoch 34/100 45/45 [==============================] - 0s 327us/step - loss: 0.4520 - accuracy: 0.7840 Epoch 35/100 45/45 [==============================] - 0s 344us/step - loss: 0.4519 - accuracy: 0.7792 Epoch 36/100 45/45 [==============================] - 0s 337us/step - loss: 0.4513 - accuracy: 0.7833 Epoch 37/100 45/45 [==============================] - 0s 343us/step - loss: 0.4510 - accuracy: 0.7792 Epoch 38/100 45/45 [==============================] - 0s 335us/step - loss: 0.4505 - accuracy: 0.7812 Epoch 39/100 45/45 [==============================] - 0s 338us/step - loss: 0.4496 - accuracy: 0.7847 Epoch 40/100 45/45 [==============================] - 0s 347us/step - loss: 0.4494 - accuracy: 0.7806 Epoch 41/100 45/45 [==============================] - 0s 351us/step - loss: 0.4489 - accuracy: 0.7792 Epoch 42/100 45/45 [==============================] - 0s 367us/step - loss: 0.4484 - accuracy: 0.7840 Epoch 43/100 45/45 [==============================] - 0s 410us/step - loss: 0.4479 - accuracy: 0.7854 Epoch 44/100 45/45 [==============================] - 0s 399us/step - loss: 0.4473 - accuracy: 0.7833 Epoch 45/100 45/45 [==============================] - 0s 364us/step - loss: 0.4469 - accuracy: 0.7840 Epoch 46/100 45/45 [==============================] - 0s 394us/step - loss: 0.4461 - accuracy: 0.7868 Epoch 47/100 45/45 [==============================] - 0s 395us/step - loss: 0.4457 - accuracy: 0.7847 Epoch 48/100 45/45 [==============================] - 0s 394us/step - loss: 0.4454 - accuracy: 0.7875 Epoch 49/100 45/45 [==============================] - 0s 381us/step - loss: 0.4446 - accuracy: 0.7882 Epoch 50/100 45/45 [==============================] - 0s 379us/step - loss: 0.4443 - accuracy: 0.7882 Epoch 51/100 45/45 [==============================] - 0s 391us/step - loss: 0.4439 - accuracy: 0.7896 Epoch 52/100 45/45 [==============================] - 0s 399us/step - loss: 0.4435 - accuracy: 0.7889 Epoch 53/100 45/45 [==============================] - 0s 366us/step - loss: 0.4433 - accuracy: 0.7868 Epoch 54/100 45/45 [==============================] - 0s 369us/step - loss: 0.4429 - accuracy: 0.7826 Epoch 55/100 45/45 [==============================] - 0s 366us/step - loss: 0.4424 - accuracy: 0.7868 Epoch 56/100 45/45 [==============================] - 0s 354us/step - loss: 0.4419 - accuracy: 0.7868 Epoch 57/100 45/45 [==============================] - 0s 393us/step - loss: 0.4413 - accuracy: 0.7868 Epoch 58/100 45/45 [==============================] - 0s 355us/step - loss: 0.4409 - accuracy: 0.7861 Epoch 59/100 45/45 [==============================] - 0s 341us/step - loss: 0.4404 - accuracy: 0.7889 Epoch 60/100 45/45 [==============================] - 0s 368us/step - loss: 0.4401 - accuracy: 0.7861 Epoch 61/100 45/45 [==============================] - 0s 399us/step - loss: 0.4396 - accuracy: 0.7861 Epoch 62/100 45/45 [==============================] - 0s 420us/step - loss: 0.4391 - accuracy: 0.7868 Epoch 63/100 45/45 [==============================] - 0s 381us/step - loss: 0.4388 - accuracy: 0.7868 Epoch 64/100 45/45 [==============================] - 0s 355us/step - loss: 0.4384 - accuracy: 0.7875 Epoch 65/100 45/45 [==============================] - 0s 352us/step - loss: 0.4378 - accuracy: 0.7861 Epoch 66/100 45/45 [==============================] - 0s 347us/step - loss: 0.4375 - accuracy: 0.7868 Epoch 67/100 45/45 [==============================] - 0s 333us/step - loss: 0.4371 - accuracy: 0.7847 Epoch 68/100 45/45 [==============================] - 0s 341us/step - loss: 0.4367 - accuracy: 0.7882 Epoch 69/100 45/45 [==============================] - 0s 335us/step - loss: 0.4363 - accuracy: 0.7896 Epoch 70/100 45/45 [==============================] - 0s 336us/step - loss: 0.4358 - accuracy: 0.7868 Epoch 71/100 45/45 [==============================] - 0s 327us/step - loss: 0.4357 - accuracy: 0.7847 Epoch 72/100 45/45 [==============================] - 0s 329us/step - loss: 0.4351 - accuracy: 0.7889 Epoch 73/100 45/45 [==============================] - 0s 323us/step - loss: 0.4351 - accuracy: 0.7910 Epoch 74/100 45/45 [==============================] - 0s 344us/step - loss: 0.4346 - accuracy: 0.7861 Epoch 75/100 45/45 [==============================] - 0s 334us/step - loss: 0.4342 - accuracy: 0.7868 Epoch 76/100 45/45 [==============================] - 0s 337us/step - loss: 0.4339 - accuracy: 0.7910 Epoch 77/100 45/45 [==============================] - 0s 321us/step - loss: 0.4336 - accuracy: 0.7875 Epoch 78/100 45/45 [==============================] - 0s 406us/step - loss: 0.4333 - accuracy: 0.7882 Epoch 79/100 45/45 [==============================] - 0s 411us/step - loss: 0.4328 - accuracy: 0.7882 Epoch 80/100 45/45 [==============================] - 0s 407us/step - loss: 0.4325 - accuracy: 0.7896 Epoch 81/100 45/45 [==============================] - 0s 358us/step - loss: 0.4323 - accuracy: 0.7889 Epoch 82/100 45/45 [==============================] - 0s 348us/step - loss: 0.4318 - accuracy: 0.7896 Epoch 83/100 45/45 [==============================] - 0s 329us/step - loss: 0.4319 - accuracy: 0.7931 Epoch 84/100 45/45 [==============================] - 0s 339us/step - loss: 0.4311 - accuracy: 0.7931 Epoch 85/100 45/45 [==============================] - 0s 331us/step - loss: 0.4311 - accuracy: 0.7917 Epoch 86/100 45/45 [==============================] - 0s 338us/step - loss: 0.4307 - accuracy: 0.7931 Epoch 87/100 45/45 [==============================] - 0s 345us/step - loss: 0.4304 - accuracy: 0.7937 Epoch 88/100 45/45 [==============================] - 0s 339us/step - loss: 0.4301 - accuracy: 0.7903 Epoch 89/100 45/45 [==============================] - 0s 344us/step - loss: 0.4299 - accuracy: 0.7910 Epoch 90/100 45/45 [==============================] - 0s 340us/step - loss: 0.4296 - accuracy: 0.7896 Epoch 91/100 45/45 [==============================] - 0s 345us/step - loss: 0.4295 - accuracy: 0.7931 Epoch 92/100 45/45 [==============================] - 0s 841us/step - loss: 0.4288 - accuracy: 0.7931 Epoch 93/100 45/45 [==============================] - 0s 470us/step - loss: 0.4289 - accuracy: 0.7958 Epoch 94/100 45/45 [==============================] - 0s 374us/step - loss: 0.4284 - accuracy: 0.7979 Epoch 95/100 45/45 [==============================] - 0s 374us/step - loss: 0.4283 - accuracy: 0.7951 Epoch 96/100 45/45 [==============================] - 0s 390us/step - loss: 0.4279 - accuracy: 0.7986 Epoch 97/100 45/45 [==============================] - 0s 405us/step - loss: 0.4276 - accuracy: 0.7965 Epoch 98/100 45/45 [==============================] - 0s 399us/step - loss: 0.4273 - accuracy: 0.7958 Epoch 99/100 45/45 [==============================] - 0s 384us/step - loss: 0.4271 - accuracy: 0.7965 Epoch 100/100 45/45 [==============================] - 0s 364us/step - loss: 0.4268 - accuracy: 0.7986 5/5 [==============================] - 0s 501us/step Epoch 1/100 45/45 [==============================] - 0s 503us/step - loss: 0.6869 - accuracy: 0.6424 Epoch 2/100 45/45 [==============================] - 0s 462us/step - loss: 0.6660 - accuracy: 0.6514 Epoch 3/100 45/45 [==============================] - 0s 361us/step - loss: 0.6308 - accuracy: 0.6514 Epoch 4/100 45/45 [==============================] - 0s 376us/step - loss: 0.5892 - accuracy: 0.6514 Epoch 5/100 45/45 [==============================] - 0s 352us/step - loss: 0.5505 - accuracy: 0.6771 Epoch 6/100 45/45 [==============================] - 0s 358us/step - loss: 0.5234 - accuracy: 0.7437 Epoch 7/100 45/45 [==============================] - 0s 376us/step - loss: 0.5071 - accuracy: 0.7604 Epoch 8/100 45/45 [==============================] - 0s 361us/step - loss: 0.4965 - accuracy: 0.7729 Epoch 9/100 45/45 [==============================] - 0s 387us/step - loss: 0.4881 - accuracy: 0.7708 Epoch 10/100 45/45 [==============================] - 0s 375us/step - loss: 0.4818 - accuracy: 0.7653 Epoch 11/100 45/45 [==============================] - 0s 381us/step - loss: 0.4774 - accuracy: 0.7660 Epoch 12/100 45/45 [==============================] - 0s 378us/step - loss: 0.4744 - accuracy: 0.7681 Epoch 13/100 45/45 [==============================] - 0s 367us/step - loss: 0.4721 - accuracy: 0.7701 Epoch 14/100 45/45 [==============================] - 0s 362us/step - loss: 0.4704 - accuracy: 0.7736 Epoch 15/100 45/45 [==============================] - 0s 351us/step - loss: 0.4687 - accuracy: 0.7688 Epoch 16/100 45/45 [==============================] - 0s 372us/step - loss: 0.4673 - accuracy: 0.7701 Epoch 17/100 45/45 [==============================] - 0s 366us/step - loss: 0.4663 - accuracy: 0.7715 Epoch 18/100 45/45 [==============================] - 0s 356us/step - loss: 0.4650 - accuracy: 0.7715 Epoch 19/100 45/45 [==============================] - 0s 385us/step - loss: 0.4640 - accuracy: 0.7688 Epoch 20/100 45/45 [==============================] - 0s 339us/step - loss: 0.4630 - accuracy: 0.7750 Epoch 21/100 45/45 [==============================] - 0s 344us/step - loss: 0.4621 - accuracy: 0.7729 Epoch 22/100 45/45 [==============================] - 0s 374us/step - loss: 0.4613 - accuracy: 0.7792 Epoch 23/100 45/45 [==============================] - 0s 371us/step - loss: 0.4608 - accuracy: 0.7778 Epoch 24/100 45/45 [==============================] - 0s 372us/step - loss: 0.4599 - accuracy: 0.7799 Epoch 25/100 45/45 [==============================] - 0s 352us/step - loss: 0.4594 - accuracy: 0.7785 Epoch 26/100 45/45 [==============================] - 0s 365us/step - loss: 0.4584 - accuracy: 0.7778 Epoch 27/100 45/45 [==============================] - 0s 362us/step - loss: 0.4574 - accuracy: 0.7785 Epoch 28/100 45/45 [==============================] - 0s 338us/step - loss: 0.4571 - accuracy: 0.7778 Epoch 29/100 45/45 [==============================] - 0s 332us/step - loss: 0.4562 - accuracy: 0.7792 Epoch 30/100 45/45 [==============================] - 0s 366us/step - loss: 0.4557 - accuracy: 0.7792 Epoch 31/100 45/45 [==============================] - 0s 340us/step - loss: 0.4551 - accuracy: 0.7799 Epoch 32/100 45/45 [==============================] - 0s 341us/step - loss: 0.4544 - accuracy: 0.7764 Epoch 33/100 45/45 [==============================] - 0s 353us/step - loss: 0.4541 - accuracy: 0.7771 Epoch 34/100 45/45 [==============================] - 0s 386us/step - loss: 0.4535 - accuracy: 0.7778 Epoch 35/100 45/45 [==============================] - 0s 511us/step - loss: 0.4529 - accuracy: 0.7792 Epoch 36/100 45/45 [==============================] - 0s 450us/step - loss: 0.4523 - accuracy: 0.7771 Epoch 37/100 45/45 [==============================] - 0s 423us/step - loss: 0.4520 - accuracy: 0.7729 Epoch 38/100 45/45 [==============================] - 0s 1ms/step - loss: 0.4514 - accuracy: 0.7757 Epoch 39/100 45/45 [==============================] - 0s 460us/step - loss: 0.4511 - accuracy: 0.7778 Epoch 40/100 45/45 [==============================] - 0s 456us/step - loss: 0.4504 - accuracy: 0.7792 Epoch 41/100 45/45 [==============================] - 0s 382us/step - loss: 0.4502 - accuracy: 0.7785 Epoch 42/100 45/45 [==============================] - 0s 353us/step - loss: 0.4499 - accuracy: 0.7764 Epoch 43/100 45/45 [==============================] - 0s 339us/step - loss: 0.4496 - accuracy: 0.7778 Epoch 44/100 45/45 [==============================] - 0s 362us/step - loss: 0.4492 - accuracy: 0.7785 Epoch 45/100 45/45 [==============================] - 0s 351us/step - loss: 0.4490 - accuracy: 0.7806 Epoch 46/100 45/45 [==============================] - 0s 370us/step - loss: 0.4485 - accuracy: 0.7799 Epoch 47/100 45/45 [==============================] - 0s 376us/step - loss: 0.4486 - accuracy: 0.7826 Epoch 48/100 45/45 [==============================] - 0s 372us/step - loss: 0.4480 - accuracy: 0.7812 Epoch 49/100 45/45 [==============================] - 0s 413us/step - loss: 0.4481 - accuracy: 0.7778 Epoch 50/100 45/45 [==============================] - 0s 389us/step - loss: 0.4477 - accuracy: 0.7819 Epoch 51/100 45/45 [==============================] - 0s 376us/step - loss: 0.4472 - accuracy: 0.7792 Epoch 52/100 45/45 [==============================] - 0s 385us/step - loss: 0.4472 - accuracy: 0.7799 Epoch 53/100 45/45 [==============================] - 0s 376us/step - loss: 0.4467 - accuracy: 0.7792 Epoch 54/100 45/45 [==============================] - 0s 365us/step - loss: 0.4469 - accuracy: 0.7819 Epoch 55/100 45/45 [==============================] - 0s 360us/step - loss: 0.4462 - accuracy: 0.7826 Epoch 56/100 45/45 [==============================] - 0s 396us/step - loss: 0.4460 - accuracy: 0.7812 Epoch 57/100 45/45 [==============================] - 0s 362us/step - loss: 0.4458 - accuracy: 0.7785 Epoch 58/100 45/45 [==============================] - 0s 367us/step - loss: 0.4455 - accuracy: 0.7819 Epoch 59/100 45/45 [==============================] - 0s 379us/step - loss: 0.4453 - accuracy: 0.7785 Epoch 60/100 45/45 [==============================] - 0s 365us/step - loss: 0.4450 - accuracy: 0.7806 Epoch 61/100 45/45 [==============================] - 0s 372us/step - loss: 0.4447 - accuracy: 0.7826 Epoch 62/100 45/45 [==============================] - 0s 353us/step - loss: 0.4443 - accuracy: 0.7847 Epoch 63/100 45/45 [==============================] - 0s 353us/step - loss: 0.4444 - accuracy: 0.7812 Epoch 64/100 45/45 [==============================] - 0s 349us/step - loss: 0.4442 - accuracy: 0.7812 Epoch 65/100 45/45 [==============================] - 0s 347us/step - loss: 0.4438 - accuracy: 0.7826 Epoch 66/100 45/45 [==============================] - 0s 353us/step - loss: 0.4438 - accuracy: 0.7819 Epoch 67/100 45/45 [==============================] - 0s 370us/step - loss: 0.4434 - accuracy: 0.7812 Epoch 68/100 45/45 [==============================] - 0s 344us/step - loss: 0.4432 - accuracy: 0.7854 Epoch 69/100 45/45 [==============================] - 0s 345us/step - loss: 0.4429 - accuracy: 0.7847 Epoch 70/100 45/45 [==============================] - 0s 338us/step - loss: 0.4429 - accuracy: 0.7799 Epoch 71/100 45/45 [==============================] - 0s 351us/step - loss: 0.4422 - accuracy: 0.7812 Epoch 72/100 45/45 [==============================] - 0s 348us/step - loss: 0.4425 - accuracy: 0.7819 Epoch 73/100 45/45 [==============================] - 0s 390us/step - loss: 0.4425 - accuracy: 0.7819 Epoch 74/100 45/45 [==============================] - 0s 381us/step - loss: 0.4420 - accuracy: 0.7833 Epoch 75/100 45/45 [==============================] - 0s 383us/step - loss: 0.4417 - accuracy: 0.7819 Epoch 76/100 45/45 [==============================] - 0s 381us/step - loss: 0.4417 - accuracy: 0.7847 Epoch 77/100 45/45 [==============================] - 0s 380us/step - loss: 0.4413 - accuracy: 0.7854 Epoch 78/100 45/45 [==============================] - 0s 370us/step - loss: 0.4413 - accuracy: 0.7847 Epoch 79/100 45/45 [==============================] - 0s 350us/step - loss: 0.4410 - accuracy: 0.7812 Epoch 80/100 45/45 [==============================] - 0s 361us/step - loss: 0.4411 - accuracy: 0.7792 Epoch 81/100 45/45 [==============================] - 0s 348us/step - loss: 0.4410 - accuracy: 0.7799 Epoch 82/100 45/45 [==============================] - 0s 351us/step - loss: 0.4404 - accuracy: 0.7819 Epoch 83/100 45/45 [==============================] - 0s 348us/step - loss: 0.4406 - accuracy: 0.7868 Epoch 84/100 45/45 [==============================] - 0s 324us/step - loss: 0.4404 - accuracy: 0.7812 Epoch 85/100 45/45 [==============================] - 0s 338us/step - loss: 0.4400 - accuracy: 0.7889 Epoch 86/100 45/45 [==============================] - 0s 330us/step - loss: 0.4399 - accuracy: 0.7840 Epoch 87/100 45/45 [==============================] - 0s 333us/step - loss: 0.4398 - accuracy: 0.7819 Epoch 88/100 45/45 [==============================] - 0s 332us/step - loss: 0.4395 - accuracy: 0.7826 Epoch 89/100 45/45 [==============================] - 0s 316us/step - loss: 0.4396 - accuracy: 0.7854 Epoch 90/100 45/45 [==============================] - 0s 336us/step - loss: 0.4392 - accuracy: 0.7833 Epoch 91/100 45/45 [==============================] - 0s 330us/step - loss: 0.4387 - accuracy: 0.7819 Epoch 92/100 45/45 [==============================] - 0s 328us/step - loss: 0.4392 - accuracy: 0.7847 Epoch 93/100 45/45 [==============================] - 0s 330us/step - loss: 0.4388 - accuracy: 0.7833 Epoch 94/100 45/45 [==============================] - 0s 332us/step - loss: 0.4388 - accuracy: 0.7847 Epoch 95/100 45/45 [==============================] - 0s 323us/step - loss: 0.4386 - accuracy: 0.7799 Epoch 96/100 45/45 [==============================] - 0s 314us/step - loss: 0.4380 - accuracy: 0.7847 Epoch 97/100 45/45 [==============================] - 0s 336us/step - loss: 0.4386 - accuracy: 0.7812 Epoch 98/100 45/45 [==============================] - 0s 320us/step - loss: 0.4381 - accuracy: 0.7764 Epoch 99/100 45/45 [==============================] - 0s 332us/step - loss: 0.4377 - accuracy: 0.7764 Epoch 100/100 45/45 [==============================] - 0s 319us/step - loss: 0.4377 - accuracy: 0.7833 5/5 [==============================] - 0s 426us/step Epoch 1/100 45/45 [==============================] - 0s 430us/step - loss: 0.6862 - accuracy: 0.6604 Epoch 2/100 45/45 [==============================] - 0s 422us/step - loss: 0.6638 - accuracy: 0.6590 Epoch 3/100 45/45 [==============================] - 0s 332us/step - loss: 0.6273 - accuracy: 0.6590 Epoch 4/100 45/45 [==============================] - 0s 322us/step - loss: 0.5860 - accuracy: 0.6590 Epoch 5/100 45/45 [==============================] - 0s 329us/step - loss: 0.5510 - accuracy: 0.6590 Epoch 6/100 45/45 [==============================] - 0s 327us/step - loss: 0.5281 - accuracy: 0.6590 Epoch 7/100 45/45 [==============================] - 0s 327us/step - loss: 0.5163 - accuracy: 0.6792 Epoch 8/100 45/45 [==============================] - 0s 318us/step - loss: 0.5088 - accuracy: 0.7569 Epoch 9/100 45/45 [==============================] - 0s 322us/step - loss: 0.5029 - accuracy: 0.7701 Epoch 10/100 45/45 [==============================] - 0s 327us/step - loss: 0.4978 - accuracy: 0.7632 Epoch 11/100 45/45 [==============================] - 0s 336us/step - loss: 0.4937 - accuracy: 0.7708 Epoch 12/100 45/45 [==============================] - 0s 322us/step - loss: 0.4903 - accuracy: 0.7694 Epoch 13/100 45/45 [==============================] - 0s 327us/step - loss: 0.4873 - accuracy: 0.7667 Epoch 14/100 45/45 [==============================] - 0s 333us/step - loss: 0.4848 - accuracy: 0.7660 Epoch 15/100 45/45 [==============================] - 0s 318us/step - loss: 0.4823 - accuracy: 0.7646 Epoch 16/100 45/45 [==============================] - 0s 330us/step - loss: 0.4801 - accuracy: 0.7701 Epoch 17/100 45/45 [==============================] - 0s 322us/step - loss: 0.4783 - accuracy: 0.7674 Epoch 18/100 45/45 [==============================] - 0s 324us/step - loss: 0.4768 - accuracy: 0.7708 Epoch 19/100 45/45 [==============================] - 0s 513us/step - loss: 0.4756 - accuracy: 0.7701 Epoch 20/100 45/45 [==============================] - 0s 341us/step - loss: 0.4738 - accuracy: 0.7708 Epoch 21/100 45/45 [==============================] - 0s 330us/step - loss: 0.4724 - accuracy: 0.7701 Epoch 22/100 45/45 [==============================] - 0s 339us/step - loss: 0.4712 - accuracy: 0.7708 Epoch 23/100 45/45 [==============================] - 0s 333us/step - loss: 0.4700 - accuracy: 0.7708 Epoch 24/100 45/45 [==============================] - 0s 325us/step - loss: 0.4689 - accuracy: 0.7701 Epoch 25/100 45/45 [==============================] - 0s 335us/step - loss: 0.4678 - accuracy: 0.7694 Epoch 26/100 45/45 [==============================] - 0s 329us/step - loss: 0.4669 - accuracy: 0.7681 Epoch 27/100 45/45 [==============================] - 0s 329us/step - loss: 0.4659 - accuracy: 0.7639 Epoch 28/100 45/45 [==============================] - 0s 323us/step - loss: 0.4652 - accuracy: 0.7674 Epoch 29/100 45/45 [==============================] - 0s 324us/step - loss: 0.4646 - accuracy: 0.7667 Epoch 30/100 45/45 [==============================] - 0s 324us/step - loss: 0.4639 - accuracy: 0.7667 Epoch 31/100 45/45 [==============================] - 0s 334us/step - loss: 0.4628 - accuracy: 0.7604 Epoch 32/100 45/45 [==============================] - 0s 319us/step - loss: 0.4627 - accuracy: 0.7708 Epoch 33/100 45/45 [==============================] - 0s 332us/step - loss: 0.4623 - accuracy: 0.7667 Epoch 34/100 45/45 [==============================] - 0s 318us/step - loss: 0.4617 - accuracy: 0.7667 Epoch 35/100 45/45 [==============================] - 0s 315us/step - loss: 0.4615 - accuracy: 0.7681 Epoch 36/100 45/45 [==============================] - 0s 318us/step - loss: 0.4608 - accuracy: 0.7653 Epoch 37/100 45/45 [==============================] - 0s 330us/step - loss: 0.4603 - accuracy: 0.7660 Epoch 38/100 45/45 [==============================] - 0s 325us/step - loss: 0.4599 - accuracy: 0.7653 Epoch 39/100 45/45 [==============================] - 0s 334us/step - loss: 0.4596 - accuracy: 0.7653 Epoch 40/100 45/45 [==============================] - 0s 318us/step - loss: 0.4588 - accuracy: 0.7660 Epoch 41/100 45/45 [==============================] - 0s 317us/step - loss: 0.4585 - accuracy: 0.7694 Epoch 42/100 45/45 [==============================] - 0s 325us/step - loss: 0.4582 - accuracy: 0.7674 Epoch 43/100 45/45 [==============================] - 0s 318us/step - loss: 0.4579 - accuracy: 0.7674 Epoch 44/100 45/45 [==============================] - 0s 326us/step - loss: 0.4577 - accuracy: 0.7688 Epoch 45/100 45/45 [==============================] - 0s 326us/step - loss: 0.4573 - accuracy: 0.7688 Epoch 46/100 45/45 [==============================] - 0s 313us/step - loss: 0.4570 - accuracy: 0.7639 Epoch 47/100 45/45 [==============================] - 0s 328us/step - loss: 0.4565 - accuracy: 0.7688 Epoch 48/100 45/45 [==============================] - 0s 332us/step - loss: 0.4568 - accuracy: 0.7688 Epoch 49/100 45/45 [==============================] - 0s 321us/step - loss: 0.4562 - accuracy: 0.7722 Epoch 50/100 45/45 [==============================] - 0s 323us/step - loss: 0.4561 - accuracy: 0.7681 Epoch 51/100 45/45 [==============================] - 0s 321us/step - loss: 0.4555 - accuracy: 0.7729 Epoch 52/100 45/45 [==============================] - 0s 329us/step - loss: 0.4553 - accuracy: 0.7660 Epoch 53/100 45/45 [==============================] - 0s 325us/step - loss: 0.4551 - accuracy: 0.7681 Epoch 54/100 45/45 [==============================] - 0s 335us/step - loss: 0.4548 - accuracy: 0.7715 Epoch 55/100 45/45 [==============================] - 0s 323us/step - loss: 0.4542 - accuracy: 0.7708 Epoch 56/100 45/45 [==============================] - 0s 329us/step - loss: 0.4543 - accuracy: 0.7646 Epoch 57/100 45/45 [==============================] - 0s 313us/step - loss: 0.4538 - accuracy: 0.7701 Epoch 58/100 45/45 [==============================] - 0s 327us/step - loss: 0.4535 - accuracy: 0.7694 Epoch 59/100 45/45 [==============================] - 0s 319us/step - loss: 0.4534 - accuracy: 0.7681 Epoch 60/100 45/45 [==============================] - 0s 325us/step - loss: 0.4531 - accuracy: 0.7694 Epoch 61/100 45/45 [==============================] - 0s 338us/step - loss: 0.4526 - accuracy: 0.7667 Epoch 62/100 45/45 [==============================] - 0s 349us/step - loss: 0.4523 - accuracy: 0.7750 Epoch 63/100 45/45 [==============================] - 0s 332us/step - loss: 0.4521 - accuracy: 0.7729 Epoch 64/100 45/45 [==============================] - 0s 322us/step - loss: 0.4517 - accuracy: 0.7764 Epoch 65/100 45/45 [==============================] - 0s 317us/step - loss: 0.4515 - accuracy: 0.7701 Epoch 66/100 45/45 [==============================] - 0s 346us/step - loss: 0.4513 - accuracy: 0.7715 Epoch 67/100 45/45 [==============================] - 0s 343us/step - loss: 0.4510 - accuracy: 0.7743 Epoch 68/100 45/45 [==============================] - 0s 332us/step - loss: 0.4506 - accuracy: 0.7736 Epoch 69/100 45/45 [==============================] - 0s 336us/step - loss: 0.4503 - accuracy: 0.7743 Epoch 70/100 45/45 [==============================] - 0s 329us/step - loss: 0.4498 - accuracy: 0.7771 Epoch 71/100 45/45 [==============================] - 0s 348us/step - loss: 0.4496 - accuracy: 0.7764 Epoch 72/100 45/45 [==============================] - 0s 338us/step - loss: 0.4494 - accuracy: 0.7778 Epoch 73/100 45/45 [==============================] - 0s 333us/step - loss: 0.4490 - accuracy: 0.7750 Epoch 74/100 45/45 [==============================] - 0s 335us/step - loss: 0.4489 - accuracy: 0.7778 Epoch 75/100 45/45 [==============================] - 0s 346us/step - loss: 0.4486 - accuracy: 0.7778 Epoch 76/100 45/45 [==============================] - 0s 339us/step - loss: 0.4483 - accuracy: 0.7792 Epoch 77/100 45/45 [==============================] - 0s 344us/step - loss: 0.4481 - accuracy: 0.7806 Epoch 78/100 45/45 [==============================] - 0s 352us/step - loss: 0.4479 - accuracy: 0.7785 Epoch 79/100 45/45 [==============================] - 0s 331us/step - loss: 0.4476 - accuracy: 0.7812 Epoch 80/100 45/45 [==============================] - 0s 340us/step - loss: 0.4474 - accuracy: 0.7806 Epoch 81/100 45/45 [==============================] - 0s 324us/step - loss: 0.4472 - accuracy: 0.7819 Epoch 82/100 45/45 [==============================] - 0s 333us/step - loss: 0.4470 - accuracy: 0.7792 Epoch 83/100 45/45 [==============================] - 0s 330us/step - loss: 0.4467 - accuracy: 0.7806 Epoch 84/100 45/45 [==============================] - 0s 317us/step - loss: 0.4467 - accuracy: 0.7819 Epoch 85/100 45/45 [==============================] - 0s 314us/step - loss: 0.4463 - accuracy: 0.7764 Epoch 86/100 45/45 [==============================] - 0s 323us/step - loss: 0.4462 - accuracy: 0.7792 Epoch 87/100 45/45 [==============================] - 0s 329us/step - loss: 0.4458 - accuracy: 0.7771 Epoch 88/100 45/45 [==============================] - 0s 324us/step - loss: 0.4455 - accuracy: 0.7792 Epoch 89/100 45/45 [==============================] - 0s 337us/step - loss: 0.4454 - accuracy: 0.7806 Epoch 90/100 45/45 [==============================] - 0s 326us/step - loss: 0.4452 - accuracy: 0.7785 Epoch 91/100 45/45 [==============================] - 0s 309us/step - loss: 0.4449 - accuracy: 0.7833 Epoch 92/100 45/45 [==============================] - 0s 330us/step - loss: 0.4450 - accuracy: 0.7799 Epoch 93/100 45/45 [==============================] - 0s 323us/step - loss: 0.4446 - accuracy: 0.7792 Epoch 94/100 45/45 [==============================] - 0s 341us/step - loss: 0.4444 - accuracy: 0.7792 Epoch 95/100 45/45 [==============================] - 0s 316us/step - loss: 0.4444 - accuracy: 0.7799 Epoch 96/100 45/45 [==============================] - 0s 333us/step - loss: 0.4440 - accuracy: 0.7833 Epoch 97/100 45/45 [==============================] - 0s 331us/step - loss: 0.4439 - accuracy: 0.7847 Epoch 98/100 45/45 [==============================] - 0s 340us/step - loss: 0.4438 - accuracy: 0.7833 Epoch 99/100 45/45 [==============================] - 0s 330us/step - loss: 0.4435 - accuracy: 0.7812 Epoch 100/100 45/45 [==============================] - 0s 322us/step - loss: 0.4432 - accuracy: 0.7840 5/5 [==============================] - 0s 508us/step Epoch 1/100 45/45 [==============================] - 0s 446us/step - loss: 0.6851 - accuracy: 0.6653 Epoch 2/100 45/45 [==============================] - 0s 411us/step - loss: 0.6606 - accuracy: 0.6667 Epoch 3/100 45/45 [==============================] - 0s 339us/step - loss: 0.6235 - accuracy: 0.6667 Epoch 4/100 45/45 [==============================] - 0s 341us/step - loss: 0.5817 - accuracy: 0.6667 Epoch 5/100 45/45 [==============================] - 0s 361us/step - loss: 0.5467 - accuracy: 0.6667 Epoch 6/100 45/45 [==============================] - 0s 340us/step - loss: 0.5228 - accuracy: 0.6674 Epoch 7/100 45/45 [==============================] - 0s 344us/step - loss: 0.5095 - accuracy: 0.7083 Epoch 8/100 45/45 [==============================] - 0s 366us/step - loss: 0.5012 - accuracy: 0.7667 Epoch 9/100 45/45 [==============================] - 0s 381us/step - loss: 0.4948 - accuracy: 0.7736 Epoch 10/100 45/45 [==============================] - 0s 344us/step - loss: 0.4894 - accuracy: 0.7708 Epoch 11/100 45/45 [==============================] - 0s 335us/step - loss: 0.4849 - accuracy: 0.7688 Epoch 12/100 45/45 [==============================] - 0s 330us/step - loss: 0.4816 - accuracy: 0.7701 Epoch 13/100 45/45 [==============================] - 0s 333us/step - loss: 0.4792 - accuracy: 0.7660 Epoch 14/100 45/45 [==============================] - 0s 330us/step - loss: 0.4766 - accuracy: 0.7708 Epoch 15/100 45/45 [==============================] - 0s 325us/step - loss: 0.4744 - accuracy: 0.7674 Epoch 16/100 45/45 [==============================] - 0s 348us/step - loss: 0.4726 - accuracy: 0.7688 Epoch 17/100 45/45 [==============================] - 0s 334us/step - loss: 0.4710 - accuracy: 0.7667 Epoch 18/100 45/45 [==============================] - 0s 324us/step - loss: 0.4694 - accuracy: 0.7708 Epoch 19/100 45/45 [==============================] - 0s 320us/step - loss: 0.4678 - accuracy: 0.7701 Epoch 20/100 45/45 [==============================] - 0s 341us/step - loss: 0.4663 - accuracy: 0.7715 Epoch 21/100 45/45 [==============================] - 0s 322us/step - loss: 0.4653 - accuracy: 0.7715 Epoch 22/100 45/45 [==============================] - 0s 341us/step - loss: 0.4637 - accuracy: 0.7708 Epoch 23/100 45/45 [==============================] - 0s 324us/step - loss: 0.4629 - accuracy: 0.7722 Epoch 24/100 45/45 [==============================] - 0s 331us/step - loss: 0.4620 - accuracy: 0.7701 Epoch 25/100 45/45 [==============================] - 0s 334us/step - loss: 0.4614 - accuracy: 0.7736 Epoch 26/100 45/45 [==============================] - 0s 332us/step - loss: 0.4605 - accuracy: 0.7743 Epoch 27/100 45/45 [==============================] - 0s 339us/step - loss: 0.4598 - accuracy: 0.7736 Epoch 28/100 45/45 [==============================] - 0s 343us/step - loss: 0.4591 - accuracy: 0.7722 Epoch 29/100 45/45 [==============================] - 0s 320us/step - loss: 0.4585 - accuracy: 0.7722 Epoch 30/100 45/45 [==============================] - 0s 330us/step - loss: 0.4581 - accuracy: 0.7736 Epoch 31/100 45/45 [==============================] - 0s 325us/step - loss: 0.4573 - accuracy: 0.7750 Epoch 32/100 45/45 [==============================] - 0s 329us/step - loss: 0.4568 - accuracy: 0.7764 Epoch 33/100 45/45 [==============================] - 0s 338us/step - loss: 0.4560 - accuracy: 0.7750 Epoch 34/100 45/45 [==============================] - 0s 326us/step - loss: 0.4557 - accuracy: 0.7771 Epoch 35/100 45/45 [==============================] - 0s 326us/step - loss: 0.4553 - accuracy: 0.7771 Epoch 36/100 45/45 [==============================] - 0s 324us/step - loss: 0.4546 - accuracy: 0.7778 Epoch 37/100 45/45 [==============================] - 0s 325us/step - loss: 0.4542 - accuracy: 0.7757 Epoch 38/100 45/45 [==============================] - 0s 317us/step - loss: 0.4538 - accuracy: 0.7785 Epoch 39/100 45/45 [==============================] - 0s 328us/step - loss: 0.4535 - accuracy: 0.7771 Epoch 40/100 45/45 [==============================] - 0s 332us/step - loss: 0.4532 - accuracy: 0.7771 Epoch 41/100 45/45 [==============================] - 0s 342us/step - loss: 0.4523 - accuracy: 0.7764 Epoch 42/100 45/45 [==============================] - 0s 344us/step - loss: 0.4523 - accuracy: 0.7764 Epoch 43/100 45/45 [==============================] - 0s 338us/step - loss: 0.4519 - accuracy: 0.7764 Epoch 44/100 45/45 [==============================] - 0s 335us/step - loss: 0.4514 - accuracy: 0.7743 Epoch 45/100 45/45 [==============================] - 0s 332us/step - loss: 0.4510 - accuracy: 0.7764 Epoch 46/100 45/45 [==============================] - 0s 336us/step - loss: 0.4507 - accuracy: 0.7764 Epoch 47/100 45/45 [==============================] - 0s 328us/step - loss: 0.4508 - accuracy: 0.7799 Epoch 48/100 45/45 [==============================] - 0s 338us/step - loss: 0.4503 - accuracy: 0.7771 Epoch 49/100 45/45 [==============================] - 0s 479us/step - loss: 0.4502 - accuracy: 0.7792 Epoch 50/100 45/45 [==============================] - 0s 628us/step - loss: 0.4496 - accuracy: 0.7785 Epoch 51/100 45/45 [==============================] - 0s 338us/step - loss: 0.4495 - accuracy: 0.7792 Epoch 52/100 45/45 [==============================] - 0s 348us/step - loss: 0.4493 - accuracy: 0.7812 Epoch 53/100 45/45 [==============================] - 0s 348us/step - loss: 0.4492 - accuracy: 0.7785 Epoch 54/100 45/45 [==============================] - 0s 332us/step - loss: 0.4490 - accuracy: 0.7806 Epoch 55/100 45/45 [==============================] - 0s 327us/step - loss: 0.4485 - accuracy: 0.7806 Epoch 56/100 45/45 [==============================] - 0s 341us/step - loss: 0.4484 - accuracy: 0.7799 Epoch 57/100 45/45 [==============================] - 0s 328us/step - loss: 0.4480 - accuracy: 0.7778 Epoch 58/100 45/45 [==============================] - 0s 337us/step - loss: 0.4479 - accuracy: 0.7812 Epoch 59/100 45/45 [==============================] - 0s 334us/step - loss: 0.4475 - accuracy: 0.7840 Epoch 60/100 45/45 [==============================] - 0s 321us/step - loss: 0.4474 - accuracy: 0.7764 Epoch 61/100 45/45 [==============================] - 0s 328us/step - loss: 0.4472 - accuracy: 0.7750 Epoch 62/100 45/45 [==============================] - 0s 315us/step - loss: 0.4472 - accuracy: 0.7785 Epoch 63/100 45/45 [==============================] - 0s 321us/step - loss: 0.4470 - accuracy: 0.7792 Epoch 64/100 45/45 [==============================] - 0s 325us/step - loss: 0.4468 - accuracy: 0.7785 Epoch 65/100 45/45 [==============================] - 0s 331us/step - loss: 0.4466 - accuracy: 0.7785 Epoch 66/100 45/45 [==============================] - 0s 328us/step - loss: 0.4465 - accuracy: 0.7792 Epoch 67/100 45/45 [==============================] - 0s 323us/step - loss: 0.4466 - accuracy: 0.7799 Epoch 68/100 45/45 [==============================] - 0s 332us/step - loss: 0.4460 - accuracy: 0.7799 Epoch 69/100 45/45 [==============================] - 0s 318us/step - loss: 0.4459 - accuracy: 0.7785 Epoch 70/100 45/45 [==============================] - 0s 333us/step - loss: 0.4459 - accuracy: 0.7806 Epoch 71/100 45/45 [==============================] - 0s 328us/step - loss: 0.4459 - accuracy: 0.7792 Epoch 72/100 45/45 [==============================] - 0s 327us/step - loss: 0.4457 - accuracy: 0.7812 Epoch 73/100 45/45 [==============================] - 0s 342us/step - loss: 0.4456 - accuracy: 0.7785 Epoch 74/100 45/45 [==============================] - 0s 318us/step - loss: 0.4454 - accuracy: 0.7771 Epoch 75/100 45/45 [==============================] - 0s 329us/step - loss: 0.4452 - accuracy: 0.7819 Epoch 76/100 45/45 [==============================] - 0s 327us/step - loss: 0.4454 - accuracy: 0.7757 Epoch 77/100 45/45 [==============================] - 0s 333us/step - loss: 0.4452 - accuracy: 0.7785 Epoch 78/100 45/45 [==============================] - 0s 319us/step - loss: 0.4451 - accuracy: 0.7806 Epoch 79/100 45/45 [==============================] - 0s 323us/step - loss: 0.4449 - accuracy: 0.7847 Epoch 80/100 45/45 [==============================] - 0s 325us/step - loss: 0.4450 - accuracy: 0.7806 Epoch 81/100 45/45 [==============================] - 0s 334us/step - loss: 0.4443 - accuracy: 0.7806 Epoch 82/100 45/45 [==============================] - 0s 331us/step - loss: 0.4447 - accuracy: 0.7861 Epoch 83/100 45/45 [==============================] - 0s 327us/step - loss: 0.4443 - accuracy: 0.7812 Epoch 84/100 45/45 [==============================] - 0s 322us/step - loss: 0.4444 - accuracy: 0.7806 Epoch 85/100 45/45 [==============================] - 0s 332us/step - loss: 0.4442 - accuracy: 0.7812 Epoch 86/100 45/45 [==============================] - 0s 328us/step - loss: 0.4442 - accuracy: 0.7792 Epoch 87/100 45/45 [==============================] - 0s 326us/step - loss: 0.4440 - accuracy: 0.7826 Epoch 88/100 45/45 [==============================] - 0s 323us/step - loss: 0.4436 - accuracy: 0.7792 Epoch 89/100 45/45 [==============================] - 0s 330us/step - loss: 0.4442 - accuracy: 0.7868 Epoch 90/100 45/45 [==============================] - 0s 327us/step - loss: 0.4436 - accuracy: 0.7819 Epoch 91/100 45/45 [==============================] - 0s 341us/step - loss: 0.4435 - accuracy: 0.7847 Epoch 92/100 45/45 [==============================] - 0s 323us/step - loss: 0.4438 - accuracy: 0.7792 Epoch 93/100 45/45 [==============================] - 0s 330us/step - loss: 0.4433 - accuracy: 0.7861 Epoch 94/100 45/45 [==============================] - 0s 338us/step - loss: 0.4433 - accuracy: 0.7812 Epoch 95/100 45/45 [==============================] - 0s 328us/step - loss: 0.4432 - accuracy: 0.7854 Epoch 96/100 45/45 [==============================] - 0s 327us/step - loss: 0.4433 - accuracy: 0.7799 Epoch 97/100 45/45 [==============================] - 0s 326us/step - loss: 0.4431 - accuracy: 0.7826 Epoch 98/100 45/45 [==============================] - 0s 328us/step - loss: 0.4432 - accuracy: 0.7833 Epoch 99/100 45/45 [==============================] - 0s 327us/step - loss: 0.4429 - accuracy: 0.7806 Epoch 100/100 45/45 [==============================] - 0s 326us/step - loss: 0.4426 - accuracy: 0.7826 5/5 [==============================] - 0s 418us/step Epoch 1/100 45/45 [==============================] - 0s 455us/step - loss: 0.6873 - accuracy: 0.6465 Epoch 2/100 45/45 [==============================] - 0s 431us/step - loss: 0.6736 - accuracy: 0.6535 Epoch 3/100 45/45 [==============================] - 0s 335us/step - loss: 0.6506 - accuracy: 0.6535 Epoch 4/100 45/45 [==============================] - 0s 325us/step - loss: 0.6211 - accuracy: 0.6535 Epoch 5/100 45/45 [==============================] - 0s 325us/step - loss: 0.5871 - accuracy: 0.6535 Epoch 6/100 45/45 [==============================] - 0s 330us/step - loss: 0.5550 - accuracy: 0.7132 Epoch 7/100 45/45 [==============================] - 0s 328us/step - loss: 0.5283 - accuracy: 0.7576 Epoch 8/100 45/45 [==============================] - 0s 333us/step - loss: 0.5100 - accuracy: 0.7681 Epoch 9/100 45/45 [==============================] - 0s 330us/step - loss: 0.4976 - accuracy: 0.7576 Epoch 10/100 45/45 [==============================] - 0s 328us/step - loss: 0.4900 - accuracy: 0.7597 Epoch 11/100 45/45 [==============================] - 0s 321us/step - loss: 0.4856 - accuracy: 0.7597 Epoch 12/100 45/45 [==============================] - 0s 329us/step - loss: 0.4827 - accuracy: 0.7528 Epoch 13/100 45/45 [==============================] - 0s 327us/step - loss: 0.4809 - accuracy: 0.7535 Epoch 14/100 45/45 [==============================] - 0s 339us/step - loss: 0.4794 - accuracy: 0.7549 Epoch 15/100 45/45 [==============================] - 0s 326us/step - loss: 0.4784 - accuracy: 0.7535 Epoch 16/100 45/45 [==============================] - 0s 328us/step - loss: 0.4775 - accuracy: 0.7556 Epoch 17/100 45/45 [==============================] - 0s 327us/step - loss: 0.4767 - accuracy: 0.7542 Epoch 18/100 45/45 [==============================] - 0s 325us/step - loss: 0.4760 - accuracy: 0.7549 Epoch 19/100 45/45 [==============================] - 0s 329us/step - loss: 0.4754 - accuracy: 0.7576 Epoch 20/100 45/45 [==============================] - 0s 324us/step - loss: 0.4749 - accuracy: 0.7556 Epoch 21/100 45/45 [==============================] - 0s 329us/step - loss: 0.4744 - accuracy: 0.7556 Epoch 22/100 45/45 [==============================] - 0s 316us/step - loss: 0.4740 - accuracy: 0.7590 Epoch 23/100 45/45 [==============================] - 0s 341us/step - loss: 0.4737 - accuracy: 0.7597 Epoch 24/100 45/45 [==============================] - 0s 331us/step - loss: 0.4735 - accuracy: 0.7604 Epoch 25/100 45/45 [==============================] - 0s 322us/step - loss: 0.4730 - accuracy: 0.7583 Epoch 26/100 45/45 [==============================] - 0s 319us/step - loss: 0.4725 - accuracy: 0.7590 Epoch 27/100 45/45 [==============================] - 0s 327us/step - loss: 0.4723 - accuracy: 0.7576 Epoch 28/100 45/45 [==============================] - 0s 334us/step - loss: 0.4718 - accuracy: 0.7590 Epoch 29/100 45/45 [==============================] - 0s 332us/step - loss: 0.4715 - accuracy: 0.7646 Epoch 30/100 45/45 [==============================] - 0s 319us/step - loss: 0.4712 - accuracy: 0.7667 Epoch 31/100 45/45 [==============================] - 0s 320us/step - loss: 0.4708 - accuracy: 0.7611 Epoch 32/100 45/45 [==============================] - 0s 332us/step - loss: 0.4705 - accuracy: 0.7604 Epoch 33/100 45/45 [==============================] - 0s 314us/step - loss: 0.4702 - accuracy: 0.7667 Epoch 34/100 45/45 [==============================] - 0s 323us/step - loss: 0.4699 - accuracy: 0.7674 Epoch 35/100 45/45 [==============================] - 0s 328us/step - loss: 0.4695 - accuracy: 0.7681 Epoch 36/100 45/45 [==============================] - 0s 335us/step - loss: 0.4693 - accuracy: 0.7632 Epoch 37/100 45/45 [==============================] - 0s 321us/step - loss: 0.4689 - accuracy: 0.7639 Epoch 38/100 45/45 [==============================] - 0s 323us/step - loss: 0.4684 - accuracy: 0.7708 Epoch 39/100 45/45 [==============================] - 0s 315us/step - loss: 0.4680 - accuracy: 0.7667 Epoch 40/100 45/45 [==============================] - 0s 319us/step - loss: 0.4676 - accuracy: 0.7715 Epoch 41/100 45/45 [==============================] - 0s 329us/step - loss: 0.4671 - accuracy: 0.7715 Epoch 42/100 45/45 [==============================] - 0s 319us/step - loss: 0.4662 - accuracy: 0.7729 Epoch 43/100 45/45 [==============================] - 0s 329us/step - loss: 0.4657 - accuracy: 0.7729 Epoch 44/100 45/45 [==============================] - 0s 323us/step - loss: 0.4653 - accuracy: 0.7722 Epoch 45/100 45/45 [==============================] - 0s 331us/step - loss: 0.4646 - accuracy: 0.7694 Epoch 46/100 45/45 [==============================] - 0s 330us/step - loss: 0.4643 - accuracy: 0.7722 Epoch 47/100 45/45 [==============================] - 0s 321us/step - loss: 0.4637 - accuracy: 0.7688 Epoch 48/100 45/45 [==============================] - 0s 319us/step - loss: 0.4635 - accuracy: 0.7674 Epoch 49/100 45/45 [==============================] - 0s 320us/step - loss: 0.4628 - accuracy: 0.7736 Epoch 50/100 45/45 [==============================] - 0s 333us/step - loss: 0.4623 - accuracy: 0.7688 Epoch 51/100 45/45 [==============================] - 0s 330us/step - loss: 0.4619 - accuracy: 0.7694 Epoch 52/100 45/45 [==============================] - 0s 330us/step - loss: 0.4616 - accuracy: 0.7715 Epoch 53/100 45/45 [==============================] - 0s 320us/step - loss: 0.4611 - accuracy: 0.7708 Epoch 54/100 45/45 [==============================] - 0s 337us/step - loss: 0.4606 - accuracy: 0.7701 Epoch 55/100 45/45 [==============================] - 0s 338us/step - loss: 0.4604 - accuracy: 0.7715 Epoch 56/100 45/45 [==============================] - 0s 335us/step - loss: 0.4599 - accuracy: 0.7722 Epoch 57/100 45/45 [==============================] - 0s 327us/step - loss: 0.4596 - accuracy: 0.7722 Epoch 58/100 45/45 [==============================] - 0s 336us/step - loss: 0.4590 - accuracy: 0.7722 Epoch 59/100 45/45 [==============================] - 0s 318us/step - loss: 0.4586 - accuracy: 0.7771 Epoch 60/100 45/45 [==============================] - 0s 333us/step - loss: 0.4582 - accuracy: 0.7750 Epoch 61/100 45/45 [==============================] - 0s 327us/step - loss: 0.4579 - accuracy: 0.7778 Epoch 62/100 45/45 [==============================] - 0s 334us/step - loss: 0.4573 - accuracy: 0.7743 Epoch 63/100 45/45 [==============================] - 0s 328us/step - loss: 0.4568 - accuracy: 0.7785 Epoch 64/100 45/45 [==============================] - 0s 330us/step - loss: 0.4563 - accuracy: 0.7785 Epoch 65/100 45/45 [==============================] - 0s 330us/step - loss: 0.4561 - accuracy: 0.7771 Epoch 66/100 45/45 [==============================] - 0s 327us/step - loss: 0.4556 - accuracy: 0.7806 Epoch 67/100 45/45 [==============================] - 0s 329us/step - loss: 0.4556 - accuracy: 0.7792 Epoch 68/100 45/45 [==============================] - 0s 327us/step - loss: 0.4549 - accuracy: 0.7799 Epoch 69/100 45/45 [==============================] - 0s 334us/step - loss: 0.4544 - accuracy: 0.7785 Epoch 70/100 45/45 [==============================] - 0s 328us/step - loss: 0.4540 - accuracy: 0.7826 Epoch 71/100 45/45 [==============================] - 0s 334us/step - loss: 0.4537 - accuracy: 0.7861 Epoch 72/100 45/45 [==============================] - 0s 335us/step - loss: 0.4533 - accuracy: 0.7812 Epoch 73/100 45/45 [==============================] - 0s 321us/step - loss: 0.4530 - accuracy: 0.7799 Epoch 74/100 45/45 [==============================] - 0s 329us/step - loss: 0.4526 - accuracy: 0.7819 Epoch 75/100 45/45 [==============================] - 0s 333us/step - loss: 0.4520 - accuracy: 0.7840 Epoch 76/100 45/45 [==============================] - 0s 324us/step - loss: 0.4517 - accuracy: 0.7847 Epoch 77/100 45/45 [==============================] - 0s 325us/step - loss: 0.4513 - accuracy: 0.7806 Epoch 78/100 45/45 [==============================] - 0s 323us/step - loss: 0.4505 - accuracy: 0.7840 Epoch 79/100 45/45 [==============================] - 0s 318us/step - loss: 0.4504 - accuracy: 0.7826 Epoch 80/100 45/45 [==============================] - 0s 329us/step - loss: 0.4495 - accuracy: 0.7861 Epoch 81/100 45/45 [==============================] - 0s 326us/step - loss: 0.4494 - accuracy: 0.7812 Epoch 82/100 45/45 [==============================] - 0s 331us/step - loss: 0.4487 - accuracy: 0.7819 Epoch 83/100 45/45 [==============================] - 0s 329us/step - loss: 0.4481 - accuracy: 0.7840 Epoch 84/100 45/45 [==============================] - 0s 332us/step - loss: 0.4479 - accuracy: 0.7819 Epoch 85/100 45/45 [==============================] - 0s 330us/step - loss: 0.4475 - accuracy: 0.7854 Epoch 86/100 45/45 [==============================] - 0s 327us/step - loss: 0.4470 - accuracy: 0.7826 Epoch 87/100 45/45 [==============================] - 0s 328us/step - loss: 0.4465 - accuracy: 0.7861 Epoch 88/100 45/45 [==============================] - 0s 319us/step - loss: 0.4465 - accuracy: 0.7806 Epoch 89/100 45/45 [==============================] - 0s 315us/step - loss: 0.4454 - accuracy: 0.7847 Epoch 90/100 45/45 [==============================] - 0s 330us/step - loss: 0.4453 - accuracy: 0.7847 Epoch 91/100 45/45 [==============================] - 0s 318us/step - loss: 0.4454 - accuracy: 0.7861 Epoch 92/100 45/45 [==============================] - 0s 324us/step - loss: 0.4448 - accuracy: 0.7826 Epoch 93/100 45/45 [==============================] - 0s 331us/step - loss: 0.4443 - accuracy: 0.7882 Epoch 94/100 45/45 [==============================] - 0s 323us/step - loss: 0.4441 - accuracy: 0.7861 Epoch 95/100 45/45 [==============================] - 0s 322us/step - loss: 0.4434 - accuracy: 0.7840 Epoch 96/100 45/45 [==============================] - 0s 320us/step - loss: 0.4435 - accuracy: 0.7875 Epoch 97/100 45/45 [==============================] - 0s 321us/step - loss: 0.4428 - accuracy: 0.7875 Epoch 98/100 45/45 [==============================] - 0s 334us/step - loss: 0.4427 - accuracy: 0.7889 Epoch 99/100 45/45 [==============================] - 0s 317us/step - loss: 0.4424 - accuracy: 0.7903 Epoch 100/100 45/45 [==============================] - 0s 331us/step - loss: 0.4420 - accuracy: 0.7917 5/5 [==============================] - 0s 459us/step Epoch 1/100 45/45 [==============================] - 0s 459us/step - loss: 0.6862 - accuracy: 0.6639 Epoch 2/100 45/45 [==============================] - 0s 438us/step - loss: 0.6650 - accuracy: 0.6618 Epoch 3/100 45/45 [==============================] - 0s 341us/step - loss: 0.6309 - accuracy: 0.6618 Epoch 4/100 45/45 [==============================] - 0s 325us/step - loss: 0.5884 - accuracy: 0.6618 Epoch 5/100 45/45 [==============================] - 0s 328us/step - loss: 0.5511 - accuracy: 0.6618 Epoch 6/100 45/45 [==============================] - 0s 329us/step - loss: 0.5273 - accuracy: 0.6611 Epoch 7/100 45/45 [==============================] - 0s 320us/step - loss: 0.5132 - accuracy: 0.6903 Epoch 8/100 45/45 [==============================] - 0s 325us/step - loss: 0.5046 - accuracy: 0.7660 Epoch 9/100 45/45 [==============================] - 0s 330us/step - loss: 0.4979 - accuracy: 0.7701 Epoch 10/100 45/45 [==============================] - 0s 327us/step - loss: 0.4919 - accuracy: 0.7729 Epoch 11/100 45/45 [==============================] - 0s 317us/step - loss: 0.4867 - accuracy: 0.7743 Epoch 12/100 45/45 [==============================] - 0s 334us/step - loss: 0.4825 - accuracy: 0.7694 Epoch 13/100 45/45 [==============================] - 0s 334us/step - loss: 0.4790 - accuracy: 0.7639 Epoch 14/100 45/45 [==============================] - 0s 320us/step - loss: 0.4764 - accuracy: 0.7597 Epoch 15/100 45/45 [==============================] - 0s 332us/step - loss: 0.4739 - accuracy: 0.7618 Epoch 16/100 45/45 [==============================] - 0s 323us/step - loss: 0.4720 - accuracy: 0.7604 Epoch 17/100 45/45 [==============================] - 0s 328us/step - loss: 0.4703 - accuracy: 0.7625 Epoch 18/100 45/45 [==============================] - 0s 325us/step - loss: 0.4690 - accuracy: 0.7639 Epoch 19/100 45/45 [==============================] - 0s 327us/step - loss: 0.4679 - accuracy: 0.7660 Epoch 20/100 45/45 [==============================] - 0s 321us/step - loss: 0.4667 - accuracy: 0.7611 Epoch 21/100 45/45 [==============================] - 0s 328us/step - loss: 0.4654 - accuracy: 0.7632 Epoch 22/100 45/45 [==============================] - 0s 327us/step - loss: 0.4642 - accuracy: 0.7667 Epoch 23/100 45/45 [==============================] - 0s 317us/step - loss: 0.4633 - accuracy: 0.7708 Epoch 24/100 45/45 [==============================] - 0s 317us/step - loss: 0.4626 - accuracy: 0.7681 Epoch 25/100 45/45 [==============================] - 0s 391us/step - loss: 0.4618 - accuracy: 0.7750 Epoch 26/100 45/45 [==============================] - 0s 335us/step - loss: 0.4613 - accuracy: 0.7681 Epoch 27/100 45/45 [==============================] - 0s 330us/step - loss: 0.4605 - accuracy: 0.7715 Epoch 28/100 45/45 [==============================] - 0s 328us/step - loss: 0.4598 - accuracy: 0.7708 Epoch 29/100 45/45 [==============================] - 0s 328us/step - loss: 0.4592 - accuracy: 0.7688 Epoch 30/100 45/45 [==============================] - 0s 325us/step - loss: 0.4585 - accuracy: 0.7722 Epoch 31/100 45/45 [==============================] - 0s 338us/step - loss: 0.4579 - accuracy: 0.7694 Epoch 32/100 45/45 [==============================] - 0s 321us/step - loss: 0.4574 - accuracy: 0.7694 Epoch 33/100 45/45 [==============================] - 0s 322us/step - loss: 0.4568 - accuracy: 0.7701 Epoch 34/100 45/45 [==============================] - 0s 323us/step - loss: 0.4558 - accuracy: 0.7715 Epoch 35/100 45/45 [==============================] - 0s 321us/step - loss: 0.4554 - accuracy: 0.7674 Epoch 36/100 45/45 [==============================] - 0s 319us/step - loss: 0.4549 - accuracy: 0.7715 Epoch 37/100 45/45 [==============================] - 0s 318us/step - loss: 0.4544 - accuracy: 0.7688 Epoch 38/100 45/45 [==============================] - 0s 339us/step - loss: 0.4537 - accuracy: 0.7681 Epoch 39/100 45/45 [==============================] - 0s 321us/step - loss: 0.4534 - accuracy: 0.7708 Epoch 40/100 45/45 [==============================] - 0s 322us/step - loss: 0.4527 - accuracy: 0.7708 Epoch 41/100 45/45 [==============================] - 0s 313us/step - loss: 0.4526 - accuracy: 0.7729 Epoch 42/100 45/45 [==============================] - 0s 324us/step - loss: 0.4522 - accuracy: 0.7701 Epoch 43/100 45/45 [==============================] - 0s 317us/step - loss: 0.4518 - accuracy: 0.7715 Epoch 44/100 45/45 [==============================] - 0s 324us/step - loss: 0.4515 - accuracy: 0.7708 Epoch 45/100 45/45 [==============================] - 0s 328us/step - loss: 0.4513 - accuracy: 0.7736 Epoch 46/100 45/45 [==============================] - 0s 323us/step - loss: 0.4507 - accuracy: 0.7729 Epoch 47/100 45/45 [==============================] - 0s 317us/step - loss: 0.4503 - accuracy: 0.7743 Epoch 48/100 45/45 [==============================] - 0s 328us/step - loss: 0.4501 - accuracy: 0.7764 Epoch 49/100 45/45 [==============================] - 0s 311us/step - loss: 0.4497 - accuracy: 0.7736 Epoch 50/100 45/45 [==============================] - 0s 320us/step - loss: 0.4492 - accuracy: 0.7750 Epoch 51/100 45/45 [==============================] - 0s 318us/step - loss: 0.4486 - accuracy: 0.7764 Epoch 52/100 45/45 [==============================] - 0s 328us/step - loss: 0.4482 - accuracy: 0.7785 Epoch 53/100 45/45 [==============================] - 0s 352us/step - loss: 0.4477 - accuracy: 0.7757 Epoch 54/100 45/45 [==============================] - 0s 327us/step - loss: 0.4475 - accuracy: 0.7764 Epoch 55/100 45/45 [==============================] - 0s 319us/step - loss: 0.4472 - accuracy: 0.7785 Epoch 56/100 45/45 [==============================] - 0s 319us/step - loss: 0.4465 - accuracy: 0.7764 Epoch 57/100 45/45 [==============================] - 0s 325us/step - loss: 0.4460 - accuracy: 0.7771 Epoch 58/100 45/45 [==============================] - 0s 314us/step - loss: 0.4454 - accuracy: 0.7785 Epoch 59/100 45/45 [==============================] - 0s 326us/step - loss: 0.4452 - accuracy: 0.7778 Epoch 60/100 45/45 [==============================] - 0s 329us/step - loss: 0.4448 - accuracy: 0.7778 Epoch 61/100 45/45 [==============================] - 0s 327us/step - loss: 0.4446 - accuracy: 0.7750 Epoch 62/100 45/45 [==============================] - 0s 324us/step - loss: 0.4438 - accuracy: 0.7764 Epoch 63/100 45/45 [==============================] - 0s 318us/step - loss: 0.4438 - accuracy: 0.7785 Epoch 64/100 45/45 [==============================] - 0s 322us/step - loss: 0.4434 - accuracy: 0.7778 Epoch 65/100 45/45 [==============================] - 0s 321us/step - loss: 0.4431 - accuracy: 0.7778 Epoch 66/100 45/45 [==============================] - 0s 315us/step - loss: 0.4426 - accuracy: 0.7764 Epoch 67/100 45/45 [==============================] - 0s 330us/step - loss: 0.4425 - accuracy: 0.7792 Epoch 68/100 45/45 [==============================] - 0s 324us/step - loss: 0.4425 - accuracy: 0.7792 Epoch 69/100 45/45 [==============================] - 0s 333us/step - loss: 0.4413 - accuracy: 0.7799 Epoch 70/100 45/45 [==============================] - 0s 317us/step - loss: 0.4418 - accuracy: 0.7764 Epoch 71/100 45/45 [==============================] - 0s 329us/step - loss: 0.4414 - accuracy: 0.7799 Epoch 72/100 45/45 [==============================] - 0s 326us/step - loss: 0.4410 - accuracy: 0.7806 Epoch 73/100 45/45 [==============================] - 0s 318us/step - loss: 0.4410 - accuracy: 0.7840 Epoch 74/100 45/45 [==============================] - 0s 315us/step - loss: 0.4406 - accuracy: 0.7806 Epoch 75/100 45/45 [==============================] - 0s 317us/step - loss: 0.4404 - accuracy: 0.7792 Epoch 76/100 45/45 [==============================] - 0s 323us/step - loss: 0.4402 - accuracy: 0.7819 Epoch 77/100 45/45 [==============================] - 0s 322us/step - loss: 0.4400 - accuracy: 0.7847 Epoch 78/100 45/45 [==============================] - 0s 325us/step - loss: 0.4400 - accuracy: 0.7819 Epoch 79/100 45/45 [==============================] - 0s 327us/step - loss: 0.4394 - accuracy: 0.7833 Epoch 80/100 45/45 [==============================] - 0s 316us/step - loss: 0.4393 - accuracy: 0.7840 Epoch 81/100 45/45 [==============================] - 0s 321us/step - loss: 0.4391 - accuracy: 0.7861 Epoch 82/100 45/45 [==============================] - 0s 317us/step - loss: 0.4387 - accuracy: 0.7819 Epoch 83/100 45/45 [==============================] - 0s 325us/step - loss: 0.4387 - accuracy: 0.7833 Epoch 84/100 45/45 [==============================] - 0s 317us/step - loss: 0.4385 - accuracy: 0.7847 Epoch 85/100 45/45 [==============================] - 0s 317us/step - loss: 0.4382 - accuracy: 0.7861 Epoch 86/100 45/45 [==============================] - 0s 307us/step - loss: 0.4381 - accuracy: 0.7840 Epoch 87/100 45/45 [==============================] - 0s 496us/step - loss: 0.4381 - accuracy: 0.7847 Epoch 88/100 45/45 [==============================] - 0s 327us/step - loss: 0.4378 - accuracy: 0.7882 Epoch 89/100 45/45 [==============================] - 0s 329us/step - loss: 0.4377 - accuracy: 0.7861 Epoch 90/100 45/45 [==============================] - 0s 328us/step - loss: 0.4375 - accuracy: 0.7868 Epoch 91/100 45/45 [==============================] - 0s 332us/step - loss: 0.4372 - accuracy: 0.7924 Epoch 92/100 45/45 [==============================] - 0s 336us/step - loss: 0.4371 - accuracy: 0.7847 Epoch 93/100 45/45 [==============================] - 0s 319us/step - loss: 0.4369 - accuracy: 0.7882 Epoch 94/100 45/45 [==============================] - 0s 313us/step - loss: 0.4369 - accuracy: 0.7882 Epoch 95/100 45/45 [==============================] - 0s 324us/step - loss: 0.4365 - accuracy: 0.7889 Epoch 96/100 45/45 [==============================] - 0s 323us/step - loss: 0.4364 - accuracy: 0.7847 Epoch 97/100 45/45 [==============================] - 0s 320us/step - loss: 0.4362 - accuracy: 0.7861 Epoch 98/100 45/45 [==============================] - 0s 326us/step - loss: 0.4361 - accuracy: 0.7861 Epoch 99/100 45/45 [==============================] - 0s 321us/step - loss: 0.4358 - accuracy: 0.7875 Epoch 100/100 45/45 [==============================] - 0s 327us/step - loss: 0.4355 - accuracy: 0.7854 5/5 [==============================] - 0s 483us/step Epoch 1/100 45/45 [==============================] - 0s 469us/step - loss: 0.6876 - accuracy: 0.6514 Epoch 2/100 45/45 [==============================] - 0s 432us/step - loss: 0.6748 - accuracy: 0.6493 Epoch 3/100 45/45 [==============================] - 0s 326us/step - loss: 0.6556 - accuracy: 0.6701 Epoch 4/100 45/45 [==============================] - 0s 326us/step - loss: 0.6292 - accuracy: 0.7403 Epoch 5/100 45/45 [==============================] - 0s 321us/step - loss: 0.5981 - accuracy: 0.7701 Epoch 6/100 45/45 [==============================] - 0s 328us/step - loss: 0.5650 - accuracy: 0.7750 Epoch 7/100 45/45 [==============================] - 0s 328us/step - loss: 0.5347 - accuracy: 0.7743 Epoch 8/100 45/45 [==============================] - 0s 318us/step - loss: 0.5112 - accuracy: 0.7653 Epoch 9/100 45/45 [==============================] - 0s 330us/step - loss: 0.4952 - accuracy: 0.7694 Epoch 10/100 45/45 [==============================] - 0s 330us/step - loss: 0.4861 - accuracy: 0.7646 Epoch 11/100 45/45 [==============================] - 0s 312us/step - loss: 0.4810 - accuracy: 0.7625 Epoch 12/100 45/45 [==============================] - 0s 326us/step - loss: 0.4774 - accuracy: 0.7625 Epoch 13/100 45/45 [==============================] - 0s 327us/step - loss: 0.4753 - accuracy: 0.7646 Epoch 14/100 45/45 [==============================] - 0s 326us/step - loss: 0.4735 - accuracy: 0.7681 Epoch 15/100 45/45 [==============================] - 0s 329us/step - loss: 0.4719 - accuracy: 0.7674 Epoch 16/100 45/45 [==============================] - 0s 316us/step - loss: 0.4708 - accuracy: 0.7688 Epoch 17/100 45/45 [==============================] - 0s 333us/step - loss: 0.4697 - accuracy: 0.7681 Epoch 18/100 45/45 [==============================] - 0s 329us/step - loss: 0.4691 - accuracy: 0.7701 Epoch 19/100 45/45 [==============================] - 0s 339us/step - loss: 0.4684 - accuracy: 0.7729 Epoch 20/100 45/45 [==============================] - 0s 334us/step - loss: 0.4678 - accuracy: 0.7743 Epoch 21/100 45/45 [==============================] - 0s 319us/step - loss: 0.4673 - accuracy: 0.7715 Epoch 22/100 45/45 [==============================] - 0s 325us/step - loss: 0.4666 - accuracy: 0.7792 Epoch 23/100 45/45 [==============================] - 0s 322us/step - loss: 0.4660 - accuracy: 0.7722 Epoch 24/100 45/45 [==============================] - 0s 323us/step - loss: 0.4655 - accuracy: 0.7750 Epoch 25/100 45/45 [==============================] - 0s 319us/step - loss: 0.4649 - accuracy: 0.7806 Epoch 26/100 45/45 [==============================] - 0s 363us/step - loss: 0.4643 - accuracy: 0.7729 Epoch 27/100 45/45 [==============================] - 0s 340us/step - loss: 0.4640 - accuracy: 0.7771 Epoch 28/100 45/45 [==============================] - 0s 334us/step - loss: 0.4635 - accuracy: 0.7785 Epoch 29/100 45/45 [==============================] - 0s 323us/step - loss: 0.4630 - accuracy: 0.7750 Epoch 30/100 45/45 [==============================] - 0s 329us/step - loss: 0.4625 - accuracy: 0.7729 Epoch 31/100 45/45 [==============================] - 0s 329us/step - loss: 0.4619 - accuracy: 0.7743 Epoch 32/100 45/45 [==============================] - 0s 322us/step - loss: 0.4617 - accuracy: 0.7743 Epoch 33/100 45/45 [==============================] - 0s 326us/step - loss: 0.4612 - accuracy: 0.7757 Epoch 34/100 45/45 [==============================] - 0s 321us/step - loss: 0.4606 - accuracy: 0.7743 Epoch 35/100 45/45 [==============================] - 0s 330us/step - loss: 0.4604 - accuracy: 0.7764 Epoch 36/100 45/45 [==============================] - 0s 316us/step - loss: 0.4596 - accuracy: 0.7743 Epoch 37/100 45/45 [==============================] - 0s 325us/step - loss: 0.4592 - accuracy: 0.7715 Epoch 38/100 45/45 [==============================] - 0s 327us/step - loss: 0.4588 - accuracy: 0.7750 Epoch 39/100 45/45 [==============================] - 0s 328us/step - loss: 0.4582 - accuracy: 0.7736 Epoch 40/100 45/45 [==============================] - 0s 316us/step - loss: 0.4578 - accuracy: 0.7722 Epoch 41/100 45/45 [==============================] - 0s 326us/step - loss: 0.4573 - accuracy: 0.7715 Epoch 42/100 45/45 [==============================] - 0s 309us/step - loss: 0.4566 - accuracy: 0.7722 Epoch 43/100 45/45 [==============================] - 0s 325us/step - loss: 0.4563 - accuracy: 0.7736 Epoch 44/100 45/45 [==============================] - 0s 308us/step - loss: 0.4559 - accuracy: 0.7764 Epoch 45/100 45/45 [==============================] - 0s 315us/step - loss: 0.4554 - accuracy: 0.7736 Epoch 46/100 45/45 [==============================] - 0s 322us/step - loss: 0.4548 - accuracy: 0.7757 Epoch 47/100 45/45 [==============================] - 0s 326us/step - loss: 0.4542 - accuracy: 0.7771 Epoch 48/100 45/45 [==============================] - 0s 340us/step - loss: 0.4540 - accuracy: 0.7736 Epoch 49/100 45/45 [==============================] - 0s 324us/step - loss: 0.4534 - accuracy: 0.7743 Epoch 50/100 45/45 [==============================] - 0s 328us/step - loss: 0.4529 - accuracy: 0.7785 Epoch 51/100 45/45 [==============================] - 0s 327us/step - loss: 0.4526 - accuracy: 0.7750 Epoch 52/100 45/45 [==============================] - 0s 315us/step - loss: 0.4518 - accuracy: 0.7778 Epoch 53/100 45/45 [==============================] - 0s 323us/step - loss: 0.4520 - accuracy: 0.7757 Epoch 54/100 45/45 [==============================] - 0s 324us/step - loss: 0.4514 - accuracy: 0.7785 Epoch 55/100 45/45 [==============================] - 0s 325us/step - loss: 0.4509 - accuracy: 0.7799 Epoch 56/100 45/45 [==============================] - 0s 324us/step - loss: 0.4509 - accuracy: 0.7799 Epoch 57/100 45/45 [==============================] - 0s 318us/step - loss: 0.4503 - accuracy: 0.7819 Epoch 58/100 45/45 [==============================] - 0s 324us/step - loss: 0.4499 - accuracy: 0.7861 Epoch 59/100 45/45 [==============================] - 0s 327us/step - loss: 0.4497 - accuracy: 0.7847 Epoch 60/100 45/45 [==============================] - 0s 320us/step - loss: 0.4494 - accuracy: 0.7847 Epoch 61/100 45/45 [==============================] - 0s 317us/step - loss: 0.4489 - accuracy: 0.7854 Epoch 62/100 45/45 [==============================] - 0s 318us/step - loss: 0.4484 - accuracy: 0.7868 Epoch 63/100 45/45 [==============================] - 0s 333us/step - loss: 0.4484 - accuracy: 0.7875 Epoch 64/100 45/45 [==============================] - 0s 325us/step - loss: 0.4477 - accuracy: 0.7854 Epoch 65/100 45/45 [==============================] - 0s 321us/step - loss: 0.4476 - accuracy: 0.7889 Epoch 66/100 45/45 [==============================] - 0s 325us/step - loss: 0.4471 - accuracy: 0.7868 Epoch 67/100 45/45 [==============================] - 0s 322us/step - loss: 0.4469 - accuracy: 0.7889 Epoch 68/100 45/45 [==============================] - 0s 320us/step - loss: 0.4463 - accuracy: 0.7903 Epoch 69/100 45/45 [==============================] - 0s 320us/step - loss: 0.4460 - accuracy: 0.7917 Epoch 70/100 45/45 [==============================] - 0s 318us/step - loss: 0.4459 - accuracy: 0.7917 Epoch 71/100 45/45 [==============================] - 0s 331us/step - loss: 0.4454 - accuracy: 0.7889 Epoch 72/100 45/45 [==============================] - 0s 326us/step - loss: 0.4450 - accuracy: 0.7924 Epoch 73/100 45/45 [==============================] - 0s 319us/step - loss: 0.4448 - accuracy: 0.7910 Epoch 74/100 45/45 [==============================] - 0s 330us/step - loss: 0.4443 - accuracy: 0.7910 Epoch 75/100 45/45 [==============================] - 0s 328us/step - loss: 0.4440 - accuracy: 0.7875 Epoch 76/100 45/45 [==============================] - 0s 320us/step - loss: 0.4433 - accuracy: 0.7931 Epoch 77/100 45/45 [==============================] - 0s 312us/step - loss: 0.4436 - accuracy: 0.7917 Epoch 78/100 45/45 [==============================] - 0s 317us/step - loss: 0.4430 - accuracy: 0.7951 Epoch 79/100 45/45 [==============================] - 0s 321us/step - loss: 0.4427 - accuracy: 0.7910 Epoch 80/100 45/45 [==============================] - 0s 345us/step - loss: 0.4423 - accuracy: 0.7986 Epoch 81/100 45/45 [==============================] - 0s 328us/step - loss: 0.4417 - accuracy: 0.7924 Epoch 82/100 45/45 [==============================] - 0s 314us/step - loss: 0.4417 - accuracy: 0.7889 Epoch 83/100 45/45 [==============================] - 0s 320us/step - loss: 0.4413 - accuracy: 0.7931 Epoch 84/100 45/45 [==============================] - 0s 316us/step - loss: 0.4409 - accuracy: 0.7958 Epoch 85/100 45/45 [==============================] - 0s 326us/step - loss: 0.4407 - accuracy: 0.7944 Epoch 86/100 45/45 [==============================] - 0s 322us/step - loss: 0.4400 - accuracy: 0.7924 Epoch 87/100 45/45 [==============================] - 0s 328us/step - loss: 0.4398 - accuracy: 0.7917 Epoch 88/100 45/45 [==============================] - 0s 333us/step - loss: 0.4393 - accuracy: 0.7944 Epoch 89/100 45/45 [==============================] - 0s 319us/step - loss: 0.4391 - accuracy: 0.7924 Epoch 90/100 45/45 [==============================] - 0s 333us/step - loss: 0.4386 - accuracy: 0.7944 Epoch 91/100 45/45 [==============================] - 0s 329us/step - loss: 0.4385 - accuracy: 0.7931 Epoch 92/100 45/45 [==============================] - 0s 317us/step - loss: 0.4381 - accuracy: 0.7958 Epoch 93/100 45/45 [==============================] - 0s 322us/step - loss: 0.4379 - accuracy: 0.7924 Epoch 94/100 45/45 [==============================] - 0s 312us/step - loss: 0.4370 - accuracy: 0.7937 Epoch 95/100 45/45 [==============================] - 0s 324us/step - loss: 0.4368 - accuracy: 0.7931 Epoch 96/100 45/45 [==============================] - 0s 327us/step - loss: 0.4362 - accuracy: 0.7917 Epoch 97/100 45/45 [==============================] - 0s 320us/step - loss: 0.4362 - accuracy: 0.7937 Epoch 98/100 45/45 [==============================] - 0s 316us/step - loss: 0.4361 - accuracy: 0.7910 Epoch 99/100 45/45 [==============================] - 0s 322us/step - loss: 0.4356 - accuracy: 0.7931 Epoch 100/100 45/45 [==============================] - 0s 324us/step - loss: 0.4350 - accuracy: 0.7958 5/5 [==============================] - 0s 462us/step Epoch 1/100 45/45 [==============================] - 0s 460us/step - loss: 0.6877 - accuracy: 0.6521 Epoch 2/100 45/45 [==============================] - 0s 427us/step - loss: 0.6697 - accuracy: 0.6521 Epoch 3/100 45/45 [==============================] - 0s 326us/step - loss: 0.6379 - accuracy: 0.6521 Epoch 4/100 45/45 [==============================] - 0s 327us/step - loss: 0.5987 - accuracy: 0.6521 Epoch 5/100 45/45 [==============================] - 0s 313us/step - loss: 0.5632 - accuracy: 0.6521 Epoch 6/100 45/45 [==============================] - 0s 316us/step - loss: 0.5392 - accuracy: 0.6514 Epoch 7/100 45/45 [==============================] - 0s 317us/step - loss: 0.5248 - accuracy: 0.7014 Epoch 8/100 45/45 [==============================] - 0s 319us/step - loss: 0.5157 - accuracy: 0.7542 Epoch 9/100 45/45 [==============================] - 0s 328us/step - loss: 0.5088 - accuracy: 0.7528 Epoch 10/100 45/45 [==============================] - 0s 321us/step - loss: 0.5029 - accuracy: 0.7569 Epoch 11/100 45/45 [==============================] - 0s 316us/step - loss: 0.4979 - accuracy: 0.7583 Epoch 12/100 45/45 [==============================] - 0s 316us/step - loss: 0.4934 - accuracy: 0.7569 Epoch 13/100 45/45 [==============================] - 0s 320us/step - loss: 0.4904 - accuracy: 0.7549 Epoch 14/100 45/45 [==============================] - 0s 321us/step - loss: 0.4878 - accuracy: 0.7507 Epoch 15/100 45/45 [==============================] - 0s 324us/step - loss: 0.4856 - accuracy: 0.7507 Epoch 16/100 45/45 [==============================] - 0s 320us/step - loss: 0.4840 - accuracy: 0.7583 Epoch 17/100 45/45 [==============================] - 0s 310us/step - loss: 0.4828 - accuracy: 0.7549 Epoch 18/100 45/45 [==============================] - 0s 314us/step - loss: 0.4815 - accuracy: 0.7563 Epoch 19/100 45/45 [==============================] - 0s 331us/step - loss: 0.4805 - accuracy: 0.7569 Epoch 20/100 45/45 [==============================] - 0s 315us/step - loss: 0.4795 - accuracy: 0.7549 Epoch 21/100 45/45 [==============================] - 0s 316us/step - loss: 0.4786 - accuracy: 0.7549 Epoch 22/100 45/45 [==============================] - 0s 319us/step - loss: 0.4781 - accuracy: 0.7549 Epoch 23/100 45/45 [==============================] - 0s 334us/step - loss: 0.4772 - accuracy: 0.7549 Epoch 24/100 45/45 [==============================] - 0s 318us/step - loss: 0.4768 - accuracy: 0.7542 Epoch 25/100 45/45 [==============================] - 0s 318us/step - loss: 0.4762 - accuracy: 0.7549 Epoch 26/100 45/45 [==============================] - 0s 327us/step - loss: 0.4757 - accuracy: 0.7542 Epoch 27/100 45/45 [==============================] - 0s 327us/step - loss: 0.4752 - accuracy: 0.7556 Epoch 28/100 45/45 [==============================] - 0s 307us/step - loss: 0.4747 - accuracy: 0.7549 Epoch 29/100 45/45 [==============================] - 0s 319us/step - loss: 0.4741 - accuracy: 0.7611 Epoch 30/100 45/45 [==============================] - 0s 324us/step - loss: 0.4734 - accuracy: 0.7590 Epoch 31/100 45/45 [==============================] - 0s 332us/step - loss: 0.4730 - accuracy: 0.7576 Epoch 32/100 45/45 [==============================] - 0s 326us/step - loss: 0.4723 - accuracy: 0.7618 Epoch 33/100 45/45 [==============================] - 0s 330us/step - loss: 0.4720 - accuracy: 0.7625 Epoch 34/100 45/45 [==============================] - 0s 318us/step - loss: 0.4711 - accuracy: 0.7646 Epoch 35/100 45/45 [==============================] - 0s 328us/step - loss: 0.4702 - accuracy: 0.7611 Epoch 36/100 45/45 [==============================] - 0s 328us/step - loss: 0.4696 - accuracy: 0.7632 Epoch 37/100 45/45 [==============================] - 0s 327us/step - loss: 0.4689 - accuracy: 0.7660 Epoch 38/100 45/45 [==============================] - 0s 319us/step - loss: 0.4683 - accuracy: 0.7618 Epoch 39/100 45/45 [==============================] - 0s 337us/step - loss: 0.4678 - accuracy: 0.7667 Epoch 40/100 45/45 [==============================] - 0s 322us/step - loss: 0.4670 - accuracy: 0.7646 Epoch 41/100 45/45 [==============================] - 0s 311us/step - loss: 0.4668 - accuracy: 0.7681 Epoch 42/100 45/45 [==============================] - 0s 322us/step - loss: 0.4661 - accuracy: 0.7715 Epoch 43/100 45/45 [==============================] - 0s 329us/step - loss: 0.4654 - accuracy: 0.7674 Epoch 44/100 45/45 [==============================] - 0s 317us/step - loss: 0.4649 - accuracy: 0.7736 Epoch 45/100 45/45 [==============================] - 0s 333us/step - loss: 0.4641 - accuracy: 0.7681 Epoch 46/100 45/45 [==============================] - 0s 329us/step - loss: 0.4632 - accuracy: 0.7729 Epoch 47/100 45/45 [==============================] - 0s 320us/step - loss: 0.4625 - accuracy: 0.7757 Epoch 48/100 45/45 [==============================] - 0s 314us/step - loss: 0.4618 - accuracy: 0.7701 Epoch 49/100 45/45 [==============================] - 0s 325us/step - loss: 0.4610 - accuracy: 0.7694 Epoch 50/100 45/45 [==============================] - 0s 317us/step - loss: 0.4606 - accuracy: 0.7722 Epoch 51/100 45/45 [==============================] - 0s 324us/step - loss: 0.4598 - accuracy: 0.7708 Epoch 52/100 45/45 [==============================] - 0s 332us/step - loss: 0.4594 - accuracy: 0.7708 Epoch 53/100 45/45 [==============================] - 0s 315us/step - loss: 0.4585 - accuracy: 0.7688 Epoch 54/100 45/45 [==============================] - 0s 330us/step - loss: 0.4578 - accuracy: 0.7701 Epoch 55/100 45/45 [==============================] - 0s 317us/step - loss: 0.4573 - accuracy: 0.7708 Epoch 56/100 45/45 [==============================] - 0s 315us/step - loss: 0.4567 - accuracy: 0.7674 Epoch 57/100 45/45 [==============================] - 0s 313us/step - loss: 0.4560 - accuracy: 0.7660 Epoch 58/100 45/45 [==============================] - 0s 318us/step - loss: 0.4556 - accuracy: 0.7667 Epoch 59/100 45/45 [==============================] - 0s 327us/step - loss: 0.4550 - accuracy: 0.7681 Epoch 60/100 45/45 [==============================] - 0s 317us/step - loss: 0.4543 - accuracy: 0.7688 Epoch 61/100 45/45 [==============================] - 0s 321us/step - loss: 0.4541 - accuracy: 0.7660 Epoch 62/100 45/45 [==============================] - 0s 341us/step - loss: 0.4534 - accuracy: 0.7701 Epoch 63/100 45/45 [==============================] - 0s 330us/step - loss: 0.4534 - accuracy: 0.7681 Epoch 64/100 45/45 [==============================] - 0s 327us/step - loss: 0.4526 - accuracy: 0.7688 Epoch 65/100 45/45 [==============================] - 0s 320us/step - loss: 0.4522 - accuracy: 0.7722 Epoch 66/100 45/45 [==============================] - 0s 328us/step - loss: 0.4519 - accuracy: 0.7722 Epoch 67/100 45/45 [==============================] - 0s 324us/step - loss: 0.4513 - accuracy: 0.7708 Epoch 68/100 45/45 [==============================] - 0s 325us/step - loss: 0.4512 - accuracy: 0.7715 Epoch 69/100 45/45 [==============================] - 0s 333us/step - loss: 0.4505 - accuracy: 0.7701 Epoch 70/100 45/45 [==============================] - 0s 326us/step - loss: 0.4501 - accuracy: 0.7743 Epoch 71/100 45/45 [==============================] - 0s 322us/step - loss: 0.4498 - accuracy: 0.7729 Epoch 72/100 45/45 [==============================] - 0s 317us/step - loss: 0.4493 - accuracy: 0.7736 Epoch 73/100 45/45 [==============================] - 0s 335us/step - loss: 0.4491 - accuracy: 0.7743 Epoch 74/100 45/45 [==============================] - 0s 312us/step - loss: 0.4487 - accuracy: 0.7729 Epoch 75/100 45/45 [==============================] - 0s 319us/step - loss: 0.4481 - accuracy: 0.7778 Epoch 76/100 45/45 [==============================] - 0s 314us/step - loss: 0.4478 - accuracy: 0.7743 Epoch 77/100 45/45 [==============================] - 0s 327us/step - loss: 0.4474 - accuracy: 0.7736 Epoch 78/100 45/45 [==============================] - 0s 322us/step - loss: 0.4469 - accuracy: 0.7729 Epoch 79/100 45/45 [==============================] - 0s 326us/step - loss: 0.4464 - accuracy: 0.7764 Epoch 80/100 45/45 [==============================] - 0s 314us/step - loss: 0.4461 - accuracy: 0.7750 Epoch 81/100 45/45 [==============================] - 0s 319us/step - loss: 0.4453 - accuracy: 0.7764 Epoch 82/100 45/45 [==============================] - 0s 321us/step - loss: 0.4453 - accuracy: 0.7743 Epoch 83/100 45/45 [==============================] - 0s 343us/step - loss: 0.4446 - accuracy: 0.7736 Epoch 84/100 45/45 [==============================] - 0s 327us/step - loss: 0.4444 - accuracy: 0.7736 Epoch 85/100 45/45 [==============================] - 0s 322us/step - loss: 0.4436 - accuracy: 0.7750 Epoch 86/100 45/45 [==============================] - 0s 314us/step - loss: 0.4435 - accuracy: 0.7771 Epoch 87/100 45/45 [==============================] - 0s 318us/step - loss: 0.4429 - accuracy: 0.7736 Epoch 88/100 45/45 [==============================] - 0s 320us/step - loss: 0.4425 - accuracy: 0.7764 Epoch 89/100 45/45 [==============================] - 0s 320us/step - loss: 0.4421 - accuracy: 0.7771 Epoch 90/100 45/45 [==============================] - 0s 313us/step - loss: 0.4416 - accuracy: 0.7778 Epoch 91/100 45/45 [==============================] - 0s 331us/step - loss: 0.4415 - accuracy: 0.7764 Epoch 92/100 45/45 [==============================] - 0s 314us/step - loss: 0.4411 - accuracy: 0.7778 Epoch 93/100 45/45 [==============================] - 0s 313us/step - loss: 0.4409 - accuracy: 0.7785 Epoch 94/100 45/45 [==============================] - 0s 317us/step - loss: 0.4399 - accuracy: 0.7799 Epoch 95/100 45/45 [==============================] - 0s 333us/step - loss: 0.4399 - accuracy: 0.7792 Epoch 96/100 45/45 [==============================] - 0s 313us/step - loss: 0.4391 - accuracy: 0.7799 Epoch 97/100 45/45 [==============================] - 0s 329us/step - loss: 0.4395 - accuracy: 0.7792 Epoch 98/100 45/45 [==============================] - 0s 320us/step - loss: 0.4385 - accuracy: 0.7812 Epoch 99/100 45/45 [==============================] - 0s 311us/step - loss: 0.4386 - accuracy: 0.7826 Epoch 100/100 45/45 [==============================] - 0s 329us/step - loss: 0.4382 - accuracy: 0.7806 5/5 [==============================] - 0s 418us/step Epoch 1/100 45/45 [==============================] - 0s 444us/step - loss: 0.6875 - accuracy: 0.6486 Epoch 2/100 45/45 [==============================] - 0s 443us/step - loss: 0.6718 - accuracy: 0.6597 Epoch 3/100 45/45 [==============================] - 0s 371us/step - loss: 0.6476 - accuracy: 0.6597 Epoch 4/100 45/45 [==============================] - 0s 390us/step - loss: 0.6165 - accuracy: 0.6597 Epoch 5/100 45/45 [==============================] - 0s 336us/step - loss: 0.5844 - accuracy: 0.6597 Epoch 6/100 45/45 [==============================] - 0s 400us/step - loss: 0.5557 - accuracy: 0.6597 Epoch 7/100 45/45 [==============================] - 0s 395us/step - loss: 0.5355 - accuracy: 0.6597 Epoch 8/100 45/45 [==============================] - 0s 384us/step - loss: 0.5214 - accuracy: 0.6611 Epoch 9/100 45/45 [==============================] - 0s 384us/step - loss: 0.5122 - accuracy: 0.7229 Epoch 10/100 45/45 [==============================] - 0s 389us/step - loss: 0.5051 - accuracy: 0.7667 Epoch 11/100 45/45 [==============================] - 0s 398us/step - loss: 0.4993 - accuracy: 0.7667 Epoch 12/100 45/45 [==============================] - 0s 373us/step - loss: 0.4941 - accuracy: 0.7660 Epoch 13/100 45/45 [==============================] - 0s 386us/step - loss: 0.4895 - accuracy: 0.7660 Epoch 14/100 45/45 [==============================] - 0s 389us/step - loss: 0.4860 - accuracy: 0.7660 Epoch 15/100 45/45 [==============================] - 0s 371us/step - loss: 0.4829 - accuracy: 0.7625 Epoch 16/100 45/45 [==============================] - 0s 371us/step - loss: 0.4806 - accuracy: 0.7625 Epoch 17/100 45/45 [==============================] - 0s 378us/step - loss: 0.4786 - accuracy: 0.7660 Epoch 18/100 45/45 [==============================] - 0s 376us/step - loss: 0.4766 - accuracy: 0.7632 Epoch 19/100 45/45 [==============================] - 0s 341us/step - loss: 0.4752 - accuracy: 0.7653 Epoch 20/100 45/45 [==============================] - 0s 348us/step - loss: 0.4740 - accuracy: 0.7646 Epoch 21/100 45/45 [==============================] - 0s 391us/step - loss: 0.4727 - accuracy: 0.7667 Epoch 22/100 45/45 [==============================] - 0s 397us/step - loss: 0.4715 - accuracy: 0.7674 Epoch 23/100 45/45 [==============================] - 0s 416us/step - loss: 0.4701 - accuracy: 0.7681 Epoch 24/100 45/45 [==============================] - 0s 402us/step - loss: 0.4689 - accuracy: 0.7708 Epoch 25/100 45/45 [==============================] - 0s 421us/step - loss: 0.4679 - accuracy: 0.7736 Epoch 26/100 45/45 [==============================] - 0s 327us/step - loss: 0.4667 - accuracy: 0.7708 Epoch 27/100 45/45 [==============================] - 0s 322us/step - loss: 0.4660 - accuracy: 0.7729 Epoch 28/100 45/45 [==============================] - 0s 325us/step - loss: 0.4653 - accuracy: 0.7701 Epoch 29/100 45/45 [==============================] - 0s 330us/step - loss: 0.4647 - accuracy: 0.7681 Epoch 30/100 45/45 [==============================] - 0s 319us/step - loss: 0.4640 - accuracy: 0.7701 Epoch 31/100 45/45 [==============================] - 0s 317us/step - loss: 0.4635 - accuracy: 0.7660 Epoch 32/100 45/45 [==============================] - 0s 316us/step - loss: 0.4626 - accuracy: 0.7701 Epoch 33/100 45/45 [==============================] - 0s 323us/step - loss: 0.4621 - accuracy: 0.7722 Epoch 34/100 45/45 [==============================] - 0s 320us/step - loss: 0.4614 - accuracy: 0.7729 Epoch 35/100 45/45 [==============================] - 0s 317us/step - loss: 0.4607 - accuracy: 0.7729 Epoch 36/100 45/45 [==============================] - 0s 322us/step - loss: 0.4599 - accuracy: 0.7701 Epoch 37/100 45/45 [==============================] - 0s 313us/step - loss: 0.4596 - accuracy: 0.7729 Epoch 38/100 45/45 [==============================] - 0s 335us/step - loss: 0.4591 - accuracy: 0.7729 Epoch 39/100 45/45 [==============================] - 0s 336us/step - loss: 0.4585 - accuracy: 0.7722 Epoch 40/100 45/45 [==============================] - 0s 327us/step - loss: 0.4578 - accuracy: 0.7722 Epoch 41/100 45/45 [==============================] - 0s 329us/step - loss: 0.4575 - accuracy: 0.7722 Epoch 42/100 45/45 [==============================] - 0s 324us/step - loss: 0.4570 - accuracy: 0.7715 Epoch 43/100 45/45 [==============================] - 0s 327us/step - loss: 0.4566 - accuracy: 0.7715 Epoch 44/100 45/45 [==============================] - 0s 337us/step - loss: 0.4562 - accuracy: 0.7708 Epoch 45/100 45/45 [==============================] - 0s 319us/step - loss: 0.4559 - accuracy: 0.7701 Epoch 46/100 45/45 [==============================] - 0s 331us/step - loss: 0.4553 - accuracy: 0.7701 Epoch 47/100 45/45 [==============================] - 0s 315us/step - loss: 0.4551 - accuracy: 0.7708 Epoch 48/100 45/45 [==============================] - 0s 316us/step - loss: 0.4546 - accuracy: 0.7688 Epoch 49/100 45/45 [==============================] - 0s 316us/step - loss: 0.4544 - accuracy: 0.7708 Epoch 50/100 45/45 [==============================] - 0s 323us/step - loss: 0.4540 - accuracy: 0.7701 Epoch 51/100 45/45 [==============================] - 0s 319us/step - loss: 0.4538 - accuracy: 0.7681 Epoch 52/100 45/45 [==============================] - 0s 332us/step - loss: 0.4534 - accuracy: 0.7722 Epoch 53/100 45/45 [==============================] - 0s 321us/step - loss: 0.4529 - accuracy: 0.7701 Epoch 54/100 45/45 [==============================] - 0s 319us/step - loss: 0.4530 - accuracy: 0.7715 Epoch 55/100 45/45 [==============================] - 0s 313us/step - loss: 0.4525 - accuracy: 0.7701 Epoch 56/100 45/45 [==============================] - 0s 316us/step - loss: 0.4522 - accuracy: 0.7688 Epoch 57/100 45/45 [==============================] - 0s 309us/step - loss: 0.4520 - accuracy: 0.7715 Epoch 58/100 45/45 [==============================] - 0s 328us/step - loss: 0.4517 - accuracy: 0.7688 Epoch 59/100 45/45 [==============================] - 0s 316us/step - loss: 0.4512 - accuracy: 0.7688 Epoch 60/100 45/45 [==============================] - 0s 316us/step - loss: 0.4511 - accuracy: 0.7701 Epoch 61/100 45/45 [==============================] - 0s 321us/step - loss: 0.4510 - accuracy: 0.7688 Epoch 62/100 45/45 [==============================] - 0s 326us/step - loss: 0.4507 - accuracy: 0.7688 Epoch 63/100 45/45 [==============================] - 0s 322us/step - loss: 0.4502 - accuracy: 0.7674 Epoch 64/100 45/45 [==============================] - 0s 322us/step - loss: 0.4500 - accuracy: 0.7708 Epoch 65/100 45/45 [==============================] - 0s 323us/step - loss: 0.4496 - accuracy: 0.7694 Epoch 66/100 45/45 [==============================] - 0s 317us/step - loss: 0.4493 - accuracy: 0.7715 Epoch 67/100 45/45 [==============================] - 0s 326us/step - loss: 0.4490 - accuracy: 0.7688 Epoch 68/100 45/45 [==============================] - 0s 312us/step - loss: 0.4487 - accuracy: 0.7708 Epoch 69/100 45/45 [==============================] - 0s 319us/step - loss: 0.4481 - accuracy: 0.7701 Epoch 70/100 45/45 [==============================] - 0s 325us/step - loss: 0.4482 - accuracy: 0.7694 Epoch 71/100 45/45 [==============================] - 0s 326us/step - loss: 0.4475 - accuracy: 0.7722 Epoch 72/100 45/45 [==============================] - 0s 316us/step - loss: 0.4476 - accuracy: 0.7708 Epoch 73/100 45/45 [==============================] - 0s 320us/step - loss: 0.4475 - accuracy: 0.7708 Epoch 74/100 45/45 [==============================] - 0s 330us/step - loss: 0.4472 - accuracy: 0.7778 Epoch 75/100 45/45 [==============================] - 0s 316us/step - loss: 0.4468 - accuracy: 0.7736 Epoch 76/100 45/45 [==============================] - 0s 321us/step - loss: 0.4469 - accuracy: 0.7743 Epoch 77/100 45/45 [==============================] - 0s 323us/step - loss: 0.4465 - accuracy: 0.7778 Epoch 78/100 45/45 [==============================] - 0s 324us/step - loss: 0.4463 - accuracy: 0.7771 Epoch 79/100 45/45 [==============================] - 0s 320us/step - loss: 0.4462 - accuracy: 0.7750 Epoch 80/100 45/45 [==============================] - 0s 327us/step - loss: 0.4461 - accuracy: 0.7708 Epoch 81/100 45/45 [==============================] - 0s 321us/step - loss: 0.4458 - accuracy: 0.7736 Epoch 82/100 45/45 [==============================] - 0s 318us/step - loss: 0.4458 - accuracy: 0.7771 Epoch 83/100 45/45 [==============================] - 0s 318us/step - loss: 0.4456 - accuracy: 0.7736 Epoch 84/100 45/45 [==============================] - 0s 332us/step - loss: 0.4455 - accuracy: 0.7750 Epoch 85/100 45/45 [==============================] - 0s 319us/step - loss: 0.4452 - accuracy: 0.7722 Epoch 86/100 45/45 [==============================] - 0s 332us/step - loss: 0.4453 - accuracy: 0.7757 Epoch 87/100 45/45 [==============================] - 0s 312us/step - loss: 0.4451 - accuracy: 0.7750 Epoch 88/100 45/45 [==============================] - 0s 323us/step - loss: 0.4450 - accuracy: 0.7764 Epoch 89/100 45/45 [==============================] - 0s 318us/step - loss: 0.4451 - accuracy: 0.7708 Epoch 90/100 45/45 [==============================] - 0s 324us/step - loss: 0.4447 - accuracy: 0.7757 Epoch 91/100 45/45 [==============================] - 0s 320us/step - loss: 0.4446 - accuracy: 0.7771 Epoch 92/100 45/45 [==============================] - 0s 321us/step - loss: 0.4444 - accuracy: 0.7785 Epoch 93/100 45/45 [==============================] - 0s 317us/step - loss: 0.4442 - accuracy: 0.7729 Epoch 94/100 45/45 [==============================] - 0s 312us/step - loss: 0.4442 - accuracy: 0.7778 Epoch 95/100 45/45 [==============================] - 0s 317us/step - loss: 0.4440 - accuracy: 0.7743 Epoch 96/100 45/45 [==============================] - 0s 317us/step - loss: 0.4435 - accuracy: 0.7743 Epoch 97/100 45/45 [==============================] - 0s 315us/step - loss: 0.4436 - accuracy: 0.7757 Epoch 98/100 45/45 [==============================] - 0s 321us/step - loss: 0.4433 - accuracy: 0.7778 Epoch 99/100 45/45 [==============================] - 0s 315us/step - loss: 0.4434 - accuracy: 0.7785 Epoch 100/100 45/45 [==============================] - 0s 317us/step - loss: 0.4431 - accuracy: 0.7785 5/5 [==============================] - 0s 456us/step Epoch 1/500 45/45 [==============================] - 0s 441us/step - loss: 0.6884 - accuracy: 0.6590 Epoch 2/500 45/45 [==============================] - 0s 410us/step - loss: 0.6628 - accuracy: 0.6590 Epoch 3/500 45/45 [==============================] - 0s 346us/step - loss: 0.5995 - accuracy: 0.6590 Epoch 4/500 45/45 [==============================] - 0s 333us/step - loss: 0.5434 - accuracy: 0.6590 Epoch 5/500 45/45 [==============================] - 0s 331us/step - loss: 0.5201 - accuracy: 0.6590 Epoch 6/500 45/45 [==============================] - 0s 331us/step - loss: 0.5117 - accuracy: 0.6590 Epoch 7/500 45/45 [==============================] - 0s 332us/step - loss: 0.5064 - accuracy: 0.6590 Epoch 8/500 45/45 [==============================] - 0s 520us/step - loss: 0.5028 - accuracy: 0.6590 Epoch 9/500 45/45 [==============================] - 0s 607us/step - loss: 0.4998 - accuracy: 0.7264 Epoch 10/500 45/45 [==============================] - 0s 346us/step - loss: 0.4978 - accuracy: 0.7812 Epoch 11/500 45/45 [==============================] - 0s 341us/step - loss: 0.4960 - accuracy: 0.7785 Epoch 12/500 45/45 [==============================] - 0s 342us/step - loss: 0.4941 - accuracy: 0.7750 Epoch 13/500 45/45 [==============================] - 0s 518us/step - loss: 0.4924 - accuracy: 0.7785 Epoch 14/500 45/45 [==============================] - 0s 342us/step - loss: 0.4909 - accuracy: 0.7812 Epoch 15/500 45/45 [==============================] - 0s 350us/step - loss: 0.4897 - accuracy: 0.7819 Epoch 16/500 45/45 [==============================] - 0s 325us/step - loss: 0.4885 - accuracy: 0.7764 Epoch 17/500 45/45 [==============================] - 0s 337us/step - loss: 0.4871 - accuracy: 0.7722 Epoch 18/500 45/45 [==============================] - 0s 343us/step - loss: 0.4857 - accuracy: 0.7799 Epoch 19/500 45/45 [==============================] - 0s 347us/step - loss: 0.4850 - accuracy: 0.7778 Epoch 20/500 45/45 [==============================] - 0s 331us/step - loss: 0.4834 - accuracy: 0.7889 Epoch 21/500 45/45 [==============================] - 0s 342us/step - loss: 0.4816 - accuracy: 0.7854 Epoch 22/500 45/45 [==============================] - 0s 334us/step - loss: 0.4801 - accuracy: 0.7910 Epoch 23/500 45/45 [==============================] - 0s 341us/step - loss: 0.4789 - accuracy: 0.7903 Epoch 24/500 45/45 [==============================] - 0s 326us/step - loss: 0.4774 - accuracy: 0.7861 Epoch 25/500 45/45 [==============================] - 0s 343us/step - loss: 0.4761 - accuracy: 0.7924 Epoch 26/500 45/45 [==============================] - 0s 343us/step - loss: 0.4749 - accuracy: 0.7896 Epoch 27/500 45/45 [==============================] - 0s 339us/step - loss: 0.4742 - accuracy: 0.7875 Epoch 28/500 45/45 [==============================] - 0s 336us/step - loss: 0.4728 - accuracy: 0.7875 Epoch 29/500 45/45 [==============================] - 0s 343us/step - loss: 0.4721 - accuracy: 0.7882 Epoch 30/500 45/45 [==============================] - 0s 333us/step - loss: 0.4708 - accuracy: 0.7875 Epoch 31/500 45/45 [==============================] - 0s 339us/step - loss: 0.4696 - accuracy: 0.7910 Epoch 32/500 45/45 [==============================] - 0s 338us/step - loss: 0.4688 - accuracy: 0.7896 Epoch 33/500 45/45 [==============================] - 0s 329us/step - loss: 0.4678 - accuracy: 0.7903 Epoch 34/500 45/45 [==============================] - 0s 326us/step - loss: 0.4669 - accuracy: 0.7882 Epoch 35/500 45/45 [==============================] - 0s 331us/step - loss: 0.4663 - accuracy: 0.7882 Epoch 36/500 45/45 [==============================] - 0s 334us/step - loss: 0.4651 - accuracy: 0.7868 Epoch 37/500 45/45 [==============================] - 0s 338us/step - loss: 0.4645 - accuracy: 0.7840 Epoch 38/500 45/45 [==============================] - 0s 335us/step - loss: 0.4643 - accuracy: 0.7861 Epoch 39/500 45/45 [==============================] - 0s 342us/step - loss: 0.4629 - accuracy: 0.7903 Epoch 40/500 45/45 [==============================] - 0s 331us/step - loss: 0.4627 - accuracy: 0.7868 Epoch 41/500 45/45 [==============================] - 0s 340us/step - loss: 0.4622 - accuracy: 0.7868 Epoch 42/500 45/45 [==============================] - 0s 346us/step - loss: 0.4605 - accuracy: 0.7875 Epoch 43/500 45/45 [==============================] - 0s 341us/step - loss: 0.4600 - accuracy: 0.7882 Epoch 44/500 45/45 [==============================] - 0s 332us/step - loss: 0.4591 - accuracy: 0.7910 Epoch 45/500 45/45 [==============================] - 0s 338us/step - loss: 0.4584 - accuracy: 0.7847 Epoch 46/500 45/45 [==============================] - 0s 343us/step - loss: 0.4577 - accuracy: 0.7854 Epoch 47/500 45/45 [==============================] - 0s 351us/step - loss: 0.4573 - accuracy: 0.7882 Epoch 48/500 45/45 [==============================] - 0s 374us/step - loss: 0.4564 - accuracy: 0.7889 Epoch 49/500 45/45 [==============================] - 0s 354us/step - loss: 0.4558 - accuracy: 0.7875 Epoch 50/500 45/45 [==============================] - 0s 337us/step - loss: 0.4552 - accuracy: 0.7861 Epoch 51/500 45/45 [==============================] - 0s 336us/step - loss: 0.4546 - accuracy: 0.7896 Epoch 52/500 45/45 [==============================] - 0s 336us/step - loss: 0.4545 - accuracy: 0.7833 Epoch 53/500 45/45 [==============================] - 0s 327us/step - loss: 0.4535 - accuracy: 0.7854 Epoch 54/500 45/45 [==============================] - 0s 328us/step - loss: 0.4531 - accuracy: 0.7875 Epoch 55/500 45/45 [==============================] - 0s 335us/step - loss: 0.4525 - accuracy: 0.7868 Epoch 56/500 45/45 [==============================] - 0s 333us/step - loss: 0.4520 - accuracy: 0.7833 Epoch 57/500 45/45 [==============================] - 0s 320us/step - loss: 0.4518 - accuracy: 0.7826 Epoch 58/500 45/45 [==============================] - 0s 329us/step - loss: 0.4514 - accuracy: 0.7854 Epoch 59/500 45/45 [==============================] - 0s 334us/step - loss: 0.4511 - accuracy: 0.7847 Epoch 60/500 45/45 [==============================] - 0s 341us/step - loss: 0.4507 - accuracy: 0.7826 Epoch 61/500 45/45 [==============================] - 0s 333us/step - loss: 0.4501 - accuracy: 0.7847 Epoch 62/500 45/45 [==============================] - 0s 344us/step - loss: 0.4499 - accuracy: 0.7806 Epoch 63/500 45/45 [==============================] - 0s 336us/step - loss: 0.4496 - accuracy: 0.7833 Epoch 64/500 45/45 [==============================] - 0s 333us/step - loss: 0.4493 - accuracy: 0.7819 Epoch 65/500 45/45 [==============================] - 0s 334us/step - loss: 0.4487 - accuracy: 0.7847 Epoch 66/500 45/45 [==============================] - 0s 342us/step - loss: 0.4481 - accuracy: 0.7826 Epoch 67/500 45/45 [==============================] - 0s 337us/step - loss: 0.4481 - accuracy: 0.7819 Epoch 68/500 45/45 [==============================] - 0s 331us/step - loss: 0.4484 - accuracy: 0.7854 Epoch 69/500 45/45 [==============================] - 0s 341us/step - loss: 0.4475 - accuracy: 0.7840 Epoch 70/500 45/45 [==============================] - 0s 335us/step - loss: 0.4472 - accuracy: 0.7806 Epoch 71/500 45/45 [==============================] - 0s 343us/step - loss: 0.4474 - accuracy: 0.7833 Epoch 72/500 45/45 [==============================] - 0s 320us/step - loss: 0.4463 - accuracy: 0.7792 Epoch 73/500 45/45 [==============================] - 0s 334us/step - loss: 0.4467 - accuracy: 0.7833 Epoch 74/500 45/45 [==============================] - 0s 323us/step - loss: 0.4460 - accuracy: 0.7806 Epoch 75/500 45/45 [==============================] - 0s 324us/step - loss: 0.4461 - accuracy: 0.7785 Epoch 76/500 45/45 [==============================] - 0s 342us/step - loss: 0.4457 - accuracy: 0.7799 Epoch 77/500 45/45 [==============================] - 0s 341us/step - loss: 0.4455 - accuracy: 0.7833 Epoch 78/500 45/45 [==============================] - 0s 337us/step - loss: 0.4456 - accuracy: 0.7812 Epoch 79/500 45/45 [==============================] - 0s 338us/step - loss: 0.4454 - accuracy: 0.7806 Epoch 80/500 45/45 [==============================] - 0s 323us/step - loss: 0.4439 - accuracy: 0.7812 Epoch 81/500 45/45 [==============================] - 0s 338us/step - loss: 0.4441 - accuracy: 0.7812 Epoch 82/500 45/45 [==============================] - 0s 333us/step - loss: 0.4443 - accuracy: 0.7771 Epoch 83/500 45/45 [==============================] - 0s 340us/step - loss: 0.4440 - accuracy: 0.7812 Epoch 84/500 45/45 [==============================] - 0s 332us/step - loss: 0.4434 - accuracy: 0.7785 Epoch 85/500 45/45 [==============================] - 0s 326us/step - loss: 0.4434 - accuracy: 0.7819 Epoch 86/500 45/45 [==============================] - 0s 336us/step - loss: 0.4432 - accuracy: 0.7812 Epoch 87/500 45/45 [==============================] - 0s 332us/step - loss: 0.4425 - accuracy: 0.7792 Epoch 88/500 45/45 [==============================] - 0s 330us/step - loss: 0.4427 - accuracy: 0.7764 Epoch 89/500 45/45 [==============================] - 0s 325us/step - loss: 0.4429 - accuracy: 0.7778 Epoch 90/500 45/45 [==============================] - 0s 332us/step - loss: 0.4424 - accuracy: 0.7792 Epoch 91/500 45/45 [==============================] - 0s 325us/step - loss: 0.4427 - accuracy: 0.7819 Epoch 92/500 45/45 [==============================] - 0s 326us/step - loss: 0.4420 - accuracy: 0.7785 Epoch 93/500 45/45 [==============================] - 0s 330us/step - loss: 0.4418 - accuracy: 0.7778 Epoch 94/500 45/45 [==============================] - 0s 325us/step - loss: 0.4421 - accuracy: 0.7757 Epoch 95/500 45/45 [==============================] - 0s 334us/step - loss: 0.4416 - accuracy: 0.7799 Epoch 96/500 45/45 [==============================] - 0s 317us/step - loss: 0.4410 - accuracy: 0.7792 Epoch 97/500 45/45 [==============================] - 0s 323us/step - loss: 0.4408 - accuracy: 0.7785 Epoch 98/500 45/45 [==============================] - 0s 329us/step - loss: 0.4411 - accuracy: 0.7799 Epoch 99/500 45/45 [==============================] - 0s 336us/step - loss: 0.4403 - accuracy: 0.7799 Epoch 100/500 45/45 [==============================] - 0s 339us/step - loss: 0.4402 - accuracy: 0.7861 Epoch 101/500 45/45 [==============================] - 0s 330us/step - loss: 0.4399 - accuracy: 0.7826 Epoch 102/500 45/45 [==============================] - 0s 329us/step - loss: 0.4402 - accuracy: 0.7799 Epoch 103/500 45/45 [==============================] - 0s 342us/step - loss: 0.4398 - accuracy: 0.7806 Epoch 104/500 45/45 [==============================] - 0s 334us/step - loss: 0.4396 - accuracy: 0.7792 Epoch 105/500 45/45 [==============================] - 0s 348us/step - loss: 0.4392 - accuracy: 0.7833 Epoch 106/500 45/45 [==============================] - 0s 343us/step - loss: 0.4389 - accuracy: 0.7847 Epoch 107/500 45/45 [==============================] - 0s 337us/step - loss: 0.4388 - accuracy: 0.7833 Epoch 108/500 45/45 [==============================] - 0s 346us/step - loss: 0.4388 - accuracy: 0.7924 Epoch 109/500 45/45 [==============================] - 0s 334us/step - loss: 0.4389 - accuracy: 0.7833 Epoch 110/500 45/45 [==============================] - 0s 338us/step - loss: 0.4383 - accuracy: 0.7917 Epoch 111/500 45/45 [==============================] - 0s 341us/step - loss: 0.4385 - accuracy: 0.7861 Epoch 112/500 45/45 [==============================] - 0s 329us/step - loss: 0.4380 - accuracy: 0.7840 Epoch 113/500 45/45 [==============================] - 0s 324us/step - loss: 0.4377 - accuracy: 0.7861 Epoch 114/500 45/45 [==============================] - 0s 325us/step - loss: 0.4377 - accuracy: 0.7847 Epoch 115/500 45/45 [==============================] - 0s 336us/step - loss: 0.4378 - accuracy: 0.7833 Epoch 116/500 45/45 [==============================] - 0s 339us/step - loss: 0.4379 - accuracy: 0.7924 Epoch 117/500 45/45 [==============================] - 0s 332us/step - loss: 0.4376 - accuracy: 0.7965 Epoch 118/500 45/45 [==============================] - 0s 334us/step - loss: 0.4367 - accuracy: 0.7826 Epoch 119/500 45/45 [==============================] - 0s 336us/step - loss: 0.4373 - accuracy: 0.7917 Epoch 120/500 45/45 [==============================] - 0s 317us/step - loss: 0.4374 - accuracy: 0.7840 Epoch 121/500 45/45 [==============================] - 0s 327us/step - loss: 0.4367 - accuracy: 0.8021 Epoch 122/500 45/45 [==============================] - 0s 332us/step - loss: 0.4360 - accuracy: 0.7861 Epoch 123/500 45/45 [==============================] - 0s 344us/step - loss: 0.4362 - accuracy: 0.7889 Epoch 124/500 45/45 [==============================] - 0s 331us/step - loss: 0.4366 - accuracy: 0.7958 Epoch 125/500 45/45 [==============================] - 0s 332us/step - loss: 0.4362 - accuracy: 0.7889 Epoch 126/500 45/45 [==============================] - 0s 332us/step - loss: 0.4365 - accuracy: 0.7965 Epoch 127/500 45/45 [==============================] - 0s 337us/step - loss: 0.4358 - accuracy: 0.7944 Epoch 128/500 45/45 [==============================] - 0s 341us/step - loss: 0.4359 - accuracy: 0.7965 Epoch 129/500 45/45 [==============================] - 0s 313us/step - loss: 0.4355 - accuracy: 0.7937 Epoch 130/500 45/45 [==============================] - 0s 331us/step - loss: 0.4358 - accuracy: 0.7924 Epoch 131/500 45/45 [==============================] - 0s 337us/step - loss: 0.4358 - accuracy: 0.7958 Epoch 132/500 45/45 [==============================] - 0s 335us/step - loss: 0.4353 - accuracy: 0.7993 Epoch 133/500 45/45 [==============================] - 0s 335us/step - loss: 0.4356 - accuracy: 0.7910 Epoch 134/500 45/45 [==============================] - 0s 342us/step - loss: 0.4355 - accuracy: 0.8014 Epoch 135/500 45/45 [==============================] - 0s 335us/step - loss: 0.4354 - accuracy: 0.7979 Epoch 136/500 45/45 [==============================] - 0s 332us/step - loss: 0.4355 - accuracy: 0.7951 Epoch 137/500 45/45 [==============================] - 0s 333us/step - loss: 0.4352 - accuracy: 0.7972 Epoch 138/500 45/45 [==============================] - 0s 337us/step - loss: 0.4351 - accuracy: 0.7979 Epoch 139/500 45/45 [==============================] - 0s 334us/step - loss: 0.4351 - accuracy: 0.7937 Epoch 140/500 45/45 [==============================] - 0s 332us/step - loss: 0.4348 - accuracy: 0.7958 Epoch 141/500 45/45 [==============================] - 0s 342us/step - loss: 0.4353 - accuracy: 0.8021 Epoch 142/500 45/45 [==============================] - 0s 334us/step - loss: 0.4352 - accuracy: 0.7937 Epoch 143/500 45/45 [==============================] - 0s 318us/step - loss: 0.4351 - accuracy: 0.7993 Epoch 144/500 45/45 [==============================] - 0s 337us/step - loss: 0.4348 - accuracy: 0.7993 Epoch 145/500 45/45 [==============================] - 0s 336us/step - loss: 0.4347 - accuracy: 0.7993 Epoch 146/500 45/45 [==============================] - 0s 331us/step - loss: 0.4349 - accuracy: 0.7986 Epoch 147/500 45/45 [==============================] - 0s 330us/step - loss: 0.4351 - accuracy: 0.7972 Epoch 148/500 45/45 [==============================] - 0s 332us/step - loss: 0.4348 - accuracy: 0.7958 Epoch 149/500 45/45 [==============================] - 0s 340us/step - loss: 0.4344 - accuracy: 0.7965 Epoch 150/500 45/45 [==============================] - 0s 333us/step - loss: 0.4345 - accuracy: 0.8014 Epoch 151/500 45/45 [==============================] - 0s 331us/step - loss: 0.4345 - accuracy: 0.7972 Epoch 152/500 45/45 [==============================] - 0s 340us/step - loss: 0.4343 - accuracy: 0.7972 Epoch 153/500 45/45 [==============================] - 0s 336us/step - loss: 0.4348 - accuracy: 0.7958 Epoch 154/500 45/45 [==============================] - 0s 333us/step - loss: 0.4343 - accuracy: 0.7979 Epoch 155/500 45/45 [==============================] - 0s 322us/step - loss: 0.4350 - accuracy: 0.7972 Epoch 156/500 45/45 [==============================] - 0s 337us/step - loss: 0.4346 - accuracy: 0.8042 Epoch 157/500 45/45 [==============================] - 0s 334us/step - loss: 0.4346 - accuracy: 0.8000 Epoch 158/500 45/45 [==============================] - 0s 331us/step - loss: 0.4344 - accuracy: 0.7972 Epoch 159/500 45/45 [==============================] - 0s 338us/step - loss: 0.4345 - accuracy: 0.7972 Epoch 160/500 45/45 [==============================] - 0s 335us/step - loss: 0.4344 - accuracy: 0.7993 Epoch 161/500 45/45 [==============================] - 0s 327us/step - loss: 0.4344 - accuracy: 0.8000 Epoch 162/500 45/45 [==============================] - 0s 342us/step - loss: 0.4344 - accuracy: 0.7958 Epoch 163/500 45/45 [==============================] - 0s 330us/step - loss: 0.4346 - accuracy: 0.7972 Epoch 164/500 45/45 [==============================] - 0s 338us/step - loss: 0.4343 - accuracy: 0.7944 Epoch 165/500 45/45 [==============================] - 0s 337us/step - loss: 0.4341 - accuracy: 0.8028 Epoch 166/500 45/45 [==============================] - 0s 332us/step - loss: 0.4342 - accuracy: 0.8007 Epoch 167/500 45/45 [==============================] - 0s 334us/step - loss: 0.4347 - accuracy: 0.7986 Epoch 168/500 45/45 [==============================] - 0s 338us/step - loss: 0.4341 - accuracy: 0.7993 Epoch 169/500 45/45 [==============================] - 0s 334us/step - loss: 0.4339 - accuracy: 0.7986 Epoch 170/500 45/45 [==============================] - 0s 335us/step - loss: 0.4345 - accuracy: 0.7972 Epoch 171/500 45/45 [==============================] - 0s 333us/step - loss: 0.4344 - accuracy: 0.8042 Epoch 172/500 45/45 [==============================] - 0s 343us/step - loss: 0.4340 - accuracy: 0.8049 Epoch 173/500 45/45 [==============================] - 0s 320us/step - loss: 0.4341 - accuracy: 0.7951 Epoch 174/500 45/45 [==============================] - 0s 336us/step - loss: 0.4341 - accuracy: 0.7993 Epoch 175/500 45/45 [==============================] - 0s 328us/step - loss: 0.4345 - accuracy: 0.7979 Epoch 176/500 45/45 [==============================] - 0s 334us/step - loss: 0.4343 - accuracy: 0.8014 Epoch 177/500 45/45 [==============================] - 0s 339us/step - loss: 0.4342 - accuracy: 0.7972 Epoch 178/500 45/45 [==============================] - 0s 334us/step - loss: 0.4340 - accuracy: 0.8014 Epoch 179/500 45/45 [==============================] - 0s 348us/step - loss: 0.4342 - accuracy: 0.8000 Epoch 180/500 45/45 [==============================] - 0s 333us/step - loss: 0.4342 - accuracy: 0.8014 Epoch 181/500 45/45 [==============================] - 0s 346us/step - loss: 0.4338 - accuracy: 0.8056 Epoch 182/500 45/45 [==============================] - 0s 339us/step - loss: 0.4333 - accuracy: 0.8007 Epoch 183/500 45/45 [==============================] - 0s 333us/step - loss: 0.4339 - accuracy: 0.8007 Epoch 184/500 45/45 [==============================] - 0s 335us/step - loss: 0.4336 - accuracy: 0.8042 Epoch 185/500 45/45 [==============================] - 0s 332us/step - loss: 0.4337 - accuracy: 0.7972 Epoch 186/500 45/45 [==============================] - 0s 335us/step - loss: 0.4342 - accuracy: 0.8014 Epoch 187/500 45/45 [==============================] - 0s 342us/step - loss: 0.4342 - accuracy: 0.8000 Epoch 188/500 45/45 [==============================] - 0s 323us/step - loss: 0.4339 - accuracy: 0.7979 Epoch 189/500 45/45 [==============================] - 0s 331us/step - loss: 0.4337 - accuracy: 0.8021 Epoch 190/500 45/45 [==============================] - 0s 335us/step - loss: 0.4341 - accuracy: 0.8007 Epoch 191/500 45/45 [==============================] - 0s 341us/step - loss: 0.4341 - accuracy: 0.7972 Epoch 192/500 45/45 [==============================] - 0s 328us/step - loss: 0.4338 - accuracy: 0.7979 Epoch 193/500 45/45 [==============================] - 0s 339us/step - loss: 0.4339 - accuracy: 0.8028 Epoch 194/500 45/45 [==============================] - 0s 337us/step - loss: 0.4335 - accuracy: 0.7979 Epoch 195/500 45/45 [==============================] - 0s 341us/step - loss: 0.4337 - accuracy: 0.7979 Epoch 196/500 45/45 [==============================] - 0s 335us/step - loss: 0.4334 - accuracy: 0.7986 Epoch 197/500 45/45 [==============================] - 0s 348us/step - loss: 0.4337 - accuracy: 0.7972 Epoch 198/500 45/45 [==============================] - 0s 340us/step - loss: 0.4340 - accuracy: 0.8042 Epoch 199/500 45/45 [==============================] - 0s 330us/step - loss: 0.4340 - accuracy: 0.7986 Epoch 200/500 45/45 [==============================] - 0s 349us/step - loss: 0.4337 - accuracy: 0.8021 Epoch 201/500 45/45 [==============================] - 0s 325us/step - loss: 0.4333 - accuracy: 0.8007 Epoch 202/500 45/45 [==============================] - 0s 325us/step - loss: 0.4339 - accuracy: 0.8000 Epoch 203/500 45/45 [==============================] - 0s 319us/step - loss: 0.4336 - accuracy: 0.8014 Epoch 204/500 45/45 [==============================] - 0s 340us/step - loss: 0.4339 - accuracy: 0.7979 Epoch 205/500 45/45 [==============================] - 0s 348us/step - loss: 0.4334 - accuracy: 0.7979 Epoch 206/500 45/45 [==============================] - 0s 331us/step - loss: 0.4332 - accuracy: 0.7986 Epoch 207/500 45/45 [==============================] - 0s 331us/step - loss: 0.4334 - accuracy: 0.7986 Epoch 208/500 45/45 [==============================] - 0s 335us/step - loss: 0.4337 - accuracy: 0.7965 Epoch 209/500 45/45 [==============================] - 0s 329us/step - loss: 0.4336 - accuracy: 0.8000 Epoch 210/500 45/45 [==============================] - 0s 344us/step - loss: 0.4336 - accuracy: 0.8000 Epoch 211/500 45/45 [==============================] - 0s 334us/step - loss: 0.4335 - accuracy: 0.7979 Epoch 212/500 45/45 [==============================] - 0s 329us/step - loss: 0.4332 - accuracy: 0.8007 Epoch 213/500 45/45 [==============================] - 0s 334us/step - loss: 0.4336 - accuracy: 0.7986 Epoch 214/500 45/45 [==============================] - 0s 337us/step - loss: 0.4335 - accuracy: 0.7993 Epoch 215/500 45/45 [==============================] - 0s 342us/step - loss: 0.4334 - accuracy: 0.7993 Epoch 216/500 45/45 [==============================] - 0s 344us/step - loss: 0.4331 - accuracy: 0.7972 Epoch 217/500 45/45 [==============================] - 0s 332us/step - loss: 0.4332 - accuracy: 0.8014 Epoch 218/500 45/45 [==============================] - 0s 322us/step - loss: 0.4334 - accuracy: 0.8021 Epoch 219/500 45/45 [==============================] - 0s 339us/step - loss: 0.4327 - accuracy: 0.7993 Epoch 220/500 45/45 [==============================] - 0s 327us/step - loss: 0.4334 - accuracy: 0.7979 Epoch 221/500 45/45 [==============================] - 0s 337us/step - loss: 0.4334 - accuracy: 0.7965 Epoch 222/500 45/45 [==============================] - 0s 328us/step - loss: 0.4330 - accuracy: 0.7993 Epoch 223/500 45/45 [==============================] - 0s 329us/step - loss: 0.4332 - accuracy: 0.8000 Epoch 224/500 45/45 [==============================] - 0s 331us/step - loss: 0.4331 - accuracy: 0.7993 Epoch 225/500 45/45 [==============================] - 0s 347us/step - loss: 0.4329 - accuracy: 0.7944 Epoch 226/500 45/45 [==============================] - 0s 331us/step - loss: 0.4332 - accuracy: 0.8028 Epoch 227/500 45/45 [==============================] - 0s 330us/step - loss: 0.4327 - accuracy: 0.7931 Epoch 228/500 45/45 [==============================] - 0s 335us/step - loss: 0.4332 - accuracy: 0.7993 Epoch 229/500 45/45 [==============================] - 0s 344us/step - loss: 0.4328 - accuracy: 0.7986 Epoch 230/500 45/45 [==============================] - 0s 343us/step - loss: 0.4328 - accuracy: 0.8000 Epoch 231/500 45/45 [==============================] - 0s 334us/step - loss: 0.4322 - accuracy: 0.7944 Epoch 232/500 45/45 [==============================] - 0s 344us/step - loss: 0.4327 - accuracy: 0.8021 Epoch 233/500 45/45 [==============================] - 0s 332us/step - loss: 0.4324 - accuracy: 0.7993 Epoch 234/500 45/45 [==============================] - 0s 339us/step - loss: 0.4324 - accuracy: 0.7979 Epoch 235/500 45/45 [==============================] - 0s 334us/step - loss: 0.4327 - accuracy: 0.7979 Epoch 236/500 45/45 [==============================] - 0s 342us/step - loss: 0.4321 - accuracy: 0.7993 Epoch 237/500 45/45 [==============================] - 0s 334us/step - loss: 0.4321 - accuracy: 0.7986 Epoch 238/500 45/45 [==============================] - 0s 337us/step - loss: 0.4322 - accuracy: 0.7986 Epoch 239/500 45/45 [==============================] - 0s 328us/step - loss: 0.4319 - accuracy: 0.8014 Epoch 240/500 45/45 [==============================] - 0s 336us/step - loss: 0.4327 - accuracy: 0.8014 Epoch 241/500 45/45 [==============================] - 0s 335us/step - loss: 0.4324 - accuracy: 0.8007 Epoch 242/500 45/45 [==============================] - 0s 332us/step - loss: 0.4321 - accuracy: 0.7986 Epoch 243/500 45/45 [==============================] - 0s 337us/step - loss: 0.4316 - accuracy: 0.7979 Epoch 244/500 45/45 [==============================] - 0s 332us/step - loss: 0.4316 - accuracy: 0.8007 Epoch 245/500 45/45 [==============================] - 0s 336us/step - loss: 0.4316 - accuracy: 0.7979 Epoch 246/500 45/45 [==============================] - 0s 335us/step - loss: 0.4317 - accuracy: 0.8007 Epoch 247/500 45/45 [==============================] - 0s 339us/step - loss: 0.4314 - accuracy: 0.8000 Epoch 248/500 45/45 [==============================] - 0s 337us/step - loss: 0.4320 - accuracy: 0.8021 Epoch 249/500 45/45 [==============================] - 0s 339us/step - loss: 0.4324 - accuracy: 0.7993 Epoch 250/500 45/45 [==============================] - 0s 323us/step - loss: 0.4313 - accuracy: 0.7979 Epoch 251/500 45/45 [==============================] - 0s 336us/step - loss: 0.4316 - accuracy: 0.8007 Epoch 252/500 45/45 [==============================] - 0s 364us/step - loss: 0.4313 - accuracy: 0.8000 Epoch 253/500 45/45 [==============================] - 0s 343us/step - loss: 0.4317 - accuracy: 0.8035 Epoch 254/500 45/45 [==============================] - 0s 348us/step - loss: 0.4318 - accuracy: 0.8014 Epoch 255/500 45/45 [==============================] - 0s 346us/step - loss: 0.4316 - accuracy: 0.8021 Epoch 256/500 45/45 [==============================] - 0s 336us/step - loss: 0.4313 - accuracy: 0.8028 Epoch 257/500 45/45 [==============================] - 0s 333us/step - loss: 0.4317 - accuracy: 0.8049 Epoch 258/500 45/45 [==============================] - 0s 318us/step - loss: 0.4312 - accuracy: 0.7965 Epoch 259/500 45/45 [==============================] - 0s 341us/step - loss: 0.4309 - accuracy: 0.8007 Epoch 260/500 45/45 [==============================] - 0s 316us/step - loss: 0.4313 - accuracy: 0.8014 Epoch 261/500 45/45 [==============================] - 0s 341us/step - loss: 0.4310 - accuracy: 0.8049 Epoch 262/500 45/45 [==============================] - 0s 324us/step - loss: 0.4312 - accuracy: 0.8035 Epoch 263/500 45/45 [==============================] - 0s 334us/step - loss: 0.4312 - accuracy: 0.8007 Epoch 264/500 45/45 [==============================] - 0s 325us/step - loss: 0.4308 - accuracy: 0.8014 Epoch 265/500 45/45 [==============================] - 0s 327us/step - loss: 0.4316 - accuracy: 0.8021 Epoch 266/500 45/45 [==============================] - 0s 338us/step - loss: 0.4311 - accuracy: 0.8007 Epoch 267/500 45/45 [==============================] - 0s 335us/step - loss: 0.4314 - accuracy: 0.8014 Epoch 268/500 45/45 [==============================] - 0s 340us/step - loss: 0.4308 - accuracy: 0.8042 Epoch 269/500 45/45 [==============================] - 0s 329us/step - loss: 0.4308 - accuracy: 0.8021 Epoch 270/500 45/45 [==============================] - 0s 335us/step - loss: 0.4313 - accuracy: 0.8042 Epoch 271/500 45/45 [==============================] - 0s 339us/step - loss: 0.4311 - accuracy: 0.8014 Epoch 272/500 45/45 [==============================] - 0s 337us/step - loss: 0.4306 - accuracy: 0.8014 Epoch 273/500 45/45 [==============================] - 0s 347us/step - loss: 0.4306 - accuracy: 0.8056 Epoch 274/500 45/45 [==============================] - 0s 348us/step - loss: 0.4308 - accuracy: 0.8056 Epoch 275/500 45/45 [==============================] - 0s 341us/step - loss: 0.4303 - accuracy: 0.8021 Epoch 276/500 45/45 [==============================] - 0s 322us/step - loss: 0.4301 - accuracy: 0.8049 Epoch 277/500 45/45 [==============================] - 0s 350us/step - loss: 0.4306 - accuracy: 0.8083 Epoch 278/500 45/45 [==============================] - 0s 333us/step - loss: 0.4300 - accuracy: 0.8007 Epoch 279/500 45/45 [==============================] - 0s 336us/step - loss: 0.4308 - accuracy: 0.8042 Epoch 280/500 45/45 [==============================] - 0s 352us/step - loss: 0.4298 - accuracy: 0.8076 Epoch 281/500 45/45 [==============================] - 0s 330us/step - loss: 0.4298 - accuracy: 0.8076 Epoch 282/500 45/45 [==============================] - 0s 351us/step - loss: 0.4296 - accuracy: 0.8056 Epoch 283/500 45/45 [==============================] - 0s 337us/step - loss: 0.4296 - accuracy: 0.8028 Epoch 284/500 45/45 [==============================] - 0s 336us/step - loss: 0.4291 - accuracy: 0.8035 Epoch 285/500 45/45 [==============================] - 0s 347us/step - loss: 0.4295 - accuracy: 0.8062 Epoch 286/500 45/45 [==============================] - 0s 335us/step - loss: 0.4292 - accuracy: 0.8062 Epoch 287/500 45/45 [==============================] - 0s 314us/step - loss: 0.4293 - accuracy: 0.8028 Epoch 288/500 45/45 [==============================] - 0s 332us/step - loss: 0.4288 - accuracy: 0.8056 Epoch 289/500 45/45 [==============================] - 0s 328us/step - loss: 0.4291 - accuracy: 0.8042 Epoch 290/500 45/45 [==============================] - 0s 326us/step - loss: 0.4294 - accuracy: 0.8083 Epoch 291/500 45/45 [==============================] - 0s 326us/step - loss: 0.4290 - accuracy: 0.8062 Epoch 292/500 45/45 [==============================] - 0s 341us/step - loss: 0.4288 - accuracy: 0.8062 Epoch 293/500 45/45 [==============================] - 0s 332us/step - loss: 0.4290 - accuracy: 0.8056 Epoch 294/500 45/45 [==============================] - 0s 339us/step - loss: 0.4287 - accuracy: 0.8056 Epoch 295/500 45/45 [==============================] - 0s 341us/step - loss: 0.4285 - accuracy: 0.8035 Epoch 296/500 45/45 [==============================] - 0s 332us/step - loss: 0.4283 - accuracy: 0.8042 Epoch 297/500 45/45 [==============================] - 0s 343us/step - loss: 0.4287 - accuracy: 0.8069 Epoch 298/500 45/45 [==============================] - 0s 327us/step - loss: 0.4289 - accuracy: 0.8062 Epoch 299/500 45/45 [==============================] - 0s 330us/step - loss: 0.4283 - accuracy: 0.8062 Epoch 300/500 45/45 [==============================] - 0s 337us/step - loss: 0.4280 - accuracy: 0.8076 Epoch 301/500 45/45 [==============================] - 0s 341us/step - loss: 0.4284 - accuracy: 0.8083 Epoch 302/500 45/45 [==============================] - 0s 332us/step - loss: 0.4280 - accuracy: 0.8076 Epoch 303/500 45/45 [==============================] - 0s 332us/step - loss: 0.4282 - accuracy: 0.8042 Epoch 304/500 45/45 [==============================] - 0s 326us/step - loss: 0.4281 - accuracy: 0.8062 Epoch 305/500 45/45 [==============================] - 0s 331us/step - loss: 0.4278 - accuracy: 0.8062 Epoch 306/500 45/45 [==============================] - 0s 335us/step - loss: 0.4281 - accuracy: 0.8049 Epoch 307/500 45/45 [==============================] - 0s 335us/step - loss: 0.4278 - accuracy: 0.8056 Epoch 308/500 45/45 [==============================] - 0s 332us/step - loss: 0.4276 - accuracy: 0.8083 Epoch 309/500 45/45 [==============================] - 0s 341us/step - loss: 0.4280 - accuracy: 0.8049 Epoch 310/500 45/45 [==============================] - 0s 340us/step - loss: 0.4278 - accuracy: 0.8076 Epoch 311/500 45/45 [==============================] - 0s 342us/step - loss: 0.4276 - accuracy: 0.8056 Epoch 312/500 45/45 [==============================] - 0s 338us/step - loss: 0.4275 - accuracy: 0.8076 Epoch 313/500 45/45 [==============================] - 0s 329us/step - loss: 0.4272 - accuracy: 0.8083 Epoch 314/500 45/45 [==============================] - 0s 327us/step - loss: 0.4273 - accuracy: 0.8042 Epoch 315/500 45/45 [==============================] - 0s 334us/step - loss: 0.4271 - accuracy: 0.8062 Epoch 316/500 45/45 [==============================] - 0s 331us/step - loss: 0.4279 - accuracy: 0.8076 Epoch 317/500 45/45 [==============================] - 0s 346us/step - loss: 0.4277 - accuracy: 0.8049 Epoch 318/500 45/45 [==============================] - 0s 338us/step - loss: 0.4272 - accuracy: 0.8042 Epoch 319/500 45/45 [==============================] - 0s 337us/step - loss: 0.4272 - accuracy: 0.8076 Epoch 320/500 45/45 [==============================] - 0s 339us/step - loss: 0.4274 - accuracy: 0.8062 Epoch 321/500 45/45 [==============================] - 0s 331us/step - loss: 0.4270 - accuracy: 0.8028 Epoch 322/500 45/45 [==============================] - 0s 329us/step - loss: 0.4273 - accuracy: 0.8069 Epoch 323/500 45/45 [==============================] - 0s 321us/step - loss: 0.4268 - accuracy: 0.8021 Epoch 324/500 45/45 [==============================] - 0s 339us/step - loss: 0.4270 - accuracy: 0.8062 Epoch 325/500 45/45 [==============================] - 0s 354us/step - loss: 0.4270 - accuracy: 0.8021 Epoch 326/500 45/45 [==============================] - 0s 327us/step - loss: 0.4277 - accuracy: 0.8062 Epoch 327/500 45/45 [==============================] - 0s 336us/step - loss: 0.4272 - accuracy: 0.8062 Epoch 328/500 45/45 [==============================] - 0s 336us/step - loss: 0.4268 - accuracy: 0.8028 Epoch 329/500 45/45 [==============================] - 0s 337us/step - loss: 0.4267 - accuracy: 0.8062 Epoch 330/500 45/45 [==============================] - 0s 341us/step - loss: 0.4270 - accuracy: 0.8035 Epoch 331/500 45/45 [==============================] - 0s 327us/step - loss: 0.4269 - accuracy: 0.8042 Epoch 332/500 45/45 [==============================] - 0s 327us/step - loss: 0.4274 - accuracy: 0.8042 Epoch 333/500 45/45 [==============================] - 0s 329us/step - loss: 0.4269 - accuracy: 0.8042 Epoch 334/500 45/45 [==============================] - 0s 330us/step - loss: 0.4265 - accuracy: 0.8042 Epoch 335/500 45/45 [==============================] - 0s 337us/step - loss: 0.4264 - accuracy: 0.8035 Epoch 336/500 45/45 [==============================] - 0s 334us/step - loss: 0.4264 - accuracy: 0.8049 Epoch 337/500 45/45 [==============================] - 0s 331us/step - loss: 0.4270 - accuracy: 0.8028 Epoch 338/500 45/45 [==============================] - 0s 341us/step - loss: 0.4269 - accuracy: 0.8035 Epoch 339/500 45/45 [==============================] - 0s 340us/step - loss: 0.4261 - accuracy: 0.8035 Epoch 340/500 45/45 [==============================] - 0s 342us/step - loss: 0.4262 - accuracy: 0.8042 Epoch 341/500 45/45 [==============================] - 0s 334us/step - loss: 0.4265 - accuracy: 0.8042 Epoch 342/500 45/45 [==============================] - 0s 343us/step - loss: 0.4265 - accuracy: 0.8049 Epoch 343/500 45/45 [==============================] - 0s 337us/step - loss: 0.4262 - accuracy: 0.8056 Epoch 344/500 45/45 [==============================] - 0s 339us/step - loss: 0.4264 - accuracy: 0.8035 Epoch 345/500 45/45 [==============================] - 0s 327us/step - loss: 0.4266 - accuracy: 0.8042 Epoch 346/500 45/45 [==============================] - 0s 343us/step - loss: 0.4265 - accuracy: 0.8049 Epoch 347/500 45/45 [==============================] - 0s 343us/step - loss: 0.4278 - accuracy: 0.8021 Epoch 348/500 45/45 [==============================] - 0s 323us/step - loss: 0.4270 - accuracy: 0.8035 Epoch 349/500 45/45 [==============================] - 0s 340us/step - loss: 0.4270 - accuracy: 0.8042 Epoch 350/500 45/45 [==============================] - 0s 331us/step - loss: 0.4266 - accuracy: 0.8028 Epoch 351/500 45/45 [==============================] - 0s 334us/step - loss: 0.4263 - accuracy: 0.8028 Epoch 352/500 45/45 [==============================] - 0s 343us/step - loss: 0.4268 - accuracy: 0.8056 Epoch 353/500 45/45 [==============================] - 0s 334us/step - loss: 0.4263 - accuracy: 0.8028 Epoch 354/500 45/45 [==============================] - 0s 336us/step - loss: 0.4264 - accuracy: 0.8028 Epoch 355/500 45/45 [==============================] - 0s 329us/step - loss: 0.4258 - accuracy: 0.8035 Epoch 356/500 45/45 [==============================] - 0s 339us/step - loss: 0.4266 - accuracy: 0.8056 Epoch 357/500 45/45 [==============================] - 0s 335us/step - loss: 0.4266 - accuracy: 0.8014 Epoch 358/500 45/45 [==============================] - 0s 328us/step - loss: 0.4266 - accuracy: 0.8056 Epoch 359/500 45/45 [==============================] - 0s 328us/step - loss: 0.4262 - accuracy: 0.8049 Epoch 360/500 45/45 [==============================] - 0s 320us/step - loss: 0.4269 - accuracy: 0.8056 Epoch 361/500 45/45 [==============================] - 0s 346us/step - loss: 0.4264 - accuracy: 0.8014 Epoch 362/500 45/45 [==============================] - 0s 339us/step - loss: 0.4264 - accuracy: 0.8028 Epoch 363/500 45/45 [==============================] - 0s 335us/step - loss: 0.4259 - accuracy: 0.8042 Epoch 364/500 45/45 [==============================] - 0s 333us/step - loss: 0.4261 - accuracy: 0.8035 Epoch 365/500 45/45 [==============================] - 0s 340us/step - loss: 0.4266 - accuracy: 0.8049 Epoch 366/500 45/45 [==============================] - 0s 336us/step - loss: 0.4256 - accuracy: 0.8035 Epoch 367/500 45/45 [==============================] - 0s 340us/step - loss: 0.4267 - accuracy: 0.8021 Epoch 368/500 45/45 [==============================] - 0s 351us/step - loss: 0.4260 - accuracy: 0.8049 Epoch 369/500 45/45 [==============================] - 0s 362us/step - loss: 0.4260 - accuracy: 0.8035 Epoch 370/500 45/45 [==============================] - 0s 360us/step - loss: 0.4260 - accuracy: 0.8028 Epoch 371/500 45/45 [==============================] - 0s 349us/step - loss: 0.4262 - accuracy: 0.8049 Epoch 372/500 45/45 [==============================] - 0s 341us/step - loss: 0.4258 - accuracy: 0.8014 Epoch 373/500 45/45 [==============================] - 0s 328us/step - loss: 0.4262 - accuracy: 0.8062 Epoch 374/500 45/45 [==============================] - 0s 332us/step - loss: 0.4260 - accuracy: 0.8028 Epoch 375/500 45/45 [==============================] - 0s 342us/step - loss: 0.4257 - accuracy: 0.8035 Epoch 376/500 45/45 [==============================] - 0s 332us/step - loss: 0.4257 - accuracy: 0.8021 Epoch 377/500 45/45 [==============================] - 0s 341us/step - loss: 0.4260 - accuracy: 0.8056 Epoch 378/500 45/45 [==============================] - 0s 336us/step - loss: 0.4263 - accuracy: 0.8042 Epoch 379/500 45/45 [==============================] - 0s 332us/step - loss: 0.4263 - accuracy: 0.8000 Epoch 380/500 45/45 [==============================] - 0s 326us/step - loss: 0.4261 - accuracy: 0.8069 Epoch 381/500 45/45 [==============================] - 0s 511us/step - loss: 0.4259 - accuracy: 0.8035 Epoch 382/500 45/45 [==============================] - 0s 333us/step - loss: 0.4261 - accuracy: 0.8028 Epoch 383/500 45/45 [==============================] - 0s 347us/step - loss: 0.4257 - accuracy: 0.8035 Epoch 384/500 45/45 [==============================] - 0s 340us/step - loss: 0.4260 - accuracy: 0.8049 Epoch 385/500 45/45 [==============================] - 0s 338us/step - loss: 0.4273 - accuracy: 0.8049 Epoch 386/500 45/45 [==============================] - 0s 341us/step - loss: 0.4262 - accuracy: 0.8021 Epoch 387/500 45/45 [==============================] - 0s 326us/step - loss: 0.4257 - accuracy: 0.8042 Epoch 388/500 45/45 [==============================] - 0s 323us/step - loss: 0.4259 - accuracy: 0.8035 Epoch 389/500 45/45 [==============================] - 0s 330us/step - loss: 0.4257 - accuracy: 0.8062 Epoch 390/500 45/45 [==============================] - 0s 336us/step - loss: 0.4253 - accuracy: 0.8042 Epoch 391/500 45/45 [==============================] - 0s 343us/step - loss: 0.4257 - accuracy: 0.8049 Epoch 392/500 45/45 [==============================] - 0s 338us/step - loss: 0.4263 - accuracy: 0.8014 Epoch 393/500 45/45 [==============================] - 0s 320us/step - loss: 0.4256 - accuracy: 0.8021 Epoch 394/500 45/45 [==============================] - 0s 337us/step - loss: 0.4254 - accuracy: 0.8035 Epoch 395/500 45/45 [==============================] - 0s 333us/step - loss: 0.4253 - accuracy: 0.8042 Epoch 396/500 45/45 [==============================] - 0s 353us/step - loss: 0.4258 - accuracy: 0.8028 Epoch 397/500 45/45 [==============================] - 0s 337us/step - loss: 0.4261 - accuracy: 0.8035 Epoch 398/500 45/45 [==============================] - 0s 344us/step - loss: 0.4256 - accuracy: 0.8028 Epoch 399/500 45/45 [==============================] - 0s 333us/step - loss: 0.4260 - accuracy: 0.8062 Epoch 400/500 45/45 [==============================] - 0s 334us/step - loss: 0.4266 - accuracy: 0.8062 Epoch 401/500 45/45 [==============================] - 0s 335us/step - loss: 0.4260 - accuracy: 0.8007 Epoch 402/500 45/45 [==============================] - 0s 341us/step - loss: 0.4253 - accuracy: 0.8021 Epoch 403/500 45/45 [==============================] - 0s 328us/step - loss: 0.4255 - accuracy: 0.8049 Epoch 404/500 45/45 [==============================] - 0s 332us/step - loss: 0.4254 - accuracy: 0.8014 Epoch 405/500 45/45 [==============================] - 0s 331us/step - loss: 0.4269 - accuracy: 0.8056 Epoch 406/500 45/45 [==============================] - 0s 332us/step - loss: 0.4256 - accuracy: 0.8028 Epoch 407/500 45/45 [==============================] - 0s 349us/step - loss: 0.4255 - accuracy: 0.8042 Epoch 408/500 45/45 [==============================] - 0s 330us/step - loss: 0.4256 - accuracy: 0.8042 Epoch 409/500 45/45 [==============================] - 0s 335us/step - loss: 0.4252 - accuracy: 0.8049 Epoch 410/500 45/45 [==============================] - 0s 340us/step - loss: 0.4257 - accuracy: 0.8021 Epoch 411/500 45/45 [==============================] - 0s 323us/step - loss: 0.4261 - accuracy: 0.8035 Epoch 412/500 45/45 [==============================] - 0s 332us/step - loss: 0.4254 - accuracy: 0.8028 Epoch 413/500 45/45 [==============================] - 0s 311us/step - loss: 0.4250 - accuracy: 0.8062 Epoch 414/500 45/45 [==============================] - 0s 321us/step - loss: 0.4255 - accuracy: 0.8021 Epoch 415/500 45/45 [==============================] - 0s 333us/step - loss: 0.4255 - accuracy: 0.8028 Epoch 416/500 45/45 [==============================] - 0s 330us/step - loss: 0.4250 - accuracy: 0.8062 Epoch 417/500 45/45 [==============================] - 0s 334us/step - loss: 0.4250 - accuracy: 0.8042 Epoch 418/500 45/45 [==============================] - 0s 325us/step - loss: 0.4250 - accuracy: 0.8042 Epoch 419/500 45/45 [==============================] - 0s 338us/step - loss: 0.4255 - accuracy: 0.8021 Epoch 420/500 45/45 [==============================] - 0s 327us/step - loss: 0.4257 - accuracy: 0.8056 Epoch 421/500 45/45 [==============================] - 0s 327us/step - loss: 0.4253 - accuracy: 0.8042 Epoch 422/500 45/45 [==============================] - 0s 318us/step - loss: 0.4255 - accuracy: 0.8062 Epoch 423/500 45/45 [==============================] - 0s 328us/step - loss: 0.4252 - accuracy: 0.8014 Epoch 424/500 45/45 [==============================] - 0s 332us/step - loss: 0.4251 - accuracy: 0.8035 Epoch 425/500 45/45 [==============================] - 0s 336us/step - loss: 0.4251 - accuracy: 0.8049 Epoch 426/500 45/45 [==============================] - 0s 340us/step - loss: 0.4255 - accuracy: 0.8049 Epoch 427/500 45/45 [==============================] - 0s 333us/step - loss: 0.4255 - accuracy: 0.8035 Epoch 428/500 45/45 [==============================] - 0s 337us/step - loss: 0.4258 - accuracy: 0.8042 Epoch 429/500 45/45 [==============================] - 0s 336us/step - loss: 0.4255 - accuracy: 0.8042 Epoch 430/500 45/45 [==============================] - 0s 326us/step - loss: 0.4251 - accuracy: 0.8035 Epoch 431/500 45/45 [==============================] - 0s 333us/step - loss: 0.4255 - accuracy: 0.8014 Epoch 432/500 45/45 [==============================] - 0s 342us/step - loss: 0.4255 - accuracy: 0.8035 Epoch 433/500 45/45 [==============================] - 0s 343us/step - loss: 0.4260 - accuracy: 0.8035 Epoch 434/500 45/45 [==============================] - 0s 341us/step - loss: 0.4252 - accuracy: 0.8028 Epoch 435/500 45/45 [==============================] - 0s 333us/step - loss: 0.4250 - accuracy: 0.8007 Epoch 436/500 45/45 [==============================] - 0s 324us/step - loss: 0.4252 - accuracy: 0.8021 Epoch 437/500 45/45 [==============================] - 0s 335us/step - loss: 0.4256 - accuracy: 0.8042 Epoch 438/500 45/45 [==============================] - 0s 343us/step - loss: 0.4249 - accuracy: 0.8049 Epoch 439/500 45/45 [==============================] - 0s 321us/step - loss: 0.4248 - accuracy: 0.8028 Epoch 440/500 45/45 [==============================] - 0s 342us/step - loss: 0.4249 - accuracy: 0.8042 Epoch 441/500 45/45 [==============================] - 0s 328us/step - loss: 0.4250 - accuracy: 0.8021 Epoch 442/500 45/45 [==============================] - 0s 340us/step - loss: 0.4256 - accuracy: 0.8028 Epoch 443/500 45/45 [==============================] - 0s 321us/step - loss: 0.4252 - accuracy: 0.8042 Epoch 444/500 45/45 [==============================] - 0s 331us/step - loss: 0.4252 - accuracy: 0.8000 Epoch 445/500 45/45 [==============================] - 0s 337us/step - loss: 0.4251 - accuracy: 0.8014 Epoch 446/500 45/45 [==============================] - 0s 329us/step - loss: 0.4252 - accuracy: 0.8035 Epoch 447/500 45/45 [==============================] - 0s 327us/step - loss: 0.4255 - accuracy: 0.8035 Epoch 448/500 45/45 [==============================] - 0s 336us/step - loss: 0.4252 - accuracy: 0.8035 Epoch 449/500 45/45 [==============================] - 0s 324us/step - loss: 0.4248 - accuracy: 0.8028 Epoch 450/500 45/45 [==============================] - 0s 346us/step - loss: 0.4250 - accuracy: 0.8049 Epoch 451/500 45/45 [==============================] - 0s 632us/step - loss: 0.4255 - accuracy: 0.8076 Epoch 452/500 45/45 [==============================] - 0s 449us/step - loss: 0.4258 - accuracy: 0.7993 Epoch 453/500 45/45 [==============================] - 0s 347us/step - loss: 0.4252 - accuracy: 0.8049 Epoch 454/500 45/45 [==============================] - 0s 324us/step - loss: 0.4247 - accuracy: 0.8042 Epoch 455/500 45/45 [==============================] - 0s 338us/step - loss: 0.4245 - accuracy: 0.8028 Epoch 456/500 45/45 [==============================] - 0s 342us/step - loss: 0.4244 - accuracy: 0.8035 Epoch 457/500 45/45 [==============================] - 0s 344us/step - loss: 0.4247 - accuracy: 0.8042 Epoch 458/500 45/45 [==============================] - 0s 341us/step - loss: 0.4245 - accuracy: 0.8028 Epoch 459/500 45/45 [==============================] - 0s 333us/step - loss: 0.4245 - accuracy: 0.8083 Epoch 460/500 45/45 [==============================] - 0s 328us/step - loss: 0.4252 - accuracy: 0.8021 Epoch 461/500 45/45 [==============================] - 0s 337us/step - loss: 0.4250 - accuracy: 0.8042 Epoch 462/500 45/45 [==============================] - 0s 329us/step - loss: 0.4248 - accuracy: 0.8049 Epoch 463/500 45/45 [==============================] - 0s 339us/step - loss: 0.4245 - accuracy: 0.8028 Epoch 464/500 45/45 [==============================] - 0s 334us/step - loss: 0.4244 - accuracy: 0.8049 Epoch 465/500 45/45 [==============================] - 0s 332us/step - loss: 0.4249 - accuracy: 0.8035 Epoch 466/500 45/45 [==============================] - 0s 339us/step - loss: 0.4245 - accuracy: 0.8028 Epoch 467/500 45/45 [==============================] - 0s 334us/step - loss: 0.4245 - accuracy: 0.8049 Epoch 468/500 45/45 [==============================] - 0s 327us/step - loss: 0.4247 - accuracy: 0.8056 Epoch 469/500 45/45 [==============================] - 0s 326us/step - loss: 0.4253 - accuracy: 0.8007 Epoch 470/500 45/45 [==============================] - 0s 321us/step - loss: 0.4245 - accuracy: 0.8035 Epoch 471/500 45/45 [==============================] - 0s 337us/step - loss: 0.4246 - accuracy: 0.8056 Epoch 472/500 45/45 [==============================] - 0s 341us/step - loss: 0.4248 - accuracy: 0.8042 Epoch 473/500 45/45 [==============================] - 0s 325us/step - loss: 0.4245 - accuracy: 0.8042 Epoch 474/500 45/45 [==============================] - 0s 336us/step - loss: 0.4247 - accuracy: 0.8021 Epoch 475/500 45/45 [==============================] - 0s 338us/step - loss: 0.4244 - accuracy: 0.8042 Epoch 476/500 45/45 [==============================] - 0s 329us/step - loss: 0.4249 - accuracy: 0.8014 Epoch 477/500 45/45 [==============================] - 0s 331us/step - loss: 0.4243 - accuracy: 0.8028 Epoch 478/500 45/45 [==============================] - 0s 323us/step - loss: 0.4250 - accuracy: 0.8007 Epoch 479/500 45/45 [==============================] - 0s 344us/step - loss: 0.4248 - accuracy: 0.8035 Epoch 480/500 45/45 [==============================] - 0s 333us/step - loss: 0.4244 - accuracy: 0.8035 Epoch 481/500 45/45 [==============================] - 0s 330us/step - loss: 0.4245 - accuracy: 0.8042 Epoch 482/500 45/45 [==============================] - 0s 324us/step - loss: 0.4246 - accuracy: 0.8028 Epoch 483/500 45/45 [==============================] - 0s 337us/step - loss: 0.4242 - accuracy: 0.8042 Epoch 484/500 45/45 [==============================] - 0s 335us/step - loss: 0.4242 - accuracy: 0.8028 Epoch 485/500 45/45 [==============================] - 0s 346us/step - loss: 0.4251 - accuracy: 0.8021 Epoch 486/500 45/45 [==============================] - 0s 339us/step - loss: 0.4245 - accuracy: 0.8035 Epoch 487/500 45/45 [==============================] - 0s 337us/step - loss: 0.4241 - accuracy: 0.8028 Epoch 488/500 45/45 [==============================] - 0s 332us/step - loss: 0.4244 - accuracy: 0.8014 Epoch 489/500 45/45 [==============================] - 0s 342us/step - loss: 0.4247 - accuracy: 0.8042 Epoch 490/500 45/45 [==============================] - 0s 327us/step - loss: 0.4241 - accuracy: 0.8049 Epoch 491/500 45/45 [==============================] - 0s 320us/step - loss: 0.4246 - accuracy: 0.8035 Epoch 492/500 45/45 [==============================] - 0s 336us/step - loss: 0.4246 - accuracy: 0.8007 Epoch 493/500 45/45 [==============================] - 0s 333us/step - loss: 0.4242 - accuracy: 0.8014 Epoch 494/500 45/45 [==============================] - 0s 338us/step - loss: 0.4244 - accuracy: 0.8069 Epoch 495/500 45/45 [==============================] - 0s 336us/step - loss: 0.4247 - accuracy: 0.8014 Epoch 496/500 45/45 [==============================] - 0s 328us/step - loss: 0.4246 - accuracy: 0.8042 Epoch 497/500 45/45 [==============================] - 0s 329us/step - loss: 0.4243 - accuracy: 0.8021 Epoch 498/500 45/45 [==============================] - 0s 333us/step - loss: 0.4243 - accuracy: 0.8028 Epoch 499/500 45/45 [==============================] - 0s 337us/step - loss: 0.4245 - accuracy: 0.8035 Epoch 500/500 45/45 [==============================] - 0s 336us/step - loss: 0.4244 - accuracy: 0.8028 5/5 [==============================] - 0s 400us/step Epoch 1/500 45/45 [==============================] - 0s 426us/step - loss: 0.6898 - accuracy: 0.6500 Epoch 2/500 45/45 [==============================] - 0s 420us/step - loss: 0.6770 - accuracy: 0.6604 Epoch 3/500 45/45 [==============================] - 0s 342us/step - loss: 0.6379 - accuracy: 0.6639 Epoch 4/500 45/45 [==============================] - 0s 337us/step - loss: 0.5718 - accuracy: 0.7382 Epoch 5/500 45/45 [==============================] - 0s 333us/step - loss: 0.5142 - accuracy: 0.7785 Epoch 6/500 45/45 [==============================] - 0s 342us/step - loss: 0.4858 - accuracy: 0.7708 Epoch 7/500 45/45 [==============================] - 0s 334us/step - loss: 0.4731 - accuracy: 0.7681 Epoch 8/500 45/45 [==============================] - 0s 341us/step - loss: 0.4668 - accuracy: 0.7660 Epoch 9/500 45/45 [==============================] - 0s 331us/step - loss: 0.4632 - accuracy: 0.7701 Epoch 10/500 45/45 [==============================] - 0s 340us/step - loss: 0.4608 - accuracy: 0.7722 Epoch 11/500 45/45 [==============================] - 0s 338us/step - loss: 0.4589 - accuracy: 0.7674 Epoch 12/500 45/45 [==============================] - 0s 329us/step - loss: 0.4573 - accuracy: 0.7729 Epoch 13/500 45/45 [==============================] - 0s 334us/step - loss: 0.4560 - accuracy: 0.7736 Epoch 14/500 45/45 [==============================] - 0s 341us/step - loss: 0.4549 - accuracy: 0.7729 Epoch 15/500 45/45 [==============================] - 0s 329us/step - loss: 0.4536 - accuracy: 0.7771 Epoch 16/500 45/45 [==============================] - 0s 336us/step - loss: 0.4531 - accuracy: 0.7771 Epoch 17/500 45/45 [==============================] - 0s 340us/step - loss: 0.4514 - accuracy: 0.7833 Epoch 18/500 45/45 [==============================] - 0s 337us/step - loss: 0.4509 - accuracy: 0.7771 Epoch 19/500 45/45 [==============================] - 0s 341us/step - loss: 0.4504 - accuracy: 0.7785 Epoch 20/500 45/45 [==============================] - 0s 332us/step - loss: 0.4492 - accuracy: 0.7819 Epoch 21/500 45/45 [==============================] - 0s 330us/step - loss: 0.4490 - accuracy: 0.7764 Epoch 22/500 45/45 [==============================] - 0s 330us/step - loss: 0.4482 - accuracy: 0.7826 Epoch 23/500 45/45 [==============================] - 0s 329us/step - loss: 0.4479 - accuracy: 0.7812 Epoch 24/500 45/45 [==============================] - 0s 339us/step - loss: 0.4475 - accuracy: 0.7812 Epoch 25/500 45/45 [==============================] - 0s 332us/step - loss: 0.4468 - accuracy: 0.7799 Epoch 26/500 45/45 [==============================] - 0s 325us/step - loss: 0.4468 - accuracy: 0.7792 Epoch 27/500 45/45 [==============================] - 0s 336us/step - loss: 0.4459 - accuracy: 0.7833 Epoch 28/500 45/45 [==============================] - 0s 337us/step - loss: 0.4454 - accuracy: 0.7812 Epoch 29/500 45/45 [==============================] - 0s 336us/step - loss: 0.4451 - accuracy: 0.7840 Epoch 30/500 45/45 [==============================] - 0s 345us/step - loss: 0.4442 - accuracy: 0.7833 Epoch 31/500 45/45 [==============================] - 0s 331us/step - loss: 0.4439 - accuracy: 0.7882 Epoch 32/500 45/45 [==============================] - 0s 339us/step - loss: 0.4436 - accuracy: 0.7861 Epoch 33/500 45/45 [==============================] - 0s 338us/step - loss: 0.4435 - accuracy: 0.7812 Epoch 34/500 45/45 [==============================] - 0s 347us/step - loss: 0.4428 - accuracy: 0.7882 Epoch 35/500 45/45 [==============================] - 0s 340us/step - loss: 0.4424 - accuracy: 0.7826 Epoch 36/500 45/45 [==============================] - 0s 330us/step - loss: 0.4424 - accuracy: 0.7861 Epoch 37/500 45/45 [==============================] - 0s 345us/step - loss: 0.4417 - accuracy: 0.7896 Epoch 38/500 45/45 [==============================] - 0s 332us/step - loss: 0.4413 - accuracy: 0.7889 Epoch 39/500 45/45 [==============================] - 0s 337us/step - loss: 0.4412 - accuracy: 0.7882 Epoch 40/500 45/45 [==============================] - 0s 332us/step - loss: 0.4408 - accuracy: 0.7868 Epoch 41/500 45/45 [==============================] - 0s 334us/step - loss: 0.4406 - accuracy: 0.7812 Epoch 42/500 45/45 [==============================] - 0s 345us/step - loss: 0.4405 - accuracy: 0.7882 Epoch 43/500 45/45 [==============================] - 0s 339us/step - loss: 0.4405 - accuracy: 0.7854 Epoch 44/500 45/45 [==============================] - 0s 345us/step - loss: 0.4398 - accuracy: 0.7854 Epoch 45/500 45/45 [==============================] - 0s 336us/step - loss: 0.4401 - accuracy: 0.7840 Epoch 46/500 45/45 [==============================] - 0s 335us/step - loss: 0.4393 - accuracy: 0.7826 Epoch 47/500 45/45 [==============================] - 0s 337us/step - loss: 0.4392 - accuracy: 0.7861 Epoch 48/500 45/45 [==============================] - 0s 338us/step - loss: 0.4392 - accuracy: 0.7882 Epoch 49/500 45/45 [==============================] - 0s 342us/step - loss: 0.4382 - accuracy: 0.7896 Epoch 50/500 45/45 [==============================] - 0s 338us/step - loss: 0.4384 - accuracy: 0.7819 Epoch 51/500 45/45 [==============================] - 0s 337us/step - loss: 0.4391 - accuracy: 0.7840 Epoch 52/500 45/45 [==============================] - 0s 338us/step - loss: 0.4384 - accuracy: 0.7854 Epoch 53/500 45/45 [==============================] - 0s 353us/step - loss: 0.4376 - accuracy: 0.7847 Epoch 54/500 45/45 [==============================] - 0s 345us/step - loss: 0.4374 - accuracy: 0.7889 Epoch 55/500 45/45 [==============================] - 0s 353us/step - loss: 0.4375 - accuracy: 0.7903 Epoch 56/500 45/45 [==============================] - 0s 359us/step - loss: 0.4372 - accuracy: 0.7833 Epoch 57/500 45/45 [==============================] - 0s 387us/step - loss: 0.4369 - accuracy: 0.7861 Epoch 58/500 45/45 [==============================] - 0s 365us/step - loss: 0.4365 - accuracy: 0.7861 Epoch 59/500 45/45 [==============================] - 0s 369us/step - loss: 0.4367 - accuracy: 0.7854 Epoch 60/500 45/45 [==============================] - 0s 342us/step - loss: 0.4370 - accuracy: 0.7889 Epoch 61/500 45/45 [==============================] - 0s 347us/step - loss: 0.4366 - accuracy: 0.7903 Epoch 62/500 45/45 [==============================] - 0s 340us/step - loss: 0.4364 - accuracy: 0.7903 Epoch 63/500 45/45 [==============================] - 0s 344us/step - loss: 0.4366 - accuracy: 0.7826 Epoch 64/500 45/45 [==============================] - 0s 331us/step - loss: 0.4357 - accuracy: 0.7882 Epoch 65/500 45/45 [==============================] - 0s 331us/step - loss: 0.4361 - accuracy: 0.7840 Epoch 66/500 45/45 [==============================] - 0s 337us/step - loss: 0.4355 - accuracy: 0.7910 Epoch 67/500 45/45 [==============================] - 0s 343us/step - loss: 0.4358 - accuracy: 0.7854 Epoch 68/500 45/45 [==============================] - 0s 340us/step - loss: 0.4352 - accuracy: 0.7889 Epoch 69/500 45/45 [==============================] - 0s 340us/step - loss: 0.4351 - accuracy: 0.7917 Epoch 70/500 45/45 [==============================] - 0s 338us/step - loss: 0.4351 - accuracy: 0.7868 Epoch 71/500 45/45 [==============================] - 0s 343us/step - loss: 0.4348 - accuracy: 0.7861 Epoch 72/500 45/45 [==============================] - 0s 343us/step - loss: 0.4345 - accuracy: 0.7882 Epoch 73/500 45/45 [==============================] - 0s 346us/step - loss: 0.4343 - accuracy: 0.7882 Epoch 74/500 45/45 [==============================] - 0s 377us/step - loss: 0.4341 - accuracy: 0.7875 Epoch 75/500 45/45 [==============================] - 0s 363us/step - loss: 0.4336 - accuracy: 0.7861 Epoch 76/500 45/45 [==============================] - 0s 368us/step - loss: 0.4335 - accuracy: 0.7868 Epoch 77/500 45/45 [==============================] - 0s 358us/step - loss: 0.4330 - accuracy: 0.7861 Epoch 78/500 45/45 [==============================] - 0s 346us/step - loss: 0.4329 - accuracy: 0.7847 Epoch 79/500 45/45 [==============================] - 0s 331us/step - loss: 0.4324 - accuracy: 0.7854 Epoch 80/500 45/45 [==============================] - 0s 337us/step - loss: 0.4326 - accuracy: 0.7875 Epoch 81/500 45/45 [==============================] - 0s 354us/step - loss: 0.4319 - accuracy: 0.7882 Epoch 82/500 45/45 [==============================] - 0s 360us/step - loss: 0.4315 - accuracy: 0.7854 Epoch 83/500 45/45 [==============================] - 0s 347us/step - loss: 0.4315 - accuracy: 0.7833 Epoch 84/500 45/45 [==============================] - 0s 358us/step - loss: 0.4315 - accuracy: 0.7847 Epoch 85/500 45/45 [==============================] - 0s 346us/step - loss: 0.4310 - accuracy: 0.7910 Epoch 86/500 45/45 [==============================] - 0s 344us/step - loss: 0.4305 - accuracy: 0.7868 Epoch 87/500 45/45 [==============================] - 0s 351us/step - loss: 0.4301 - accuracy: 0.7840 Epoch 88/500 45/45 [==============================] - 0s 359us/step - loss: 0.4302 - accuracy: 0.7868 Epoch 89/500 45/45 [==============================] - 0s 336us/step - loss: 0.4289 - accuracy: 0.7903 Epoch 90/500 45/45 [==============================] - 0s 347us/step - loss: 0.4286 - accuracy: 0.7910 Epoch 91/500 45/45 [==============================] - 0s 334us/step - loss: 0.4288 - accuracy: 0.7889 Epoch 92/500 45/45 [==============================] - 0s 343us/step - loss: 0.4280 - accuracy: 0.7937 Epoch 93/500 45/45 [==============================] - 0s 334us/step - loss: 0.4277 - accuracy: 0.7924 Epoch 94/500 45/45 [==============================] - 0s 337us/step - loss: 0.4274 - accuracy: 0.7951 Epoch 95/500 45/45 [==============================] - 0s 334us/step - loss: 0.4277 - accuracy: 0.7951 Epoch 96/500 45/45 [==============================] - 0s 345us/step - loss: 0.4269 - accuracy: 0.7882 Epoch 97/500 45/45 [==============================] - 0s 340us/step - loss: 0.4271 - accuracy: 0.8007 Epoch 98/500 45/45 [==============================] - 0s 345us/step - loss: 0.4262 - accuracy: 0.7889 Epoch 99/500 45/45 [==============================] - 0s 339us/step - loss: 0.4255 - accuracy: 0.7986 Epoch 100/500 45/45 [==============================] - 0s 346us/step - loss: 0.4249 - accuracy: 0.7931 Epoch 101/500 45/45 [==============================] - 0s 338us/step - loss: 0.4247 - accuracy: 0.7951 Epoch 102/500 45/45 [==============================] - 0s 343us/step - loss: 0.4243 - accuracy: 0.7979 Epoch 103/500 45/45 [==============================] - 0s 343us/step - loss: 0.4243 - accuracy: 0.8000 Epoch 104/500 45/45 [==============================] - 0s 340us/step - loss: 0.4240 - accuracy: 0.7951 Epoch 105/500 45/45 [==============================] - 0s 332us/step - loss: 0.4231 - accuracy: 0.7972 Epoch 106/500 45/45 [==============================] - 0s 334us/step - loss: 0.4229 - accuracy: 0.7993 Epoch 107/500 45/45 [==============================] - 0s 356us/step - loss: 0.4221 - accuracy: 0.7986 Epoch 108/500 45/45 [==============================] - 0s 352us/step - loss: 0.4215 - accuracy: 0.7986 Epoch 109/500 45/45 [==============================] - 0s 346us/step - loss: 0.4211 - accuracy: 0.8007 Epoch 110/500 45/45 [==============================] - 0s 355us/step - loss: 0.4210 - accuracy: 0.8000 Epoch 111/500 45/45 [==============================] - 0s 331us/step - loss: 0.4210 - accuracy: 0.7979 Epoch 112/500 45/45 [==============================] - 0s 345us/step - loss: 0.4200 - accuracy: 0.7993 Epoch 113/500 45/45 [==============================] - 0s 338us/step - loss: 0.4200 - accuracy: 0.7979 Epoch 114/500 45/45 [==============================] - 0s 358us/step - loss: 0.4193 - accuracy: 0.8042 Epoch 115/500 45/45 [==============================] - 0s 340us/step - loss: 0.4192 - accuracy: 0.7972 Epoch 116/500 45/45 [==============================] - 0s 348us/step - loss: 0.4187 - accuracy: 0.8028 Epoch 117/500 45/45 [==============================] - 0s 327us/step - loss: 0.4180 - accuracy: 0.8021 Epoch 118/500 45/45 [==============================] - 0s 335us/step - loss: 0.4181 - accuracy: 0.8000 Epoch 119/500 45/45 [==============================] - 0s 341us/step - loss: 0.4176 - accuracy: 0.8021 Epoch 120/500 45/45 [==============================] - 0s 336us/step - loss: 0.4177 - accuracy: 0.8021 Epoch 121/500 45/45 [==============================] - 0s 343us/step - loss: 0.4167 - accuracy: 0.8028 Epoch 122/500 45/45 [==============================] - 0s 344us/step - loss: 0.4173 - accuracy: 0.8000 Epoch 123/500 45/45 [==============================] - 0s 338us/step - loss: 0.4163 - accuracy: 0.8000 Epoch 124/500 45/45 [==============================] - 0s 334us/step - loss: 0.4157 - accuracy: 0.8028 Epoch 125/500 45/45 [==============================] - 0s 336us/step - loss: 0.4158 - accuracy: 0.8042 Epoch 126/500 45/45 [==============================] - 0s 355us/step - loss: 0.4157 - accuracy: 0.7993 Epoch 127/500 45/45 [==============================] - 0s 344us/step - loss: 0.4151 - accuracy: 0.8021 Epoch 128/500 45/45 [==============================] - 0s 344us/step - loss: 0.4154 - accuracy: 0.8000 Epoch 129/500 45/45 [==============================] - 0s 348us/step - loss: 0.4149 - accuracy: 0.7986 Epoch 130/500 45/45 [==============================] - 0s 328us/step - loss: 0.4142 - accuracy: 0.8035 Epoch 131/500 45/45 [==============================] - 0s 339us/step - loss: 0.4142 - accuracy: 0.8014 Epoch 132/500 45/45 [==============================] - 0s 346us/step - loss: 0.4137 - accuracy: 0.8021 Epoch 133/500 45/45 [==============================] - 0s 338us/step - loss: 0.4136 - accuracy: 0.8028 Epoch 134/500 45/45 [==============================] - 0s 332us/step - loss: 0.4138 - accuracy: 0.8021 Epoch 135/500 45/45 [==============================] - 0s 348us/step - loss: 0.4141 - accuracy: 0.8007 Epoch 136/500 45/45 [==============================] - 0s 336us/step - loss: 0.4133 - accuracy: 0.7979 Epoch 137/500 45/45 [==============================] - 0s 353us/step - loss: 0.4127 - accuracy: 0.8007 Epoch 138/500 45/45 [==============================] - 0s 341us/step - loss: 0.4123 - accuracy: 0.8049 Epoch 139/500 45/45 [==============================] - 0s 343us/step - loss: 0.4128 - accuracy: 0.8042 Epoch 140/500 45/45 [==============================] - 0s 339us/step - loss: 0.4117 - accuracy: 0.8049 Epoch 141/500 45/45 [==============================] - 0s 330us/step - loss: 0.4115 - accuracy: 0.8056 Epoch 142/500 45/45 [==============================] - 0s 338us/step - loss: 0.4112 - accuracy: 0.8028 Epoch 143/500 45/45 [==============================] - 0s 352us/step - loss: 0.4113 - accuracy: 0.8056 Epoch 144/500 45/45 [==============================] - 0s 344us/step - loss: 0.4108 - accuracy: 0.8056 Epoch 145/500 45/45 [==============================] - 0s 344us/step - loss: 0.4101 - accuracy: 0.8076 Epoch 146/500 45/45 [==============================] - 0s 342us/step - loss: 0.4095 - accuracy: 0.8090 Epoch 147/500 45/45 [==============================] - 0s 327us/step - loss: 0.4092 - accuracy: 0.8049 Epoch 148/500 45/45 [==============================] - 0s 338us/step - loss: 0.4090 - accuracy: 0.8069 Epoch 149/500 45/45 [==============================] - 0s 337us/step - loss: 0.4088 - accuracy: 0.8056 Epoch 150/500 45/45 [==============================] - 0s 340us/step - loss: 0.4086 - accuracy: 0.8056 Epoch 151/500 45/45 [==============================] - 0s 335us/step - loss: 0.4084 - accuracy: 0.8056 Epoch 152/500 45/45 [==============================] - 0s 329us/step - loss: 0.4081 - accuracy: 0.8069 Epoch 153/500 45/45 [==============================] - 0s 337us/step - loss: 0.4075 - accuracy: 0.8069 Epoch 154/500 45/45 [==============================] - 0s 342us/step - loss: 0.4069 - accuracy: 0.8056 Epoch 155/500 45/45 [==============================] - 0s 340us/step - loss: 0.4081 - accuracy: 0.8021 Epoch 156/500 45/45 [==============================] - 0s 333us/step - loss: 0.4072 - accuracy: 0.8097 Epoch 157/500 45/45 [==============================] - 0s 335us/step - loss: 0.4058 - accuracy: 0.8049 Epoch 158/500 45/45 [==============================] - 0s 340us/step - loss: 0.4063 - accuracy: 0.8062 Epoch 159/500 45/45 [==============================] - 0s 333us/step - loss: 0.4052 - accuracy: 0.8076 Epoch 160/500 45/45 [==============================] - 0s 326us/step - loss: 0.4055 - accuracy: 0.8062 Epoch 161/500 45/45 [==============================] - 0s 350us/step - loss: 0.4052 - accuracy: 0.8062 Epoch 162/500 45/45 [==============================] - 0s 348us/step - loss: 0.4043 - accuracy: 0.8056 Epoch 163/500 45/45 [==============================] - 0s 344us/step - loss: 0.4038 - accuracy: 0.8090 Epoch 164/500 45/45 [==============================] - 0s 335us/step - loss: 0.4036 - accuracy: 0.8062 Epoch 165/500 45/45 [==============================] - 0s 348us/step - loss: 0.4031 - accuracy: 0.8049 Epoch 166/500 45/45 [==============================] - 0s 323us/step - loss: 0.4031 - accuracy: 0.8056 Epoch 167/500 45/45 [==============================] - 0s 349us/step - loss: 0.4035 - accuracy: 0.8035 Epoch 168/500 45/45 [==============================] - 0s 345us/step - loss: 0.4027 - accuracy: 0.8097 Epoch 169/500 45/45 [==============================] - 0s 350us/step - loss: 0.4028 - accuracy: 0.8062 Epoch 170/500 45/45 [==============================] - 0s 344us/step - loss: 0.4023 - accuracy: 0.8069 Epoch 171/500 45/45 [==============================] - 0s 319us/step - loss: 0.4021 - accuracy: 0.8076 Epoch 172/500 45/45 [==============================] - 0s 339us/step - loss: 0.4016 - accuracy: 0.8097 Epoch 173/500 45/45 [==============================] - 0s 337us/step - loss: 0.4023 - accuracy: 0.8111 Epoch 174/500 45/45 [==============================] - 0s 343us/step - loss: 0.4022 - accuracy: 0.8090 Epoch 175/500 45/45 [==============================] - 0s 355us/step - loss: 0.4012 - accuracy: 0.8076 Epoch 176/500 45/45 [==============================] - 0s 343us/step - loss: 0.4010 - accuracy: 0.8132 Epoch 177/500 45/45 [==============================] - 0s 346us/step - loss: 0.4017 - accuracy: 0.8118 Epoch 178/500 45/45 [==============================] - 0s 322us/step - loss: 0.4009 - accuracy: 0.8139 Epoch 179/500 45/45 [==============================] - 0s 335us/step - loss: 0.4002 - accuracy: 0.8125 Epoch 180/500 45/45 [==============================] - 0s 337us/step - loss: 0.4006 - accuracy: 0.8139 Epoch 181/500 45/45 [==============================] - 0s 338us/step - loss: 0.4005 - accuracy: 0.8118 Epoch 182/500 45/45 [==============================] - 0s 335us/step - loss: 0.4006 - accuracy: 0.8090 Epoch 183/500 45/45 [==============================] - 0s 334us/step - loss: 0.3999 - accuracy: 0.8076 Epoch 184/500 45/45 [==============================] - 0s 341us/step - loss: 0.3996 - accuracy: 0.8146 Epoch 185/500 45/45 [==============================] - 0s 344us/step - loss: 0.3996 - accuracy: 0.8118 Epoch 186/500 45/45 [==============================] - 0s 341us/step - loss: 0.3994 - accuracy: 0.8104 Epoch 187/500 45/45 [==============================] - 0s 342us/step - loss: 0.3995 - accuracy: 0.8090 Epoch 188/500 45/45 [==============================] - 0s 332us/step - loss: 0.3997 - accuracy: 0.8118 Epoch 189/500 45/45 [==============================] - 0s 338us/step - loss: 0.3995 - accuracy: 0.8139 Epoch 190/500 45/45 [==============================] - 0s 343us/step - loss: 0.3984 - accuracy: 0.8104 Epoch 191/500 45/45 [==============================] - 0s 321us/step - loss: 0.3987 - accuracy: 0.8111 Epoch 192/500 45/45 [==============================] - 0s 347us/step - loss: 0.3972 - accuracy: 0.8146 Epoch 193/500 45/45 [==============================] - 0s 335us/step - loss: 0.3973 - accuracy: 0.8097 Epoch 194/500 45/45 [==============================] - 0s 332us/step - loss: 0.3975 - accuracy: 0.8139 Epoch 195/500 45/45 [==============================] - 0s 339us/step - loss: 0.3969 - accuracy: 0.8160 Epoch 196/500 45/45 [==============================] - 0s 329us/step - loss: 0.3975 - accuracy: 0.8104 Epoch 197/500 45/45 [==============================] - 0s 343us/step - loss: 0.3962 - accuracy: 0.8160 Epoch 198/500 45/45 [==============================] - 0s 339us/step - loss: 0.3958 - accuracy: 0.8104 Epoch 199/500 45/45 [==============================] - 0s 343us/step - loss: 0.3952 - accuracy: 0.8160 Epoch 200/500 45/45 [==============================] - 0s 334us/step - loss: 0.3943 - accuracy: 0.8174 Epoch 201/500 45/45 [==============================] - 0s 520us/step - loss: 0.3942 - accuracy: 0.8125 Epoch 202/500 45/45 [==============================] - 0s 356us/step - loss: 0.3937 - accuracy: 0.8111 Epoch 203/500 45/45 [==============================] - 0s 338us/step - loss: 0.3938 - accuracy: 0.8132 Epoch 204/500 45/45 [==============================] - 0s 346us/step - loss: 0.3944 - accuracy: 0.8139 Epoch 205/500 45/45 [==============================] - 0s 359us/step - loss: 0.3926 - accuracy: 0.8146 Epoch 206/500 45/45 [==============================] - 0s 345us/step - loss: 0.3924 - accuracy: 0.8139 Epoch 207/500 45/45 [==============================] - 0s 338us/step - loss: 0.3920 - accuracy: 0.8188 Epoch 208/500 45/45 [==============================] - 0s 346us/step - loss: 0.3927 - accuracy: 0.8111 Epoch 209/500 45/45 [==============================] - 0s 344us/step - loss: 0.3920 - accuracy: 0.8146 Epoch 210/500 45/45 [==============================] - 0s 332us/step - loss: 0.3907 - accuracy: 0.8153 Epoch 211/500 45/45 [==============================] - 0s 341us/step - loss: 0.3912 - accuracy: 0.8174 Epoch 212/500 45/45 [==============================] - 0s 335us/step - loss: 0.3917 - accuracy: 0.8118 Epoch 213/500 45/45 [==============================] - 0s 341us/step - loss: 0.3912 - accuracy: 0.8153 Epoch 214/500 45/45 [==============================] - 0s 350us/step - loss: 0.3892 - accuracy: 0.8153 Epoch 215/500 45/45 [==============================] - 0s 336us/step - loss: 0.3901 - accuracy: 0.8208 Epoch 216/500 45/45 [==============================] - 0s 349us/step - loss: 0.3900 - accuracy: 0.8125 Epoch 217/500 45/45 [==============================] - 0s 343us/step - loss: 0.3882 - accuracy: 0.8146 Epoch 218/500 45/45 [==============================] - 0s 354us/step - loss: 0.3879 - accuracy: 0.8167 Epoch 219/500 45/45 [==============================] - 0s 340us/step - loss: 0.3880 - accuracy: 0.8174 Epoch 220/500 45/45 [==============================] - 0s 342us/step - loss: 0.3874 - accuracy: 0.8167 Epoch 221/500 45/45 [==============================] - 0s 334us/step - loss: 0.3870 - accuracy: 0.8181 Epoch 222/500 45/45 [==============================] - 0s 331us/step - loss: 0.3867 - accuracy: 0.8167 Epoch 223/500 45/45 [==============================] - 0s 339us/step - loss: 0.3873 - accuracy: 0.8111 Epoch 224/500 45/45 [==============================] - 0s 329us/step - loss: 0.3876 - accuracy: 0.8174 Epoch 225/500 45/45 [==============================] - 0s 312us/step - loss: 0.3864 - accuracy: 0.8132 Epoch 226/500 45/45 [==============================] - 0s 336us/step - loss: 0.3866 - accuracy: 0.8160 Epoch 227/500 45/45 [==============================] - 0s 338us/step - loss: 0.3861 - accuracy: 0.8174 Epoch 228/500 45/45 [==============================] - 0s 344us/step - loss: 0.3859 - accuracy: 0.8181 Epoch 229/500 45/45 [==============================] - 0s 349us/step - loss: 0.3859 - accuracy: 0.8125 Epoch 230/500 45/45 [==============================] - 0s 340us/step - loss: 0.3847 - accuracy: 0.8125 Epoch 231/500 45/45 [==============================] - 0s 370us/step - loss: 0.3846 - accuracy: 0.8153 Epoch 232/500 45/45 [==============================] - 0s 345us/step - loss: 0.3849 - accuracy: 0.8174 Epoch 233/500 45/45 [==============================] - 0s 341us/step - loss: 0.3845 - accuracy: 0.8125 Epoch 234/500 45/45 [==============================] - 0s 345us/step - loss: 0.3850 - accuracy: 0.8194 Epoch 235/500 45/45 [==============================] - 0s 345us/step - loss: 0.3839 - accuracy: 0.8194 Epoch 236/500 45/45 [==============================] - 0s 328us/step - loss: 0.3839 - accuracy: 0.8118 Epoch 237/500 45/45 [==============================] - 0s 345us/step - loss: 0.3844 - accuracy: 0.8146 Epoch 238/500 45/45 [==============================] - 0s 349us/step - loss: 0.3836 - accuracy: 0.8167 Epoch 239/500 45/45 [==============================] - 0s 320us/step - loss: 0.3838 - accuracy: 0.8153 Epoch 240/500 45/45 [==============================] - 0s 334us/step - loss: 0.3829 - accuracy: 0.8167 Epoch 241/500 45/45 [==============================] - 0s 338us/step - loss: 0.3823 - accuracy: 0.8188 Epoch 242/500 45/45 [==============================] - 0s 332us/step - loss: 0.3823 - accuracy: 0.8104 Epoch 243/500 45/45 [==============================] - 0s 350us/step - loss: 0.3834 - accuracy: 0.8181 Epoch 244/500 45/45 [==============================] - 0s 335us/step - loss: 0.3827 - accuracy: 0.8167 Epoch 245/500 45/45 [==============================] - 0s 330us/step - loss: 0.3825 - accuracy: 0.8146 Epoch 246/500 45/45 [==============================] - 0s 338us/step - loss: 0.3828 - accuracy: 0.8181 Epoch 247/500 45/45 [==============================] - 0s 330us/step - loss: 0.3809 - accuracy: 0.8194 Epoch 248/500 45/45 [==============================] - 0s 340us/step - loss: 0.3816 - accuracy: 0.8208 Epoch 249/500 45/45 [==============================] - 0s 339us/step - loss: 0.3809 - accuracy: 0.8194 Epoch 250/500 45/45 [==============================] - 0s 345us/step - loss: 0.3816 - accuracy: 0.8188 Epoch 251/500 45/45 [==============================] - 0s 337us/step - loss: 0.3814 - accuracy: 0.8194 Epoch 252/500 45/45 [==============================] - 0s 334us/step - loss: 0.3809 - accuracy: 0.8215 Epoch 253/500 45/45 [==============================] - 0s 341us/step - loss: 0.3806 - accuracy: 0.8167 Epoch 254/500 45/45 [==============================] - 0s 335us/step - loss: 0.3805 - accuracy: 0.8229 Epoch 255/500 45/45 [==============================] - 0s 332us/step - loss: 0.3803 - accuracy: 0.8146 Epoch 256/500 45/45 [==============================] - 0s 325us/step - loss: 0.3802 - accuracy: 0.8181 Epoch 257/500 45/45 [==============================] - 0s 343us/step - loss: 0.3801 - accuracy: 0.8222 Epoch 258/500 45/45 [==============================] - 0s 333us/step - loss: 0.3816 - accuracy: 0.8181 Epoch 259/500 45/45 [==============================] - 0s 336us/step - loss: 0.3790 - accuracy: 0.8146 Epoch 260/500 45/45 [==============================] - 0s 336us/step - loss: 0.3795 - accuracy: 0.8188 Epoch 261/500 45/45 [==============================] - 0s 335us/step - loss: 0.3791 - accuracy: 0.8201 Epoch 262/500 45/45 [==============================] - 0s 338us/step - loss: 0.3782 - accuracy: 0.8208 Epoch 263/500 45/45 [==============================] - 0s 330us/step - loss: 0.3781 - accuracy: 0.8215 Epoch 264/500 45/45 [==============================] - 0s 345us/step - loss: 0.3787 - accuracy: 0.8188 Epoch 265/500 45/45 [==============================] - 0s 333us/step - loss: 0.3778 - accuracy: 0.8174 Epoch 266/500 45/45 [==============================] - 0s 334us/step - loss: 0.3783 - accuracy: 0.8215 Epoch 267/500 45/45 [==============================] - 0s 335us/step - loss: 0.3784 - accuracy: 0.8201 Epoch 268/500 45/45 [==============================] - 0s 345us/step - loss: 0.3773 - accuracy: 0.8264 Epoch 269/500 45/45 [==============================] - 0s 344us/step - loss: 0.3778 - accuracy: 0.8215 Epoch 270/500 45/45 [==============================] - 0s 340us/step - loss: 0.3780 - accuracy: 0.8208 Epoch 271/500 45/45 [==============================] - 0s 336us/step - loss: 0.3774 - accuracy: 0.8208 Epoch 272/500 45/45 [==============================] - 0s 326us/step - loss: 0.3757 - accuracy: 0.8181 Epoch 273/500 45/45 [==============================] - 0s 338us/step - loss: 0.3761 - accuracy: 0.8271 Epoch 274/500 45/45 [==============================] - 0s 334us/step - loss: 0.3752 - accuracy: 0.8194 Epoch 275/500 45/45 [==============================] - 0s 339us/step - loss: 0.3752 - accuracy: 0.8215 Epoch 276/500 45/45 [==============================] - 0s 330us/step - loss: 0.3748 - accuracy: 0.8194 Epoch 277/500 45/45 [==============================] - 0s 334us/step - loss: 0.3753 - accuracy: 0.8278 Epoch 278/500 45/45 [==============================] - 0s 335us/step - loss: 0.3746 - accuracy: 0.8250 Epoch 279/500 45/45 [==============================] - 0s 341us/step - loss: 0.3738 - accuracy: 0.8222 Epoch 280/500 45/45 [==============================] - 0s 350us/step - loss: 0.3753 - accuracy: 0.8285 Epoch 281/500 45/45 [==============================] - 0s 336us/step - loss: 0.3741 - accuracy: 0.8243 Epoch 282/500 45/45 [==============================] - 0s 347us/step - loss: 0.3742 - accuracy: 0.8215 Epoch 283/500 45/45 [==============================] - 0s 347us/step - loss: 0.3734 - accuracy: 0.8264 Epoch 284/500 45/45 [==============================] - 0s 326us/step - loss: 0.3733 - accuracy: 0.8257 Epoch 285/500 45/45 [==============================] - 0s 339us/step - loss: 0.3738 - accuracy: 0.8236 Epoch 286/500 45/45 [==============================] - 0s 338us/step - loss: 0.3730 - accuracy: 0.8319 Epoch 287/500 45/45 [==============================] - 0s 331us/step - loss: 0.3731 - accuracy: 0.8299 Epoch 288/500 45/45 [==============================] - 0s 332us/step - loss: 0.3727 - accuracy: 0.8299 Epoch 289/500 45/45 [==============================] - 0s 341us/step - loss: 0.3735 - accuracy: 0.8264 Epoch 290/500 45/45 [==============================] - 0s 355us/step - loss: 0.3723 - accuracy: 0.8285 Epoch 291/500 45/45 [==============================] - 0s 345us/step - loss: 0.3733 - accuracy: 0.8278 Epoch 292/500 45/45 [==============================] - 0s 336us/step - loss: 0.3727 - accuracy: 0.8250 Epoch 293/500 45/45 [==============================] - 0s 339us/step - loss: 0.3729 - accuracy: 0.8271 Epoch 294/500 45/45 [==============================] - 0s 349us/step - loss: 0.3716 - accuracy: 0.8271 Epoch 295/500 45/45 [==============================] - 0s 347us/step - loss: 0.3713 - accuracy: 0.8257 Epoch 296/500 45/45 [==============================] - 0s 337us/step - loss: 0.3707 - accuracy: 0.8285 Epoch 297/500 45/45 [==============================] - 0s 339us/step - loss: 0.3714 - accuracy: 0.8264 Epoch 298/500 45/45 [==============================] - 0s 335us/step - loss: 0.3716 - accuracy: 0.8236 Epoch 299/500 45/45 [==============================] - 0s 322us/step - loss: 0.3714 - accuracy: 0.8319 Epoch 300/500 45/45 [==============================] - 0s 353us/step - loss: 0.3716 - accuracy: 0.8306 Epoch 301/500 45/45 [==============================] - 0s 329us/step - loss: 0.3716 - accuracy: 0.8264 Epoch 302/500 45/45 [==============================] - 0s 338us/step - loss: 0.3702 - accuracy: 0.8278 Epoch 303/500 45/45 [==============================] - 0s 341us/step - loss: 0.3718 - accuracy: 0.8215 Epoch 304/500 45/45 [==============================] - 0s 337us/step - loss: 0.3724 - accuracy: 0.8333 Epoch 305/500 45/45 [==============================] - 0s 340us/step - loss: 0.3722 - accuracy: 0.8326 Epoch 306/500 45/45 [==============================] - 0s 327us/step - loss: 0.3705 - accuracy: 0.8271 Epoch 307/500 45/45 [==============================] - 0s 343us/step - loss: 0.3698 - accuracy: 0.8306 Epoch 308/500 45/45 [==============================] - 0s 331us/step - loss: 0.3700 - accuracy: 0.8306 Epoch 309/500 45/45 [==============================] - 0s 340us/step - loss: 0.3701 - accuracy: 0.8313 Epoch 310/500 45/45 [==============================] - 0s 333us/step - loss: 0.3695 - accuracy: 0.8299 Epoch 311/500 45/45 [==============================] - 0s 335us/step - loss: 0.3691 - accuracy: 0.8347 Epoch 312/500 45/45 [==============================] - 0s 343us/step - loss: 0.3690 - accuracy: 0.8299 Epoch 313/500 45/45 [==============================] - 0s 340us/step - loss: 0.3693 - accuracy: 0.8278 Epoch 314/500 45/45 [==============================] - 0s 345us/step - loss: 0.3692 - accuracy: 0.8340 Epoch 315/500 45/45 [==============================] - 0s 336us/step - loss: 0.3683 - accuracy: 0.8299 Epoch 316/500 45/45 [==============================] - 0s 335us/step - loss: 0.3690 - accuracy: 0.8313 Epoch 317/500 45/45 [==============================] - 0s 325us/step - loss: 0.3700 - accuracy: 0.8340 Epoch 318/500 45/45 [==============================] - 0s 336us/step - loss: 0.3680 - accuracy: 0.8326 Epoch 319/500 45/45 [==============================] - 0s 337us/step - loss: 0.3685 - accuracy: 0.8333 Epoch 320/500 45/45 [==============================] - 0s 350us/step - loss: 0.3683 - accuracy: 0.8347 Epoch 321/500 45/45 [==============================] - 0s 330us/step - loss: 0.3684 - accuracy: 0.8340 Epoch 322/500 45/45 [==============================] - 0s 334us/step - loss: 0.3682 - accuracy: 0.8326 Epoch 323/500 45/45 [==============================] - 0s 351us/step - loss: 0.3687 - accuracy: 0.8306 Epoch 324/500 45/45 [==============================] - 0s 338us/step - loss: 0.3682 - accuracy: 0.8319 Epoch 325/500 45/45 [==============================] - 0s 331us/step - loss: 0.3686 - accuracy: 0.8326 Epoch 326/500 45/45 [==============================] - 0s 338us/step - loss: 0.3673 - accuracy: 0.8340 Epoch 327/500 45/45 [==============================] - 0s 328us/step - loss: 0.3679 - accuracy: 0.8403 Epoch 328/500 45/45 [==============================] - 0s 331us/step - loss: 0.3674 - accuracy: 0.8333 Epoch 329/500 45/45 [==============================] - 0s 332us/step - loss: 0.3669 - accuracy: 0.8361 Epoch 330/500 45/45 [==============================] - 0s 324us/step - loss: 0.3672 - accuracy: 0.8354 Epoch 331/500 45/45 [==============================] - 0s 329us/step - loss: 0.3673 - accuracy: 0.8368 Epoch 332/500 45/45 [==============================] - 0s 342us/step - loss: 0.3670 - accuracy: 0.8361 Epoch 333/500 45/45 [==============================] - 0s 331us/step - loss: 0.3672 - accuracy: 0.8347 Epoch 334/500 45/45 [==============================] - 0s 329us/step - loss: 0.3668 - accuracy: 0.8333 Epoch 335/500 45/45 [==============================] - 0s 345us/step - loss: 0.3671 - accuracy: 0.8389 Epoch 336/500 45/45 [==============================] - 0s 341us/step - loss: 0.3670 - accuracy: 0.8396 Epoch 337/500 45/45 [==============================] - 0s 322us/step - loss: 0.3669 - accuracy: 0.8368 Epoch 338/500 45/45 [==============================] - 0s 330us/step - loss: 0.3666 - accuracy: 0.8354 Epoch 339/500 45/45 [==============================] - 0s 337us/step - loss: 0.3670 - accuracy: 0.8340 Epoch 340/500 45/45 [==============================] - 0s 326us/step - loss: 0.3665 - accuracy: 0.8368 Epoch 341/500 45/45 [==============================] - 0s 330us/step - loss: 0.3675 - accuracy: 0.8403 Epoch 342/500 45/45 [==============================] - 0s 328us/step - loss: 0.3666 - accuracy: 0.8306 Epoch 343/500 45/45 [==============================] - 0s 332us/step - loss: 0.3672 - accuracy: 0.8333 Epoch 344/500 45/45 [==============================] - 0s 350us/step - loss: 0.3668 - accuracy: 0.8375 Epoch 345/500 45/45 [==============================] - 0s 336us/step - loss: 0.3673 - accuracy: 0.8389 Epoch 346/500 45/45 [==============================] - 0s 331us/step - loss: 0.3659 - accuracy: 0.8347 Epoch 347/500 45/45 [==============================] - 0s 349us/step - loss: 0.3654 - accuracy: 0.8375 Epoch 348/500 45/45 [==============================] - 0s 344us/step - loss: 0.3651 - accuracy: 0.8403 Epoch 349/500 45/45 [==============================] - 0s 332us/step - loss: 0.3655 - accuracy: 0.8347 Epoch 350/500 45/45 [==============================] - 0s 331us/step - loss: 0.3658 - accuracy: 0.8361 Epoch 351/500 45/45 [==============================] - 0s 329us/step - loss: 0.3654 - accuracy: 0.8361 Epoch 352/500 45/45 [==============================] - 0s 316us/step - loss: 0.3653 - accuracy: 0.8382 Epoch 353/500 45/45 [==============================] - 0s 328us/step - loss: 0.3648 - accuracy: 0.8347 Epoch 354/500 45/45 [==============================] - 0s 329us/step - loss: 0.3651 - accuracy: 0.8361 Epoch 355/500 45/45 [==============================] - 0s 333us/step - loss: 0.3673 - accuracy: 0.8354 Epoch 356/500 45/45 [==============================] - 0s 338us/step - loss: 0.3659 - accuracy: 0.8347 Epoch 357/500 45/45 [==============================] - 0s 341us/step - loss: 0.3650 - accuracy: 0.8319 Epoch 358/500 45/45 [==============================] - 0s 334us/step - loss: 0.3645 - accuracy: 0.8340 Epoch 359/500 45/45 [==============================] - 0s 335us/step - loss: 0.3650 - accuracy: 0.8347 Epoch 360/500 45/45 [==============================] - 0s 333us/step - loss: 0.3655 - accuracy: 0.8333 Epoch 361/500 45/45 [==============================] - 0s 342us/step - loss: 0.3644 - accuracy: 0.8382 Epoch 362/500 45/45 [==============================] - 0s 334us/step - loss: 0.3641 - accuracy: 0.8368 Epoch 363/500 45/45 [==============================] - 0s 347us/step - loss: 0.3648 - accuracy: 0.8326 Epoch 364/500 45/45 [==============================] - 0s 344us/step - loss: 0.3640 - accuracy: 0.8375 Epoch 365/500 45/45 [==============================] - 0s 340us/step - loss: 0.3640 - accuracy: 0.8306 Epoch 366/500 45/45 [==============================] - 0s 380us/step - loss: 0.3635 - accuracy: 0.8368 Epoch 367/500 45/45 [==============================] - 0s 354us/step - loss: 0.3640 - accuracy: 0.8306 Epoch 368/500 45/45 [==============================] - 0s 339us/step - loss: 0.3636 - accuracy: 0.8313 Epoch 369/500 45/45 [==============================] - 0s 351us/step - loss: 0.3630 - accuracy: 0.8354 Epoch 370/500 45/45 [==============================] - 0s 341us/step - loss: 0.3619 - accuracy: 0.8354 Epoch 371/500 45/45 [==============================] - 0s 343us/step - loss: 0.3634 - accuracy: 0.8389 Epoch 372/500 45/45 [==============================] - 0s 337us/step - loss: 0.3626 - accuracy: 0.8326 Epoch 373/500 45/45 [==============================] - 0s 350us/step - loss: 0.3632 - accuracy: 0.8285 Epoch 374/500 45/45 [==============================] - 0s 341us/step - loss: 0.3610 - accuracy: 0.8347 Epoch 375/500 45/45 [==============================] - 0s 340us/step - loss: 0.3637 - accuracy: 0.8326 Epoch 376/500 45/45 [==============================] - 0s 338us/step - loss: 0.3632 - accuracy: 0.8368 Epoch 377/500 45/45 [==============================] - 0s 344us/step - loss: 0.3620 - accuracy: 0.8354 Epoch 378/500 45/45 [==============================] - 0s 363us/step - loss: 0.3612 - accuracy: 0.8347 Epoch 379/500 45/45 [==============================] - 0s 347us/step - loss: 0.3616 - accuracy: 0.8347 Epoch 380/500 45/45 [==============================] - 0s 381us/step - loss: 0.3613 - accuracy: 0.8299 Epoch 381/500 45/45 [==============================] - 0s 385us/step - loss: 0.3613 - accuracy: 0.8361 Epoch 382/500 45/45 [==============================] - 0s 407us/step - loss: 0.3616 - accuracy: 0.8319 Epoch 383/500 45/45 [==============================] - 0s 389us/step - loss: 0.3629 - accuracy: 0.8333 Epoch 384/500 45/45 [==============================] - 0s 373us/step - loss: 0.3608 - accuracy: 0.8326 Epoch 385/500 45/45 [==============================] - 0s 397us/step - loss: 0.3607 - accuracy: 0.8333 Epoch 386/500 45/45 [==============================] - 0s 389us/step - loss: 0.3600 - accuracy: 0.8306 Epoch 387/500 45/45 [==============================] - 0s 381us/step - loss: 0.3615 - accuracy: 0.8271 Epoch 388/500 45/45 [==============================] - 0s 371us/step - loss: 0.3609 - accuracy: 0.8326 Epoch 389/500 45/45 [==============================] - 0s 412us/step - loss: 0.3624 - accuracy: 0.8285 Epoch 390/500 45/45 [==============================] - 0s 362us/step - loss: 0.3615 - accuracy: 0.8347 Epoch 391/500 45/45 [==============================] - 0s 369us/step - loss: 0.3605 - accuracy: 0.8368 Epoch 392/500 45/45 [==============================] - 0s 355us/step - loss: 0.3617 - accuracy: 0.8306 Epoch 393/500 45/45 [==============================] - 0s 351us/step - loss: 0.3615 - accuracy: 0.8299 Epoch 394/500 45/45 [==============================] - 0s 338us/step - loss: 0.3612 - accuracy: 0.8313 Epoch 395/500 45/45 [==============================] - 0s 344us/step - loss: 0.3616 - accuracy: 0.8313 Epoch 396/500 45/45 [==============================] - 0s 341us/step - loss: 0.3607 - accuracy: 0.8333 Epoch 397/500 45/45 [==============================] - 0s 401us/step - loss: 0.3610 - accuracy: 0.8326 Epoch 398/500 45/45 [==============================] - 0s 373us/step - loss: 0.3606 - accuracy: 0.8285 Epoch 399/500 45/45 [==============================] - 0s 408us/step - loss: 0.3632 - accuracy: 0.8326 Epoch 400/500 45/45 [==============================] - 0s 371us/step - loss: 0.3608 - accuracy: 0.8347 Epoch 401/500 45/45 [==============================] - 0s 381us/step - loss: 0.3602 - accuracy: 0.8326 Epoch 402/500 45/45 [==============================] - 0s 349us/step - loss: 0.3606 - accuracy: 0.8361 Epoch 403/500 45/45 [==============================] - 0s 338us/step - loss: 0.3603 - accuracy: 0.8319 Epoch 404/500 45/45 [==============================] - 0s 339us/step - loss: 0.3603 - accuracy: 0.8340 Epoch 405/500 45/45 [==============================] - 0s 339us/step - loss: 0.3602 - accuracy: 0.8361 Epoch 406/500 45/45 [==============================] - 0s 335us/step - loss: 0.3590 - accuracy: 0.8299 Epoch 407/500 45/45 [==============================] - 0s 350us/step - loss: 0.3597 - accuracy: 0.8347 Epoch 408/500 45/45 [==============================] - 0s 342us/step - loss: 0.3599 - accuracy: 0.8333 Epoch 409/500 45/45 [==============================] - 0s 326us/step - loss: 0.3619 - accuracy: 0.8326 Epoch 410/500 45/45 [==============================] - 0s 345us/step - loss: 0.3602 - accuracy: 0.8285 Epoch 411/500 45/45 [==============================] - 0s 337us/step - loss: 0.3594 - accuracy: 0.8333 Epoch 412/500 45/45 [==============================] - 0s 365us/step - loss: 0.3605 - accuracy: 0.8326 Epoch 413/500 45/45 [==============================] - 0s 360us/step - loss: 0.3596 - accuracy: 0.8368 Epoch 414/500 45/45 [==============================] - 0s 332us/step - loss: 0.3599 - accuracy: 0.8319 Epoch 415/500 45/45 [==============================] - 0s 370us/step - loss: 0.3592 - accuracy: 0.8319 Epoch 416/500 45/45 [==============================] - 0s 359us/step - loss: 0.3614 - accuracy: 0.8347 Epoch 417/500 45/45 [==============================] - 0s 347us/step - loss: 0.3632 - accuracy: 0.8292 Epoch 418/500 45/45 [==============================] - 0s 331us/step - loss: 0.3610 - accuracy: 0.8354 Epoch 419/500 45/45 [==============================] - 0s 321us/step - loss: 0.3606 - accuracy: 0.8271 Epoch 420/500 45/45 [==============================] - 0s 332us/step - loss: 0.3600 - accuracy: 0.8382 Epoch 421/500 45/45 [==============================] - 0s 326us/step - loss: 0.3608 - accuracy: 0.8368 Epoch 422/500 45/45 [==============================] - 0s 349us/step - loss: 0.3591 - accuracy: 0.8347 Epoch 423/500 45/45 [==============================] - 0s 346us/step - loss: 0.3592 - accuracy: 0.8333 Epoch 424/500 45/45 [==============================] - 0s 340us/step - loss: 0.3594 - accuracy: 0.8306 Epoch 425/500 45/45 [==============================] - 0s 339us/step - loss: 0.3603 - accuracy: 0.8340 Epoch 426/500 45/45 [==============================] - 0s 342us/step - loss: 0.3597 - accuracy: 0.8299 Epoch 427/500 45/45 [==============================] - 0s 331us/step - loss: 0.3598 - accuracy: 0.8354 Epoch 428/500 45/45 [==============================] - 0s 341us/step - loss: 0.3587 - accuracy: 0.8354 Epoch 429/500 45/45 [==============================] - 0s 348us/step - loss: 0.3595 - accuracy: 0.8354 Epoch 430/500 45/45 [==============================] - 0s 333us/step - loss: 0.3589 - accuracy: 0.8417 Epoch 431/500 45/45 [==============================] - 0s 337us/step - loss: 0.3598 - accuracy: 0.8340 Epoch 432/500 45/45 [==============================] - 0s 346us/step - loss: 0.3600 - accuracy: 0.8396 Epoch 433/500 45/45 [==============================] - 0s 329us/step - loss: 0.3593 - accuracy: 0.8361 Epoch 434/500 45/45 [==============================] - 0s 336us/step - loss: 0.3603 - accuracy: 0.8396 Epoch 435/500 45/45 [==============================] - 0s 335us/step - loss: 0.3596 - accuracy: 0.8368 Epoch 436/500 45/45 [==============================] - 0s 552us/step - loss: 0.3582 - accuracy: 0.8347 Epoch 437/500 45/45 [==============================] - 0s 569us/step - loss: 0.3596 - accuracy: 0.8333 Epoch 438/500 45/45 [==============================] - 0s 363us/step - loss: 0.3596 - accuracy: 0.8375 Epoch 439/500 45/45 [==============================] - 0s 354us/step - loss: 0.3597 - accuracy: 0.8354 Epoch 440/500 45/45 [==============================] - 0s 347us/step - loss: 0.3603 - accuracy: 0.8389 Epoch 441/500 45/45 [==============================] - 0s 356us/step - loss: 0.3594 - accuracy: 0.8382 Epoch 442/500 45/45 [==============================] - 0s 356us/step - loss: 0.3594 - accuracy: 0.8354 Epoch 443/500 45/45 [==============================] - 0s 373us/step - loss: 0.3589 - accuracy: 0.8410 Epoch 444/500 45/45 [==============================] - 0s 364us/step - loss: 0.3589 - accuracy: 0.8403 Epoch 445/500 45/45 [==============================] - 0s 364us/step - loss: 0.3600 - accuracy: 0.8347 Epoch 446/500 45/45 [==============================] - 0s 374us/step - loss: 0.3597 - accuracy: 0.8347 Epoch 447/500 45/45 [==============================] - 0s 368us/step - loss: 0.3591 - accuracy: 0.8361 Epoch 448/500 45/45 [==============================] - 0s 373us/step - loss: 0.3584 - accuracy: 0.8361 Epoch 449/500 45/45 [==============================] - 0s 381us/step - loss: 0.3598 - accuracy: 0.8333 Epoch 450/500 45/45 [==============================] - 0s 377us/step - loss: 0.3591 - accuracy: 0.8361 Epoch 451/500 45/45 [==============================] - 0s 380us/step - loss: 0.3579 - accuracy: 0.8368 Epoch 452/500 45/45 [==============================] - 0s 375us/step - loss: 0.3583 - accuracy: 0.8396 Epoch 453/500 45/45 [==============================] - 0s 359us/step - loss: 0.3587 - accuracy: 0.8306 Epoch 454/500 45/45 [==============================] - 0s 369us/step - loss: 0.3588 - accuracy: 0.8375 Epoch 455/500 45/45 [==============================] - 0s 372us/step - loss: 0.3596 - accuracy: 0.8340 Epoch 456/500 45/45 [==============================] - 0s 358us/step - loss: 0.3608 - accuracy: 0.8361 Epoch 457/500 45/45 [==============================] - 0s 348us/step - loss: 0.3603 - accuracy: 0.8382 Epoch 458/500 45/45 [==============================] - 0s 349us/step - loss: 0.3591 - accuracy: 0.8340 Epoch 459/500 45/45 [==============================] - 0s 369us/step - loss: 0.3587 - accuracy: 0.8403 Epoch 460/500 45/45 [==============================] - 0s 366us/step - loss: 0.3592 - accuracy: 0.8347 Epoch 461/500 45/45 [==============================] - 0s 367us/step - loss: 0.3589 - accuracy: 0.8410 Epoch 462/500 45/45 [==============================] - 0s 352us/step - loss: 0.3581 - accuracy: 0.8375 Epoch 463/500 45/45 [==============================] - 0s 381us/step - loss: 0.3583 - accuracy: 0.8333 Epoch 464/500 45/45 [==============================] - 0s 409us/step - loss: 0.3583 - accuracy: 0.8368 Epoch 465/500 45/45 [==============================] - 0s 367us/step - loss: 0.3590 - accuracy: 0.8361 Epoch 466/500 45/45 [==============================] - 0s 366us/step - loss: 0.3596 - accuracy: 0.8382 Epoch 467/500 45/45 [==============================] - 0s 363us/step - loss: 0.3597 - accuracy: 0.8333 Epoch 468/500 45/45 [==============================] - 0s 372us/step - loss: 0.3587 - accuracy: 0.8326 Epoch 469/500 45/45 [==============================] - 0s 374us/step - loss: 0.3586 - accuracy: 0.8431 Epoch 470/500 45/45 [==============================] - 0s 369us/step - loss: 0.3584 - accuracy: 0.8368 Epoch 471/500 45/45 [==============================] - 0s 376us/step - loss: 0.3597 - accuracy: 0.8382 Epoch 472/500 45/45 [==============================] - 0s 366us/step - loss: 0.3595 - accuracy: 0.8375 Epoch 473/500 45/45 [==============================] - 0s 370us/step - loss: 0.3588 - accuracy: 0.8347 Epoch 474/500 45/45 [==============================] - 0s 383us/step - loss: 0.3591 - accuracy: 0.8333 Epoch 475/500 45/45 [==============================] - 0s 374us/step - loss: 0.3599 - accuracy: 0.8326 Epoch 476/500 45/45 [==============================] - 0s 384us/step - loss: 0.3590 - accuracy: 0.8410 Epoch 477/500 45/45 [==============================] - 0s 390us/step - loss: 0.3586 - accuracy: 0.8354 Epoch 478/500 45/45 [==============================] - 0s 387us/step - loss: 0.3594 - accuracy: 0.8361 Epoch 479/500 45/45 [==============================] - 0s 373us/step - loss: 0.3596 - accuracy: 0.8333 Epoch 480/500 45/45 [==============================] - 0s 371us/step - loss: 0.3599 - accuracy: 0.8354 Epoch 481/500 45/45 [==============================] - 0s 369us/step - loss: 0.3590 - accuracy: 0.8403 Epoch 482/500 45/45 [==============================] - 0s 372us/step - loss: 0.3587 - accuracy: 0.8382 Epoch 483/500 45/45 [==============================] - 0s 345us/step - loss: 0.3587 - accuracy: 0.8389 Epoch 484/500 45/45 [==============================] - 0s 352us/step - loss: 0.3578 - accuracy: 0.8389 Epoch 485/500 45/45 [==============================] - 0s 340us/step - loss: 0.3584 - accuracy: 0.8410 Epoch 486/500 45/45 [==============================] - 0s 341us/step - loss: 0.3582 - accuracy: 0.8389 Epoch 487/500 45/45 [==============================] - 0s 340us/step - loss: 0.3582 - accuracy: 0.8396 Epoch 488/500 45/45 [==============================] - 0s 352us/step - loss: 0.3601 - accuracy: 0.8306 Epoch 489/500 45/45 [==============================] - 0s 352us/step - loss: 0.3573 - accuracy: 0.8396 Epoch 490/500 45/45 [==============================] - 0s 341us/step - loss: 0.3585 - accuracy: 0.8431 Epoch 491/500 45/45 [==============================] - 0s 356us/step - loss: 0.3584 - accuracy: 0.8361 Epoch 492/500 45/45 [==============================] - 0s 407us/step - loss: 0.3576 - accuracy: 0.8382 Epoch 493/500 45/45 [==============================] - 0s 356us/step - loss: 0.3584 - accuracy: 0.8368 Epoch 494/500 45/45 [==============================] - 0s 504us/step - loss: 0.3584 - accuracy: 0.8396 Epoch 495/500 45/45 [==============================] - 0s 356us/step - loss: 0.3584 - accuracy: 0.8396 Epoch 496/500 45/45 [==============================] - 0s 343us/step - loss: 0.3577 - accuracy: 0.8368 Epoch 497/500 45/45 [==============================] - 0s 348us/step - loss: 0.3583 - accuracy: 0.8354 Epoch 498/500 45/45 [==============================] - 0s 343us/step - loss: 0.3586 - accuracy: 0.8403 Epoch 499/500 45/45 [==============================] - 0s 349us/step - loss: 0.3597 - accuracy: 0.8354 Epoch 500/500 45/45 [==============================] - 0s 352us/step - loss: 0.3587 - accuracy: 0.8375 5/5 [==============================] - 0s 437us/step Epoch 1/500 45/45 [==============================] - 0s 480us/step - loss: 0.6901 - accuracy: 0.6507 Epoch 2/500 45/45 [==============================] - 0s 440us/step - loss: 0.6815 - accuracy: 0.6514 Epoch 3/500 45/45 [==============================] - 0s 367us/step - loss: 0.6623 - accuracy: 0.6819 Epoch 4/500 45/45 [==============================] - 0s 376us/step - loss: 0.6258 - accuracy: 0.7472 Epoch 5/500 45/45 [==============================] - 0s 389us/step - loss: 0.5776 - accuracy: 0.7542 Epoch 6/500 45/45 [==============================] - 0s 371us/step - loss: 0.5345 - accuracy: 0.7583 Epoch 7/500 45/45 [==============================] - 0s 393us/step - loss: 0.5055 - accuracy: 0.7632 Epoch 8/500 45/45 [==============================] - 0s 355us/step - loss: 0.4893 - accuracy: 0.7583 Epoch 9/500 45/45 [==============================] - 0s 380us/step - loss: 0.4805 - accuracy: 0.7618 Epoch 10/500 45/45 [==============================] - 0s 390us/step - loss: 0.4760 - accuracy: 0.7688 Epoch 11/500 45/45 [==============================] - 0s 388us/step - loss: 0.4730 - accuracy: 0.7681 Epoch 12/500 45/45 [==============================] - 0s 397us/step - loss: 0.4707 - accuracy: 0.7660 Epoch 13/500 45/45 [==============================] - 0s 389us/step - loss: 0.4694 - accuracy: 0.7625 Epoch 14/500 45/45 [==============================] - 0s 383us/step - loss: 0.4681 - accuracy: 0.7597 Epoch 15/500 45/45 [==============================] - 0s 398us/step - loss: 0.4672 - accuracy: 0.7618 Epoch 16/500 45/45 [==============================] - 0s 390us/step - loss: 0.4657 - accuracy: 0.7639 Epoch 17/500 45/45 [==============================] - 0s 387us/step - loss: 0.4655 - accuracy: 0.7625 Epoch 18/500 45/45 [==============================] - 0s 410us/step - loss: 0.4653 - accuracy: 0.7653 Epoch 19/500 45/45 [==============================] - 0s 414us/step - loss: 0.4641 - accuracy: 0.7646 Epoch 20/500 45/45 [==============================] - 0s 389us/step - loss: 0.4633 - accuracy: 0.7667 Epoch 21/500 45/45 [==============================] - 0s 389us/step - loss: 0.4628 - accuracy: 0.7639 Epoch 22/500 45/45 [==============================] - 0s 386us/step - loss: 0.4617 - accuracy: 0.7743 Epoch 23/500 45/45 [==============================] - 0s 382us/step - loss: 0.4609 - accuracy: 0.7736 Epoch 24/500 45/45 [==============================] - 0s 382us/step - loss: 0.4605 - accuracy: 0.7729 Epoch 25/500 45/45 [==============================] - 0s 378us/step - loss: 0.4604 - accuracy: 0.7743 Epoch 26/500 45/45 [==============================] - 0s 377us/step - loss: 0.4590 - accuracy: 0.7688 Epoch 27/500 45/45 [==============================] - 0s 385us/step - loss: 0.4591 - accuracy: 0.7729 Epoch 28/500 45/45 [==============================] - 0s 374us/step - loss: 0.4577 - accuracy: 0.7743 Epoch 29/500 45/45 [==============================] - 0s 362us/step - loss: 0.4575 - accuracy: 0.7715 Epoch 30/500 45/45 [==============================] - 0s 364us/step - loss: 0.4577 - accuracy: 0.7715 Epoch 31/500 45/45 [==============================] - 0s 371us/step - loss: 0.4567 - accuracy: 0.7736 Epoch 32/500 45/45 [==============================] - 0s 380us/step - loss: 0.4563 - accuracy: 0.7771 Epoch 33/500 45/45 [==============================] - 0s 378us/step - loss: 0.4560 - accuracy: 0.7757 Epoch 34/500 45/45 [==============================] - 0s 382us/step - loss: 0.4551 - accuracy: 0.7778 Epoch 35/500 45/45 [==============================] - 0s 377us/step - loss: 0.4547 - accuracy: 0.7757 Epoch 36/500 45/45 [==============================] - 0s 372us/step - loss: 0.4547 - accuracy: 0.7799 Epoch 37/500 45/45 [==============================] - 0s 375us/step - loss: 0.4543 - accuracy: 0.7771 Epoch 38/500 45/45 [==============================] - 0s 356us/step - loss: 0.4538 - accuracy: 0.7806 Epoch 39/500 45/45 [==============================] - 0s 360us/step - loss: 0.4536 - accuracy: 0.7812 Epoch 40/500 45/45 [==============================] - 0s 363us/step - loss: 0.4529 - accuracy: 0.7826 Epoch 41/500 45/45 [==============================] - 0s 376us/step - loss: 0.4529 - accuracy: 0.7799 Epoch 42/500 45/45 [==============================] - 0s 374us/step - loss: 0.4526 - accuracy: 0.7799 Epoch 43/500 45/45 [==============================] - 0s 379us/step - loss: 0.4519 - accuracy: 0.7826 Epoch 44/500 45/45 [==============================] - 0s 375us/step - loss: 0.4517 - accuracy: 0.7826 Epoch 45/500 45/45 [==============================] - 0s 384us/step - loss: 0.4511 - accuracy: 0.7833 Epoch 46/500 45/45 [==============================] - 0s 375us/step - loss: 0.4508 - accuracy: 0.7812 Epoch 47/500 45/45 [==============================] - 0s 355us/step - loss: 0.4508 - accuracy: 0.7840 Epoch 48/500 45/45 [==============================] - 0s 348us/step - loss: 0.4505 - accuracy: 0.7833 Epoch 49/500 45/45 [==============================] - 0s 378us/step - loss: 0.4503 - accuracy: 0.7826 Epoch 50/500 45/45 [==============================] - 0s 369us/step - loss: 0.4505 - accuracy: 0.7826 Epoch 51/500 45/45 [==============================] - 0s 365us/step - loss: 0.4500 - accuracy: 0.7861 Epoch 52/500 45/45 [==============================] - 0s 382us/step - loss: 0.4492 - accuracy: 0.7826 Epoch 53/500 45/45 [==============================] - 0s 377us/step - loss: 0.4492 - accuracy: 0.7826 Epoch 54/500 45/45 [==============================] - 0s 371us/step - loss: 0.4492 - accuracy: 0.7840 Epoch 55/500 45/45 [==============================] - 0s 376us/step - loss: 0.4494 - accuracy: 0.7861 Epoch 56/500 45/45 [==============================] - 0s 372us/step - loss: 0.4491 - accuracy: 0.7806 Epoch 57/500 45/45 [==============================] - 0s 351us/step - loss: 0.4484 - accuracy: 0.7868 Epoch 58/500 45/45 [==============================] - 0s 386us/step - loss: 0.4483 - accuracy: 0.7875 Epoch 59/500 45/45 [==============================] - 0s 373us/step - loss: 0.4481 - accuracy: 0.7854 Epoch 60/500 45/45 [==============================] - 0s 373us/step - loss: 0.4482 - accuracy: 0.7847 Epoch 61/500 45/45 [==============================] - 0s 367us/step - loss: 0.4474 - accuracy: 0.7882 Epoch 62/500 45/45 [==============================] - 0s 358us/step - loss: 0.4476 - accuracy: 0.7840 Epoch 63/500 45/45 [==============================] - 0s 368us/step - loss: 0.4473 - accuracy: 0.7854 Epoch 64/500 45/45 [==============================] - 0s 360us/step - loss: 0.4475 - accuracy: 0.7861 Epoch 65/500 45/45 [==============================] - 0s 380us/step - loss: 0.4469 - accuracy: 0.7833 Epoch 66/500 45/45 [==============================] - 0s 376us/step - loss: 0.4466 - accuracy: 0.7847 Epoch 67/500 45/45 [==============================] - 0s 380us/step - loss: 0.4465 - accuracy: 0.7854 Epoch 68/500 45/45 [==============================] - 0s 383us/step - loss: 0.4461 - accuracy: 0.7840 Epoch 69/500 45/45 [==============================] - 0s 376us/step - loss: 0.4464 - accuracy: 0.7833 Epoch 70/500 45/45 [==============================] - 0s 364us/step - loss: 0.4466 - accuracy: 0.7840 Epoch 71/500 45/45 [==============================] - 0s 385us/step - loss: 0.4457 - accuracy: 0.7840 Epoch 72/500 45/45 [==============================] - 0s 382us/step - loss: 0.4453 - accuracy: 0.7847 Epoch 73/500 45/45 [==============================] - 0s 363us/step - loss: 0.4463 - accuracy: 0.7854 Epoch 74/500 45/45 [==============================] - 0s 371us/step - loss: 0.4449 - accuracy: 0.7854 Epoch 75/500 45/45 [==============================] - 0s 373us/step - loss: 0.4455 - accuracy: 0.7826 Epoch 76/500 45/45 [==============================] - 0s 383us/step - loss: 0.4454 - accuracy: 0.7868 Epoch 77/500 45/45 [==============================] - 0s 381us/step - loss: 0.4444 - accuracy: 0.7889 Epoch 78/500 45/45 [==============================] - 0s 369us/step - loss: 0.4444 - accuracy: 0.7854 Epoch 79/500 45/45 [==============================] - 0s 374us/step - loss: 0.4440 - accuracy: 0.7840 Epoch 80/500 45/45 [==============================] - 0s 371us/step - loss: 0.4435 - accuracy: 0.7861 Epoch 81/500 45/45 [==============================] - 0s 379us/step - loss: 0.4434 - accuracy: 0.7854 Epoch 82/500 45/45 [==============================] - 0s 375us/step - loss: 0.4436 - accuracy: 0.7812 Epoch 83/500 45/45 [==============================] - 0s 377us/step - loss: 0.4425 - accuracy: 0.7889 Epoch 84/500 45/45 [==============================] - 0s 369us/step - loss: 0.4421 - accuracy: 0.7861 Epoch 85/500 45/45 [==============================] - 0s 379us/step - loss: 0.4421 - accuracy: 0.7833 Epoch 86/500 45/45 [==============================] - 0s 373us/step - loss: 0.4419 - accuracy: 0.7847 Epoch 87/500 45/45 [==============================] - 0s 365us/step - loss: 0.4413 - accuracy: 0.7854 Epoch 88/500 45/45 [==============================] - 0s 381us/step - loss: 0.4408 - accuracy: 0.7819 Epoch 89/500 45/45 [==============================] - 0s 371us/step - loss: 0.4406 - accuracy: 0.7840 Epoch 90/500 45/45 [==============================] - 0s 374us/step - loss: 0.4405 - accuracy: 0.7854 Epoch 91/500 45/45 [==============================] - 0s 370us/step - loss: 0.4401 - accuracy: 0.7833 Epoch 92/500 45/45 [==============================] - 0s 364us/step - loss: 0.4397 - accuracy: 0.7889 Epoch 93/500 45/45 [==============================] - 0s 361us/step - loss: 0.4395 - accuracy: 0.7896 Epoch 94/500 45/45 [==============================] - 0s 366us/step - loss: 0.4395 - accuracy: 0.7854 Epoch 95/500 45/45 [==============================] - 0s 372us/step - loss: 0.4390 - accuracy: 0.7868 Epoch 96/500 45/45 [==============================] - 0s 378us/step - loss: 0.4386 - accuracy: 0.7882 Epoch 97/500 45/45 [==============================] - 0s 384us/step - loss: 0.4384 - accuracy: 0.7854 Epoch 98/500 45/45 [==============================] - 0s 371us/step - loss: 0.4383 - accuracy: 0.7861 Epoch 99/500 45/45 [==============================] - 0s 371us/step - loss: 0.4377 - accuracy: 0.7868 Epoch 100/500 45/45 [==============================] - 0s 385us/step - loss: 0.4370 - accuracy: 0.7889 Epoch 101/500 45/45 [==============================] - 0s 370us/step - loss: 0.4368 - accuracy: 0.7854 Epoch 102/500 45/45 [==============================] - 0s 372us/step - loss: 0.4366 - accuracy: 0.7875 Epoch 103/500 45/45 [==============================] - 0s 368us/step - loss: 0.4361 - accuracy: 0.7889 Epoch 104/500 45/45 [==============================] - 0s 379us/step - loss: 0.4361 - accuracy: 0.7903 Epoch 105/500 45/45 [==============================] - 0s 376us/step - loss: 0.4357 - accuracy: 0.7931 Epoch 106/500 45/45 [==============================] - 0s 378us/step - loss: 0.4350 - accuracy: 0.7882 Epoch 107/500 45/45 [==============================] - 0s 364us/step - loss: 0.4360 - accuracy: 0.7931 Epoch 108/500 45/45 [==============================] - 0s 368us/step - loss: 0.4355 - accuracy: 0.7882 Epoch 109/500 45/45 [==============================] - 0s 379us/step - loss: 0.4343 - accuracy: 0.7910 Epoch 110/500 45/45 [==============================] - 0s 379us/step - loss: 0.4343 - accuracy: 0.7903 Epoch 111/500 45/45 [==============================] - 0s 375us/step - loss: 0.4340 - accuracy: 0.7910 Epoch 112/500 45/45 [==============================] - 0s 393us/step - loss: 0.4333 - accuracy: 0.7958 Epoch 113/500 45/45 [==============================] - 0s 361us/step - loss: 0.4335 - accuracy: 0.7924 Epoch 114/500 45/45 [==============================] - 0s 353us/step - loss: 0.4329 - accuracy: 0.7944 Epoch 115/500 45/45 [==============================] - 0s 355us/step - loss: 0.4333 - accuracy: 0.7937 Epoch 116/500 45/45 [==============================] - 0s 371us/step - loss: 0.4322 - accuracy: 0.7937 Epoch 117/500 45/45 [==============================] - 0s 379us/step - loss: 0.4323 - accuracy: 0.7979 Epoch 118/500 45/45 [==============================] - 0s 363us/step - loss: 0.4329 - accuracy: 0.7910 Epoch 119/500 45/45 [==============================] - 0s 354us/step - loss: 0.4319 - accuracy: 0.7993 Epoch 120/500 45/45 [==============================] - 0s 380us/step - loss: 0.4317 - accuracy: 0.7979 Epoch 121/500 45/45 [==============================] - 0s 367us/step - loss: 0.4311 - accuracy: 0.7924 Epoch 122/500 45/45 [==============================] - 0s 367us/step - loss: 0.4314 - accuracy: 0.8021 Epoch 123/500 45/45 [==============================] - 0s 358us/step - loss: 0.4325 - accuracy: 0.7931 Epoch 124/500 45/45 [==============================] - 0s 372us/step - loss: 0.4319 - accuracy: 0.8000 Epoch 125/500 45/45 [==============================] - 0s 372us/step - loss: 0.4303 - accuracy: 0.8014 Epoch 126/500 45/45 [==============================] - 0s 378us/step - loss: 0.4306 - accuracy: 0.7965 Epoch 127/500 45/45 [==============================] - 0s 369us/step - loss: 0.4303 - accuracy: 0.8014 Epoch 128/500 45/45 [==============================] - 0s 360us/step - loss: 0.4298 - accuracy: 0.8000 Epoch 129/500 45/45 [==============================] - 0s 368us/step - loss: 0.4296 - accuracy: 0.8049 Epoch 130/500 45/45 [==============================] - 0s 369us/step - loss: 0.4295 - accuracy: 0.7965 Epoch 131/500 45/45 [==============================] - 0s 384us/step - loss: 0.4296 - accuracy: 0.8076 Epoch 132/500 45/45 [==============================] - 0s 354us/step - loss: 0.4298 - accuracy: 0.8007 Epoch 133/500 45/45 [==============================] - 0s 372us/step - loss: 0.4288 - accuracy: 0.8000 Epoch 134/500 45/45 [==============================] - 0s 371us/step - loss: 0.4282 - accuracy: 0.8021 Epoch 135/500 45/45 [==============================] - 0s 376us/step - loss: 0.4282 - accuracy: 0.8062 Epoch 136/500 45/45 [==============================] - 0s 380us/step - loss: 0.4287 - accuracy: 0.7993 Epoch 137/500 45/45 [==============================] - 0s 373us/step - loss: 0.4282 - accuracy: 0.8035 Epoch 138/500 45/45 [==============================] - 0s 370us/step - loss: 0.4273 - accuracy: 0.8042 Epoch 139/500 45/45 [==============================] - 0s 372us/step - loss: 0.4272 - accuracy: 0.7993 Epoch 140/500 45/45 [==============================] - 0s 375us/step - loss: 0.4271 - accuracy: 0.8021 Epoch 141/500 45/45 [==============================] - 0s 372us/step - loss: 0.4272 - accuracy: 0.8076 Epoch 142/500 45/45 [==============================] - 0s 366us/step - loss: 0.4270 - accuracy: 0.8069 Epoch 143/500 45/45 [==============================] - 0s 351us/step - loss: 0.4270 - accuracy: 0.8028 Epoch 144/500 45/45 [==============================] - 0s 361us/step - loss: 0.4263 - accuracy: 0.8035 Epoch 145/500 45/45 [==============================] - 0s 370us/step - loss: 0.4267 - accuracy: 0.8104 Epoch 146/500 45/45 [==============================] - 0s 391us/step - loss: 0.4258 - accuracy: 0.8090 Epoch 147/500 45/45 [==============================] - 0s 367us/step - loss: 0.4262 - accuracy: 0.8028 Epoch 148/500 45/45 [==============================] - 0s 372us/step - loss: 0.4268 - accuracy: 0.8042 Epoch 149/500 45/45 [==============================] - 0s 370us/step - loss: 0.4264 - accuracy: 0.8097 Epoch 150/500 45/45 [==============================] - 0s 368us/step - loss: 0.4249 - accuracy: 0.8049 Epoch 151/500 45/45 [==============================] - 0s 375us/step - loss: 0.4247 - accuracy: 0.8028 Epoch 152/500 45/45 [==============================] - 0s 361us/step - loss: 0.4245 - accuracy: 0.8035 Epoch 153/500 45/45 [==============================] - 0s 392us/step - loss: 0.4242 - accuracy: 0.8035 Epoch 154/500 45/45 [==============================] - 0s 377us/step - loss: 0.4242 - accuracy: 0.8049 Epoch 155/500 45/45 [==============================] - 0s 358us/step - loss: 0.4243 - accuracy: 0.8021 Epoch 156/500 45/45 [==============================] - 0s 385us/step - loss: 0.4240 - accuracy: 0.8069 Epoch 157/500 45/45 [==============================] - 0s 368us/step - loss: 0.4240 - accuracy: 0.8028 Epoch 158/500 45/45 [==============================] - 0s 389us/step - loss: 0.4234 - accuracy: 0.8125 Epoch 159/500 45/45 [==============================] - 0s 387us/step - loss: 0.4232 - accuracy: 0.8090 Epoch 160/500 45/45 [==============================] - 0s 376us/step - loss: 0.4230 - accuracy: 0.8049 Epoch 161/500 45/45 [==============================] - 0s 367us/step - loss: 0.4232 - accuracy: 0.8111 Epoch 162/500 45/45 [==============================] - 0s 380us/step - loss: 0.4230 - accuracy: 0.8042 Epoch 163/500 45/45 [==============================] - 0s 361us/step - loss: 0.4230 - accuracy: 0.8028 Epoch 164/500 45/45 [==============================] - 0s 389us/step - loss: 0.4221 - accuracy: 0.8049 Epoch 165/500 45/45 [==============================] - 0s 389us/step - loss: 0.4222 - accuracy: 0.8118 Epoch 166/500 45/45 [==============================] - 0s 389us/step - loss: 0.4223 - accuracy: 0.8111 Epoch 167/500 45/45 [==============================] - 0s 370us/step - loss: 0.4220 - accuracy: 0.8007 Epoch 168/500 45/45 [==============================] - 0s 355us/step - loss: 0.4212 - accuracy: 0.8104 Epoch 169/500 45/45 [==============================] - 0s 372us/step - loss: 0.4220 - accuracy: 0.8042 Epoch 170/500 45/45 [==============================] - 0s 386us/step - loss: 0.4212 - accuracy: 0.8139 Epoch 171/500 45/45 [==============================] - 0s 385us/step - loss: 0.4209 - accuracy: 0.8056 Epoch 172/500 45/45 [==============================] - 0s 389us/step - loss: 0.4209 - accuracy: 0.8035 Epoch 173/500 45/45 [==============================] - 0s 364us/step - loss: 0.4208 - accuracy: 0.8062 Epoch 174/500 45/45 [==============================] - 0s 392us/step - loss: 0.4205 - accuracy: 0.8104 Epoch 175/500 45/45 [==============================] - 0s 367us/step - loss: 0.4200 - accuracy: 0.8069 Epoch 176/500 45/45 [==============================] - 0s 365us/step - loss: 0.4201 - accuracy: 0.8104 Epoch 177/500 45/45 [==============================] - 0s 370us/step - loss: 0.4210 - accuracy: 0.8097 Epoch 178/500 45/45 [==============================] - 0s 383us/step - loss: 0.4201 - accuracy: 0.8090 Epoch 179/500 45/45 [==============================] - 0s 364us/step - loss: 0.4190 - accuracy: 0.8104 Epoch 180/500 45/45 [==============================] - 0s 372us/step - loss: 0.4187 - accuracy: 0.8104 Epoch 181/500 45/45 [==============================] - 0s 385us/step - loss: 0.4191 - accuracy: 0.8090 Epoch 182/500 45/45 [==============================] - 0s 374us/step - loss: 0.4188 - accuracy: 0.8097 Epoch 183/500 45/45 [==============================] - 0s 377us/step - loss: 0.4184 - accuracy: 0.8049 Epoch 184/500 45/45 [==============================] - 0s 371us/step - loss: 0.4176 - accuracy: 0.8083 Epoch 185/500 45/45 [==============================] - 0s 366us/step - loss: 0.4176 - accuracy: 0.8139 Epoch 186/500 45/45 [==============================] - 0s 550us/step - loss: 0.4174 - accuracy: 0.8132 Epoch 187/500 45/45 [==============================] - 0s 365us/step - loss: 0.4168 - accuracy: 0.8097 Epoch 188/500 45/45 [==============================] - 0s 383us/step - loss: 0.4171 - accuracy: 0.8104 Epoch 189/500 45/45 [==============================] - 0s 364us/step - loss: 0.4160 - accuracy: 0.8097 Epoch 190/500 45/45 [==============================] - 0s 364us/step - loss: 0.4162 - accuracy: 0.8104 Epoch 191/500 45/45 [==============================] - 0s 361us/step - loss: 0.4158 - accuracy: 0.8111 Epoch 192/500 45/45 [==============================] - 0s 367us/step - loss: 0.4155 - accuracy: 0.8146 Epoch 193/500 45/45 [==============================] - 0s 384us/step - loss: 0.4156 - accuracy: 0.8125 Epoch 194/500 45/45 [==============================] - 0s 373us/step - loss: 0.4158 - accuracy: 0.8111 Epoch 195/500 45/45 [==============================] - 0s 370us/step - loss: 0.4146 - accuracy: 0.8167 Epoch 196/500 45/45 [==============================] - 0s 379us/step - loss: 0.4150 - accuracy: 0.8146 Epoch 197/500 45/45 [==============================] - 0s 378us/step - loss: 0.4148 - accuracy: 0.8139 Epoch 198/500 45/45 [==============================] - 0s 388us/step - loss: 0.4145 - accuracy: 0.8153 Epoch 199/500 45/45 [==============================] - 0s 366us/step - loss: 0.4140 - accuracy: 0.8139 Epoch 200/500 45/45 [==============================] - 0s 375us/step - loss: 0.4145 - accuracy: 0.8160 Epoch 201/500 45/45 [==============================] - 0s 371us/step - loss: 0.4144 - accuracy: 0.8167 Epoch 202/500 45/45 [==============================] - 0s 360us/step - loss: 0.4151 - accuracy: 0.8160 Epoch 203/500 45/45 [==============================] - 0s 371us/step - loss: 0.4135 - accuracy: 0.8153 Epoch 204/500 45/45 [==============================] - 0s 403us/step - loss: 0.4132 - accuracy: 0.8153 Epoch 205/500 45/45 [==============================] - 0s 384us/step - loss: 0.4143 - accuracy: 0.8188 Epoch 206/500 45/45 [==============================] - 0s 372us/step - loss: 0.4142 - accuracy: 0.8118 Epoch 207/500 45/45 [==============================] - 0s 380us/step - loss: 0.4140 - accuracy: 0.8160 Epoch 208/500 45/45 [==============================] - 0s 369us/step - loss: 0.4133 - accuracy: 0.8174 Epoch 209/500 45/45 [==============================] - 0s 366us/step - loss: 0.4134 - accuracy: 0.8125 Epoch 210/500 45/45 [==============================] - 0s 376us/step - loss: 0.4121 - accuracy: 0.8229 Epoch 211/500 45/45 [==============================] - 0s 383us/step - loss: 0.4130 - accuracy: 0.8181 Epoch 212/500 45/45 [==============================] - 0s 382us/step - loss: 0.4120 - accuracy: 0.8174 Epoch 213/500 45/45 [==============================] - 0s 375us/step - loss: 0.4123 - accuracy: 0.8208 Epoch 214/500 45/45 [==============================] - 0s 353us/step - loss: 0.4124 - accuracy: 0.8208 Epoch 215/500 45/45 [==============================] - 0s 364us/step - loss: 0.4120 - accuracy: 0.8201 Epoch 216/500 45/45 [==============================] - 0s 380us/step - loss: 0.4120 - accuracy: 0.8167 Epoch 217/500 45/45 [==============================] - 0s 383us/step - loss: 0.4111 - accuracy: 0.8215 Epoch 218/500 45/45 [==============================] - 0s 349us/step - loss: 0.4107 - accuracy: 0.8208 Epoch 219/500 45/45 [==============================] - 0s 390us/step - loss: 0.4107 - accuracy: 0.8194 Epoch 220/500 45/45 [==============================] - 0s 359us/step - loss: 0.4109 - accuracy: 0.8201 Epoch 221/500 45/45 [==============================] - 0s 370us/step - loss: 0.4112 - accuracy: 0.8243 Epoch 222/500 45/45 [==============================] - 0s 372us/step - loss: 0.4117 - accuracy: 0.8167 Epoch 223/500 45/45 [==============================] - 0s 364us/step - loss: 0.4111 - accuracy: 0.8222 Epoch 224/500 45/45 [==============================] - 0s 373us/step - loss: 0.4105 - accuracy: 0.8222 Epoch 225/500 45/45 [==============================] - 0s 377us/step - loss: 0.4106 - accuracy: 0.8188 Epoch 226/500 45/45 [==============================] - 0s 357us/step - loss: 0.4100 - accuracy: 0.8222 Epoch 227/500 45/45 [==============================] - 0s 377us/step - loss: 0.4101 - accuracy: 0.8188 Epoch 228/500 45/45 [==============================] - 0s 389us/step - loss: 0.4118 - accuracy: 0.8201 Epoch 229/500 45/45 [==============================] - 0s 376us/step - loss: 0.4097 - accuracy: 0.8194 Epoch 230/500 45/45 [==============================] - 0s 367us/step - loss: 0.4098 - accuracy: 0.8264 Epoch 231/500 45/45 [==============================] - 0s 385us/step - loss: 0.4091 - accuracy: 0.8174 Epoch 232/500 45/45 [==============================] - 0s 366us/step - loss: 0.4096 - accuracy: 0.8250 Epoch 233/500 45/45 [==============================] - 0s 376us/step - loss: 0.4096 - accuracy: 0.8167 Epoch 234/500 45/45 [==============================] - 0s 380us/step - loss: 0.4095 - accuracy: 0.8208 Epoch 235/500 45/45 [==============================] - 0s 377us/step - loss: 0.4088 - accuracy: 0.8194 Epoch 236/500 45/45 [==============================] - 0s 368us/step - loss: 0.4090 - accuracy: 0.8250 Epoch 237/500 45/45 [==============================] - 0s 363us/step - loss: 0.4094 - accuracy: 0.8188 Epoch 238/500 45/45 [==============================] - 0s 365us/step - loss: 0.4084 - accuracy: 0.8208 Epoch 239/500 45/45 [==============================] - 0s 379us/step - loss: 0.4093 - accuracy: 0.8236 Epoch 240/500 45/45 [==============================] - 0s 368us/step - loss: 0.4092 - accuracy: 0.8215 Epoch 241/500 45/45 [==============================] - 0s 378us/step - loss: 0.4084 - accuracy: 0.8167 Epoch 242/500 45/45 [==============================] - 0s 376us/step - loss: 0.4077 - accuracy: 0.8243 Epoch 243/500 45/45 [==============================] - 0s 353us/step - loss: 0.4090 - accuracy: 0.8194 Epoch 244/500 45/45 [==============================] - 0s 365us/step - loss: 0.4083 - accuracy: 0.8208 Epoch 245/500 45/45 [==============================] - 0s 367us/step - loss: 0.4082 - accuracy: 0.8215 Epoch 246/500 45/45 [==============================] - 0s 364us/step - loss: 0.4085 - accuracy: 0.8208 Epoch 247/500 45/45 [==============================] - 0s 381us/step - loss: 0.4076 - accuracy: 0.8229 Epoch 248/500 45/45 [==============================] - 0s 361us/step - loss: 0.4088 - accuracy: 0.8160 Epoch 249/500 45/45 [==============================] - 0s 357us/step - loss: 0.4091 - accuracy: 0.8285 Epoch 250/500 45/45 [==============================] - 0s 362us/step - loss: 0.4079 - accuracy: 0.8222 Epoch 251/500 45/45 [==============================] - 0s 361us/step - loss: 0.4082 - accuracy: 0.8194 Epoch 252/500 45/45 [==============================] - 0s 355us/step - loss: 0.4071 - accuracy: 0.8194 Epoch 253/500 45/45 [==============================] - 0s 389us/step - loss: 0.4069 - accuracy: 0.8222 Epoch 254/500 45/45 [==============================] - 0s 371us/step - loss: 0.4071 - accuracy: 0.8257 Epoch 255/500 45/45 [==============================] - 0s 375us/step - loss: 0.4072 - accuracy: 0.8250 Epoch 256/500 45/45 [==============================] - 0s 370us/step - loss: 0.4067 - accuracy: 0.8201 Epoch 257/500 45/45 [==============================] - 0s 372us/step - loss: 0.4073 - accuracy: 0.8208 Epoch 258/500 45/45 [==============================] - 0s 352us/step - loss: 0.4070 - accuracy: 0.8236 Epoch 259/500 45/45 [==============================] - 0s 363us/step - loss: 0.4059 - accuracy: 0.8222 Epoch 260/500 45/45 [==============================] - 0s 370us/step - loss: 0.4065 - accuracy: 0.8201 Epoch 261/500 45/45 [==============================] - 0s 368us/step - loss: 0.4069 - accuracy: 0.8257 Epoch 262/500 45/45 [==============================] - 0s 379us/step - loss: 0.4070 - accuracy: 0.8132 Epoch 263/500 45/45 [==============================] - 0s 378us/step - loss: 0.4055 - accuracy: 0.8285 Epoch 264/500 45/45 [==============================] - 0s 374us/step - loss: 0.4067 - accuracy: 0.8188 Epoch 265/500 45/45 [==============================] - 0s 388us/step - loss: 0.4068 - accuracy: 0.8278 Epoch 266/500 45/45 [==============================] - 0s 370us/step - loss: 0.4063 - accuracy: 0.8236 Epoch 267/500 45/45 [==============================] - 0s 370us/step - loss: 0.4057 - accuracy: 0.8222 Epoch 268/500 45/45 [==============================] - 0s 372us/step - loss: 0.4062 - accuracy: 0.8201 Epoch 269/500 45/45 [==============================] - 0s 361us/step - loss: 0.4064 - accuracy: 0.8201 Epoch 270/500 45/45 [==============================] - 0s 375us/step - loss: 0.4057 - accuracy: 0.8306 Epoch 271/500 45/45 [==============================] - 0s 373us/step - loss: 0.4063 - accuracy: 0.8222 Epoch 272/500 45/45 [==============================] - 0s 381us/step - loss: 0.4062 - accuracy: 0.8229 Epoch 273/500 45/45 [==============================] - 0s 510us/step - loss: 0.4066 - accuracy: 0.8174 Epoch 274/500 45/45 [==============================] - 0s 352us/step - loss: 0.4057 - accuracy: 0.8222 Epoch 275/500 45/45 [==============================] - 0s 390us/step - loss: 0.4056 - accuracy: 0.8257 Epoch 276/500 45/45 [==============================] - 0s 343us/step - loss: 0.4068 - accuracy: 0.8236 Epoch 277/500 45/45 [==============================] - 0s 372us/step - loss: 0.4056 - accuracy: 0.8188 Epoch 278/500 45/45 [==============================] - 0s 387us/step - loss: 0.4056 - accuracy: 0.8194 Epoch 279/500 45/45 [==============================] - 0s 366us/step - loss: 0.4057 - accuracy: 0.8264 Epoch 280/500 45/45 [==============================] - 0s 380us/step - loss: 0.4048 - accuracy: 0.8250 Epoch 281/500 45/45 [==============================] - 0s 373us/step - loss: 0.4049 - accuracy: 0.8194 Epoch 282/500 45/45 [==============================] - 0s 376us/step - loss: 0.4052 - accuracy: 0.8215 Epoch 283/500 45/45 [==============================] - 0s 369us/step - loss: 0.4062 - accuracy: 0.8292 Epoch 284/500 45/45 [==============================] - 0s 361us/step - loss: 0.4059 - accuracy: 0.8222 Epoch 285/500 45/45 [==============================] - 0s 374us/step - loss: 0.4054 - accuracy: 0.8257 Epoch 286/500 45/45 [==============================] - 0s 365us/step - loss: 0.4052 - accuracy: 0.8188 Epoch 287/500 45/45 [==============================] - 0s 369us/step - loss: 0.4051 - accuracy: 0.8139 Epoch 288/500 45/45 [==============================] - 0s 369us/step - loss: 0.4057 - accuracy: 0.8208 Epoch 289/500 45/45 [==============================] - 0s 371us/step - loss: 0.4043 - accuracy: 0.8285 Epoch 290/500 45/45 [==============================] - 0s 376us/step - loss: 0.4041 - accuracy: 0.8188 Epoch 291/500 45/45 [==============================] - 0s 363us/step - loss: 0.4050 - accuracy: 0.8243 Epoch 292/500 45/45 [==============================] - 0s 384us/step - loss: 0.4041 - accuracy: 0.8306 Epoch 293/500 45/45 [==============================] - 0s 378us/step - loss: 0.4043 - accuracy: 0.8181 Epoch 294/500 45/45 [==============================] - 0s 367us/step - loss: 0.4047 - accuracy: 0.8313 Epoch 295/500 45/45 [==============================] - 0s 367us/step - loss: 0.4041 - accuracy: 0.8167 Epoch 296/500 45/45 [==============================] - 0s 378us/step - loss: 0.4047 - accuracy: 0.8257 Epoch 297/500 45/45 [==============================] - 0s 353us/step - loss: 0.4048 - accuracy: 0.8215 Epoch 298/500 45/45 [==============================] - 0s 359us/step - loss: 0.4044 - accuracy: 0.8271 Epoch 299/500 45/45 [==============================] - 0s 392us/step - loss: 0.4046 - accuracy: 0.8194 Epoch 300/500 45/45 [==============================] - 0s 377us/step - loss: 0.4041 - accuracy: 0.8257 Epoch 301/500 45/45 [==============================] - 0s 376us/step - loss: 0.4038 - accuracy: 0.8194 Epoch 302/500 45/45 [==============================] - 0s 360us/step - loss: 0.4037 - accuracy: 0.8264 Epoch 303/500 45/45 [==============================] - 0s 357us/step - loss: 0.4040 - accuracy: 0.8208 Epoch 304/500 45/45 [==============================] - 0s 355us/step - loss: 0.4051 - accuracy: 0.8188 Epoch 305/500 45/45 [==============================] - 0s 381us/step - loss: 0.4040 - accuracy: 0.8326 Epoch 306/500 45/45 [==============================] - 0s 364us/step - loss: 0.4034 - accuracy: 0.8229 Epoch 307/500 45/45 [==============================] - 0s 373us/step - loss: 0.4039 - accuracy: 0.8222 Epoch 308/500 45/45 [==============================] - 0s 368us/step - loss: 0.4046 - accuracy: 0.8215 Epoch 309/500 45/45 [==============================] - 0s 374us/step - loss: 0.4037 - accuracy: 0.8278 Epoch 310/500 45/45 [==============================] - 0s 366us/step - loss: 0.4040 - accuracy: 0.8181 Epoch 311/500 45/45 [==============================] - 0s 378us/step - loss: 0.4031 - accuracy: 0.8285 Epoch 312/500 45/45 [==============================] - 0s 362us/step - loss: 0.4041 - accuracy: 0.8257 Epoch 313/500 45/45 [==============================] - 0s 380us/step - loss: 0.4036 - accuracy: 0.8229 Epoch 314/500 45/45 [==============================] - 0s 352us/step - loss: 0.4035 - accuracy: 0.8278 Epoch 315/500 45/45 [==============================] - 0s 355us/step - loss: 0.4042 - accuracy: 0.8194 Epoch 316/500 45/45 [==============================] - 0s 376us/step - loss: 0.4037 - accuracy: 0.8229 Epoch 317/500 45/45 [==============================] - 0s 384us/step - loss: 0.4030 - accuracy: 0.8181 Epoch 318/500 45/45 [==============================] - 0s 357us/step - loss: 0.4042 - accuracy: 0.8201 Epoch 319/500 45/45 [==============================] - 0s 377us/step - loss: 0.4027 - accuracy: 0.8208 Epoch 320/500 45/45 [==============================] - 0s 373us/step - loss: 0.4038 - accuracy: 0.8271 Epoch 321/500 45/45 [==============================] - 0s 374us/step - loss: 0.4030 - accuracy: 0.8250 Epoch 322/500 45/45 [==============================] - 0s 366us/step - loss: 0.4034 - accuracy: 0.8215 Epoch 323/500 45/45 [==============================] - 0s 369us/step - loss: 0.4029 - accuracy: 0.8285 Epoch 324/500 45/45 [==============================] - 0s 378us/step - loss: 0.4040 - accuracy: 0.8229 Epoch 325/500 45/45 [==============================] - 0s 367us/step - loss: 0.4029 - accuracy: 0.8285 Epoch 326/500 45/45 [==============================] - 0s 387us/step - loss: 0.4024 - accuracy: 0.8181 Epoch 327/500 45/45 [==============================] - 0s 372us/step - loss: 0.4030 - accuracy: 0.8194 Epoch 328/500 45/45 [==============================] - 0s 368us/step - loss: 0.4021 - accuracy: 0.8299 Epoch 329/500 45/45 [==============================] - 0s 383us/step - loss: 0.4036 - accuracy: 0.8257 Epoch 330/500 45/45 [==============================] - 0s 377us/step - loss: 0.4028 - accuracy: 0.8222 Epoch 331/500 45/45 [==============================] - 0s 366us/step - loss: 0.4039 - accuracy: 0.8194 Epoch 332/500 45/45 [==============================] - 0s 364us/step - loss: 0.4027 - accuracy: 0.8264 Epoch 333/500 45/45 [==============================] - 0s 361us/step - loss: 0.4037 - accuracy: 0.8243 Epoch 334/500 45/45 [==============================] - 0s 361us/step - loss: 0.4032 - accuracy: 0.8271 Epoch 335/500 45/45 [==============================] - 0s 362us/step - loss: 0.4022 - accuracy: 0.8208 Epoch 336/500 45/45 [==============================] - 0s 370us/step - loss: 0.4025 - accuracy: 0.8229 Epoch 337/500 45/45 [==============================] - 0s 375us/step - loss: 0.4025 - accuracy: 0.8215 Epoch 338/500 45/45 [==============================] - 0s 351us/step - loss: 0.4027 - accuracy: 0.8222 Epoch 339/500 45/45 [==============================] - 0s 386us/step - loss: 0.4028 - accuracy: 0.8250 Epoch 340/500 45/45 [==============================] - 0s 385us/step - loss: 0.4032 - accuracy: 0.8271 Epoch 341/500 45/45 [==============================] - 0s 371us/step - loss: 0.4030 - accuracy: 0.8208 Epoch 342/500 45/45 [==============================] - 0s 375us/step - loss: 0.4018 - accuracy: 0.8229 Epoch 343/500 45/45 [==============================] - 0s 356us/step - loss: 0.4024 - accuracy: 0.8299 Epoch 344/500 45/45 [==============================] - 0s 360us/step - loss: 0.4015 - accuracy: 0.8257 Epoch 345/500 45/45 [==============================] - 0s 368us/step - loss: 0.4014 - accuracy: 0.8208 Epoch 346/500 45/45 [==============================] - 0s 373us/step - loss: 0.4022 - accuracy: 0.8194 Epoch 347/500 45/45 [==============================] - 0s 376us/step - loss: 0.4013 - accuracy: 0.8236 Epoch 348/500 45/45 [==============================] - 0s 375us/step - loss: 0.4023 - accuracy: 0.8257 Epoch 349/500 45/45 [==============================] - 0s 361us/step - loss: 0.4016 - accuracy: 0.8257 Epoch 350/500 45/45 [==============================] - 0s 370us/step - loss: 0.4017 - accuracy: 0.8201 Epoch 351/500 45/45 [==============================] - 0s 362us/step - loss: 0.4028 - accuracy: 0.8208 Epoch 352/500 45/45 [==============================] - 0s 372us/step - loss: 0.4019 - accuracy: 0.8194 Epoch 353/500 45/45 [==============================] - 0s 358us/step - loss: 0.4009 - accuracy: 0.8285 Epoch 354/500 45/45 [==============================] - 0s 376us/step - loss: 0.4016 - accuracy: 0.8229 Epoch 355/500 45/45 [==============================] - 0s 364us/step - loss: 0.4015 - accuracy: 0.8215 Epoch 356/500 45/45 [==============================] - 0s 361us/step - loss: 0.4016 - accuracy: 0.8257 Epoch 357/500 45/45 [==============================] - 0s 359us/step - loss: 0.4012 - accuracy: 0.8201 Epoch 358/500 45/45 [==============================] - 0s 379us/step - loss: 0.4017 - accuracy: 0.8201 Epoch 359/500 45/45 [==============================] - 0s 824us/step - loss: 0.4011 - accuracy: 0.8215 Epoch 360/500 45/45 [==============================] - 0s 377us/step - loss: 0.4008 - accuracy: 0.8271 Epoch 361/500 45/45 [==============================] - 0s 371us/step - loss: 0.4007 - accuracy: 0.8215 Epoch 362/500 45/45 [==============================] - 0s 376us/step - loss: 0.4005 - accuracy: 0.8236 Epoch 363/500 45/45 [==============================] - 0s 397us/step - loss: 0.4011 - accuracy: 0.8188 Epoch 364/500 45/45 [==============================] - 0s 376us/step - loss: 0.4003 - accuracy: 0.8264 Epoch 365/500 45/45 [==============================] - 0s 362us/step - loss: 0.4005 - accuracy: 0.8215 Epoch 366/500 45/45 [==============================] - 0s 381us/step - loss: 0.4006 - accuracy: 0.8243 Epoch 367/500 45/45 [==============================] - 0s 383us/step - loss: 0.4007 - accuracy: 0.8194 Epoch 368/500 45/45 [==============================] - 0s 378us/step - loss: 0.4000 - accuracy: 0.8257 Epoch 369/500 45/45 [==============================] - 0s 371us/step - loss: 0.4014 - accuracy: 0.8257 Epoch 370/500 45/45 [==============================] - 0s 386us/step - loss: 0.4000 - accuracy: 0.8188 Epoch 371/500 45/45 [==============================] - 0s 367us/step - loss: 0.3996 - accuracy: 0.8194 Epoch 372/500 45/45 [==============================] - 0s 391us/step - loss: 0.3993 - accuracy: 0.8236 Epoch 373/500 45/45 [==============================] - 0s 364us/step - loss: 0.3989 - accuracy: 0.8188 Epoch 374/500 45/45 [==============================] - 0s 375us/step - loss: 0.3988 - accuracy: 0.8215 Epoch 375/500 45/45 [==============================] - 0s 381us/step - loss: 0.3995 - accuracy: 0.8271 Epoch 376/500 45/45 [==============================] - 0s 380us/step - loss: 0.3992 - accuracy: 0.8167 Epoch 377/500 45/45 [==============================] - 0s 380us/step - loss: 0.3993 - accuracy: 0.8139 Epoch 378/500 45/45 [==============================] - 0s 412us/step - loss: 0.3988 - accuracy: 0.8229 Epoch 379/500 45/45 [==============================] - 0s 401us/step - loss: 0.4000 - accuracy: 0.8201 Epoch 380/500 45/45 [==============================] - 0s 416us/step - loss: 0.3992 - accuracy: 0.8201 Epoch 381/500 45/45 [==============================] - 0s 415us/step - loss: 0.3988 - accuracy: 0.8139 Epoch 382/500 45/45 [==============================] - 0s 404us/step - loss: 0.3988 - accuracy: 0.8208 Epoch 383/500 45/45 [==============================] - 0s 384us/step - loss: 0.3980 - accuracy: 0.8194 Epoch 384/500 45/45 [==============================] - 0s 381us/step - loss: 0.3991 - accuracy: 0.8250 Epoch 385/500 45/45 [==============================] - 0s 398us/step - loss: 0.3980 - accuracy: 0.8167 Epoch 386/500 45/45 [==============================] - 0s 377us/step - loss: 0.3985 - accuracy: 0.8181 Epoch 387/500 45/45 [==============================] - 0s 591us/step - loss: 0.3997 - accuracy: 0.8236 Epoch 388/500 45/45 [==============================] - 0s 406us/step - loss: 0.3976 - accuracy: 0.8188 Epoch 389/500 45/45 [==============================] - 0s 403us/step - loss: 0.3978 - accuracy: 0.8160 Epoch 390/500 45/45 [==============================] - 0s 383us/step - loss: 0.3975 - accuracy: 0.8222 Epoch 391/500 45/45 [==============================] - 0s 368us/step - loss: 0.3979 - accuracy: 0.8194 Epoch 392/500 45/45 [==============================] - 0s 386us/step - loss: 0.3964 - accuracy: 0.8208 Epoch 393/500 45/45 [==============================] - 0s 369us/step - loss: 0.3974 - accuracy: 0.8215 Epoch 394/500 45/45 [==============================] - 0s 384us/step - loss: 0.3961 - accuracy: 0.8215 Epoch 395/500 45/45 [==============================] - 0s 372us/step - loss: 0.3966 - accuracy: 0.8194 Epoch 396/500 45/45 [==============================] - 0s 373us/step - loss: 0.3963 - accuracy: 0.8188 Epoch 397/500 45/45 [==============================] - 0s 429us/step - loss: 0.3958 - accuracy: 0.8194 Epoch 398/500 45/45 [==============================] - 0s 395us/step - loss: 0.3979 - accuracy: 0.8194 Epoch 399/500 45/45 [==============================] - 0s 388us/step - loss: 0.3967 - accuracy: 0.8160 Epoch 400/500 45/45 [==============================] - 0s 400us/step - loss: 0.3967 - accuracy: 0.8194 Epoch 401/500 45/45 [==============================] - 0s 371us/step - loss: 0.3970 - accuracy: 0.8208 Epoch 402/500 45/45 [==============================] - 0s 358us/step - loss: 0.3960 - accuracy: 0.8229 Epoch 403/500 45/45 [==============================] - 0s 375us/step - loss: 0.3951 - accuracy: 0.8181 Epoch 404/500 45/45 [==============================] - 0s 377us/step - loss: 0.3951 - accuracy: 0.8208 Epoch 405/500 45/45 [==============================] - 0s 379us/step - loss: 0.3955 - accuracy: 0.8181 Epoch 406/500 45/45 [==============================] - 0s 377us/step - loss: 0.3952 - accuracy: 0.8271 Epoch 407/500 45/45 [==============================] - 0s 406us/step - loss: 0.3954 - accuracy: 0.8153 Epoch 408/500 45/45 [==============================] - 0s 400us/step - loss: 0.3956 - accuracy: 0.8257 Epoch 409/500 45/45 [==============================] - 0s 421us/step - loss: 0.3960 - accuracy: 0.8160 Epoch 410/500 45/45 [==============================] - 0s 414us/step - loss: 0.3951 - accuracy: 0.8201 Epoch 411/500 45/45 [==============================] - 0s 406us/step - loss: 0.3946 - accuracy: 0.8167 Epoch 412/500 45/45 [==============================] - 0s 411us/step - loss: 0.3952 - accuracy: 0.8201 Epoch 413/500 45/45 [==============================] - 0s 411us/step - loss: 0.3950 - accuracy: 0.8208 Epoch 414/500 45/45 [==============================] - 0s 403us/step - loss: 0.3944 - accuracy: 0.8139 Epoch 415/500 45/45 [==============================] - 0s 395us/step - loss: 0.3946 - accuracy: 0.8208 Epoch 416/500 45/45 [==============================] - 0s 387us/step - loss: 0.3948 - accuracy: 0.8160 Epoch 417/500 45/45 [==============================] - 0s 382us/step - loss: 0.3955 - accuracy: 0.8222 Epoch 418/500 45/45 [==============================] - 0s 372us/step - loss: 0.3945 - accuracy: 0.8111 Epoch 419/500 45/45 [==============================] - 0s 389us/step - loss: 0.3939 - accuracy: 0.8243 Epoch 420/500 45/45 [==============================] - 0s 359us/step - loss: 0.3936 - accuracy: 0.8167 Epoch 421/500 45/45 [==============================] - 0s 362us/step - loss: 0.3936 - accuracy: 0.8194 Epoch 422/500 45/45 [==============================] - 0s 392us/step - loss: 0.3945 - accuracy: 0.8153 Epoch 423/500 45/45 [==============================] - 0s 353us/step - loss: 0.3938 - accuracy: 0.8215 Epoch 424/500 45/45 [==============================] - 0s 363us/step - loss: 0.3943 - accuracy: 0.8201 Epoch 425/500 45/45 [==============================] - 0s 366us/step - loss: 0.3948 - accuracy: 0.8167 Epoch 426/500 45/45 [==============================] - 0s 367us/step - loss: 0.3943 - accuracy: 0.8201 Epoch 427/500 45/45 [==============================] - 0s 593us/step - loss: 0.3938 - accuracy: 0.8174 Epoch 428/500 45/45 [==============================] - 0s 456us/step - loss: 0.3952 - accuracy: 0.8208 Epoch 429/500 45/45 [==============================] - 0s 411us/step - loss: 0.3939 - accuracy: 0.8188 Epoch 430/500 45/45 [==============================] - 0s 480us/step - loss: 0.3941 - accuracy: 0.8194 Epoch 431/500 45/45 [==============================] - 0s 362us/step - loss: 0.3943 - accuracy: 0.8181 Epoch 432/500 45/45 [==============================] - 0s 370us/step - loss: 0.3929 - accuracy: 0.8188 Epoch 433/500 45/45 [==============================] - 0s 361us/step - loss: 0.3954 - accuracy: 0.8181 Epoch 434/500 45/45 [==============================] - 0s 362us/step - loss: 0.3941 - accuracy: 0.8125 Epoch 435/500 45/45 [==============================] - 0s 347us/step - loss: 0.3935 - accuracy: 0.8271 Epoch 436/500 45/45 [==============================] - 0s 345us/step - loss: 0.3931 - accuracy: 0.8201 Epoch 437/500 45/45 [==============================] - 0s 358us/step - loss: 0.3930 - accuracy: 0.8236 Epoch 438/500 45/45 [==============================] - 0s 355us/step - loss: 0.3940 - accuracy: 0.8132 Epoch 439/500 45/45 [==============================] - 0s 349us/step - loss: 0.3963 - accuracy: 0.8104 Epoch 440/500 45/45 [==============================] - 0s 351us/step - loss: 0.3933 - accuracy: 0.8236 Epoch 441/500 45/45 [==============================] - 0s 358us/step - loss: 0.3932 - accuracy: 0.8174 Epoch 442/500 45/45 [==============================] - 0s 353us/step - loss: 0.3934 - accuracy: 0.8222 Epoch 443/500 45/45 [==============================] - 0s 353us/step - loss: 0.3934 - accuracy: 0.8181 Epoch 444/500 45/45 [==============================] - 0s 356us/step - loss: 0.3930 - accuracy: 0.8229 Epoch 445/500 45/45 [==============================] - 0s 351us/step - loss: 0.3929 - accuracy: 0.8174 Epoch 446/500 45/45 [==============================] - 0s 341us/step - loss: 0.3936 - accuracy: 0.8201 Epoch 447/500 45/45 [==============================] - 0s 336us/step - loss: 0.3934 - accuracy: 0.8139 Epoch 448/500 45/45 [==============================] - 0s 352us/step - loss: 0.3936 - accuracy: 0.8271 Epoch 449/500 45/45 [==============================] - 0s 393us/step - loss: 0.3931 - accuracy: 0.8194 Epoch 450/500 45/45 [==============================] - 0s 403us/step - loss: 0.3932 - accuracy: 0.8167 Epoch 451/500 45/45 [==============================] - 0s 386us/step - loss: 0.3926 - accuracy: 0.8208 Epoch 452/500 45/45 [==============================] - 0s 417us/step - loss: 0.3929 - accuracy: 0.8139 Epoch 453/500 45/45 [==============================] - 0s 403us/step - loss: 0.3925 - accuracy: 0.8236 Epoch 454/500 45/45 [==============================] - 0s 380us/step - loss: 0.3936 - accuracy: 0.8208 Epoch 455/500 45/45 [==============================] - 0s 375us/step - loss: 0.3928 - accuracy: 0.8194 Epoch 456/500 45/45 [==============================] - 0s 370us/step - loss: 0.3938 - accuracy: 0.8167 Epoch 457/500 45/45 [==============================] - 0s 365us/step - loss: 0.3923 - accuracy: 0.8208 Epoch 458/500 45/45 [==============================] - 0s 374us/step - loss: 0.3917 - accuracy: 0.8222 Epoch 459/500 45/45 [==============================] - 0s 376us/step - loss: 0.3923 - accuracy: 0.8167 Epoch 460/500 45/45 [==============================] - 0s 349us/step - loss: 0.3926 - accuracy: 0.8174 Epoch 461/500 45/45 [==============================] - 0s 364us/step - loss: 0.3924 - accuracy: 0.8201 Epoch 462/500 45/45 [==============================] - 0s 365us/step - loss: 0.3918 - accuracy: 0.8201 Epoch 463/500 45/45 [==============================] - 0s 346us/step - loss: 0.3919 - accuracy: 0.8229 Epoch 464/500 45/45 [==============================] - 0s 372us/step - loss: 0.3926 - accuracy: 0.8215 Epoch 465/500 45/45 [==============================] - 0s 357us/step - loss: 0.3935 - accuracy: 0.8229 Epoch 466/500 45/45 [==============================] - 0s 357us/step - loss: 0.3926 - accuracy: 0.8160 Epoch 467/500 45/45 [==============================] - 0s 360us/step - loss: 0.3920 - accuracy: 0.8215 Epoch 468/500 45/45 [==============================] - 0s 350us/step - loss: 0.3927 - accuracy: 0.8215 Epoch 469/500 45/45 [==============================] - 0s 352us/step - loss: 0.3924 - accuracy: 0.8215 Epoch 470/500 45/45 [==============================] - 0s 359us/step - loss: 0.3922 - accuracy: 0.8215 Epoch 471/500 45/45 [==============================] - 0s 369us/step - loss: 0.3920 - accuracy: 0.8188 Epoch 472/500 45/45 [==============================] - 0s 348us/step - loss: 0.3916 - accuracy: 0.8229 Epoch 473/500 45/45 [==============================] - 0s 349us/step - loss: 0.3919 - accuracy: 0.8167 Epoch 474/500 45/45 [==============================] - 0s 371us/step - loss: 0.3930 - accuracy: 0.8208 Epoch 475/500 45/45 [==============================] - 0s 356us/step - loss: 0.3929 - accuracy: 0.8236 Epoch 476/500 45/45 [==============================] - 0s 348us/step - loss: 0.3927 - accuracy: 0.8146 Epoch 477/500 45/45 [==============================] - 0s 349us/step - loss: 0.3919 - accuracy: 0.8229 Epoch 478/500 45/45 [==============================] - 0s 359us/step - loss: 0.3923 - accuracy: 0.8146 Epoch 479/500 45/45 [==============================] - 0s 367us/step - loss: 0.3923 - accuracy: 0.8201 Epoch 480/500 45/45 [==============================] - 0s 366us/step - loss: 0.3919 - accuracy: 0.8188 Epoch 481/500 45/45 [==============================] - 0s 344us/step - loss: 0.3917 - accuracy: 0.8236 Epoch 482/500 45/45 [==============================] - 0s 355us/step - loss: 0.3922 - accuracy: 0.8174 Epoch 483/500 45/45 [==============================] - 0s 346us/step - loss: 0.3920 - accuracy: 0.8222 Epoch 484/500 45/45 [==============================] - 0s 353us/step - loss: 0.3927 - accuracy: 0.8181 Epoch 485/500 45/45 [==============================] - 0s 351us/step - loss: 0.3924 - accuracy: 0.8201 Epoch 486/500 45/45 [==============================] - 0s 358us/step - loss: 0.3918 - accuracy: 0.8146 Epoch 487/500 45/45 [==============================] - 0s 345us/step - loss: 0.3916 - accuracy: 0.8222 Epoch 488/500 45/45 [==============================] - 0s 338us/step - loss: 0.3917 - accuracy: 0.8174 Epoch 489/500 45/45 [==============================] - 0s 350us/step - loss: 0.3919 - accuracy: 0.8222 Epoch 490/500 45/45 [==============================] - 0s 334us/step - loss: 0.3923 - accuracy: 0.8194 Epoch 491/500 45/45 [==============================] - 0s 340us/step - loss: 0.3912 - accuracy: 0.8243 Epoch 492/500 45/45 [==============================] - 0s 340us/step - loss: 0.3919 - accuracy: 0.8201 Epoch 493/500 45/45 [==============================] - 0s 346us/step - loss: 0.3919 - accuracy: 0.8188 Epoch 494/500 45/45 [==============================] - 0s 343us/step - loss: 0.3922 - accuracy: 0.8236 Epoch 495/500 45/45 [==============================] - 0s 345us/step - loss: 0.3918 - accuracy: 0.8160 Epoch 496/500 45/45 [==============================] - 0s 347us/step - loss: 0.3916 - accuracy: 0.8236 Epoch 497/500 45/45 [==============================] - 0s 356us/step - loss: 0.3911 - accuracy: 0.8229 Epoch 498/500 45/45 [==============================] - 0s 354us/step - loss: 0.3906 - accuracy: 0.8167 Epoch 499/500 45/45 [==============================] - 0s 344us/step - loss: 0.3919 - accuracy: 0.8174 Epoch 500/500 45/45 [==============================] - 0s 341us/step - loss: 0.3913 - accuracy: 0.8215 5/5 [==============================] - 0s 445us/step Epoch 1/500 45/45 [==============================] - 0s 435us/step - loss: 0.6881 - accuracy: 0.6590 Epoch 2/500 45/45 [==============================] - 0s 411us/step - loss: 0.6638 - accuracy: 0.6590 Epoch 3/500 45/45 [==============================] - 0s 344us/step - loss: 0.6032 - accuracy: 0.6590 Epoch 4/500 45/45 [==============================] - 0s 338us/step - loss: 0.5447 - accuracy: 0.6590 Epoch 5/500 45/45 [==============================] - 0s 342us/step - loss: 0.5230 - accuracy: 0.6590 Epoch 6/500 45/45 [==============================] - 0s 330us/step - loss: 0.5147 - accuracy: 0.6590 Epoch 7/500 45/45 [==============================] - 0s 341us/step - loss: 0.5102 - accuracy: 0.6590 Epoch 8/500 45/45 [==============================] - 0s 339us/step - loss: 0.5065 - accuracy: 0.6590 Epoch 9/500 45/45 [==============================] - 0s 339us/step - loss: 0.5040 - accuracy: 0.6840 Epoch 10/500 45/45 [==============================] - 0s 334us/step - loss: 0.5017 - accuracy: 0.7722 Epoch 11/500 45/45 [==============================] - 0s 330us/step - loss: 0.4998 - accuracy: 0.7736 Epoch 12/500 45/45 [==============================] - 0s 336us/step - loss: 0.4979 - accuracy: 0.7729 Epoch 13/500 45/45 [==============================] - 0s 328us/step - loss: 0.4961 - accuracy: 0.7729 Epoch 14/500 45/45 [==============================] - 0s 339us/step - loss: 0.4948 - accuracy: 0.7743 Epoch 15/500 45/45 [==============================] - 0s 337us/step - loss: 0.4937 - accuracy: 0.7757 Epoch 16/500 45/45 [==============================] - 0s 329us/step - loss: 0.4920 - accuracy: 0.7729 Epoch 17/500 45/45 [==============================] - 0s 335us/step - loss: 0.4905 - accuracy: 0.7660 Epoch 18/500 45/45 [==============================] - 0s 349us/step - loss: 0.4893 - accuracy: 0.7660 Epoch 19/500 45/45 [==============================] - 0s 349us/step - loss: 0.4879 - accuracy: 0.7688 Epoch 20/500 45/45 [==============================] - 0s 335us/step - loss: 0.4864 - accuracy: 0.7660 Epoch 21/500 45/45 [==============================] - 0s 337us/step - loss: 0.4854 - accuracy: 0.7674 Epoch 22/500 45/45 [==============================] - 0s 334us/step - loss: 0.4845 - accuracy: 0.7681 Epoch 23/500 45/45 [==============================] - 0s 337us/step - loss: 0.4833 - accuracy: 0.7660 Epoch 24/500 45/45 [==============================] - 0s 326us/step - loss: 0.4819 - accuracy: 0.7667 Epoch 25/500 45/45 [==============================] - 0s 333us/step - loss: 0.4810 - accuracy: 0.7667 Epoch 26/500 45/45 [==============================] - 0s 328us/step - loss: 0.4798 - accuracy: 0.7688 Epoch 27/500 45/45 [==============================] - 0s 341us/step - loss: 0.4786 - accuracy: 0.7667 Epoch 28/500 45/45 [==============================] - 0s 343us/step - loss: 0.4774 - accuracy: 0.7674 Epoch 29/500 45/45 [==============================] - 0s 323us/step - loss: 0.4759 - accuracy: 0.7694 Epoch 30/500 45/45 [==============================] - 0s 331us/step - loss: 0.4754 - accuracy: 0.7688 Epoch 31/500 45/45 [==============================] - 0s 343us/step - loss: 0.4740 - accuracy: 0.7729 Epoch 32/500 45/45 [==============================] - 0s 344us/step - loss: 0.4729 - accuracy: 0.7736 Epoch 33/500 45/45 [==============================] - 0s 335us/step - loss: 0.4720 - accuracy: 0.7729 Epoch 34/500 45/45 [==============================] - 0s 339us/step - loss: 0.4710 - accuracy: 0.7715 Epoch 35/500 45/45 [==============================] - 0s 338us/step - loss: 0.4704 - accuracy: 0.7701 Epoch 36/500 45/45 [==============================] - 0s 333us/step - loss: 0.4695 - accuracy: 0.7729 Epoch 37/500 45/45 [==============================] - 0s 335us/step - loss: 0.4686 - accuracy: 0.7715 Epoch 38/500 45/45 [==============================] - 0s 334us/step - loss: 0.4676 - accuracy: 0.7708 Epoch 39/500 45/45 [==============================] - 0s 337us/step - loss: 0.4670 - accuracy: 0.7681 Epoch 40/500 45/45 [==============================] - 0s 342us/step - loss: 0.4661 - accuracy: 0.7694 Epoch 41/500 45/45 [==============================] - 0s 337us/step - loss: 0.4657 - accuracy: 0.7667 Epoch 42/500 45/45 [==============================] - 0s 342us/step - loss: 0.4646 - accuracy: 0.7708 Epoch 43/500 45/45 [==============================] - 0s 332us/step - loss: 0.4642 - accuracy: 0.7681 Epoch 44/500 45/45 [==============================] - 0s 336us/step - loss: 0.4634 - accuracy: 0.7688 Epoch 45/500 45/45 [==============================] - 0s 341us/step - loss: 0.4629 - accuracy: 0.7667 Epoch 46/500 45/45 [==============================] - 0s 345us/step - loss: 0.4619 - accuracy: 0.7681 Epoch 47/500 45/45 [==============================] - 0s 335us/step - loss: 0.4618 - accuracy: 0.7694 Epoch 48/500 45/45 [==============================] - 0s 338us/step - loss: 0.4606 - accuracy: 0.7653 Epoch 49/500 45/45 [==============================] - 0s 339us/step - loss: 0.4602 - accuracy: 0.7688 Epoch 50/500 45/45 [==============================] - 0s 340us/step - loss: 0.4596 - accuracy: 0.7715 Epoch 51/500 45/45 [==============================] - 0s 343us/step - loss: 0.4592 - accuracy: 0.7729 Epoch 52/500 45/45 [==============================] - 0s 337us/step - loss: 0.4586 - accuracy: 0.7708 Epoch 53/500 45/45 [==============================] - 0s 335us/step - loss: 0.4581 - accuracy: 0.7708 Epoch 54/500 45/45 [==============================] - 0s 338us/step - loss: 0.4574 - accuracy: 0.7674 Epoch 55/500 45/45 [==============================] - 0s 330us/step - loss: 0.4568 - accuracy: 0.7736 Epoch 56/500 45/45 [==============================] - 0s 342us/step - loss: 0.4565 - accuracy: 0.7729 Epoch 57/500 45/45 [==============================] - 0s 324us/step - loss: 0.4564 - accuracy: 0.7750 Epoch 58/500 45/45 [==============================] - 0s 339us/step - loss: 0.4554 - accuracy: 0.7715 Epoch 59/500 45/45 [==============================] - 0s 323us/step - loss: 0.4552 - accuracy: 0.7743 Epoch 60/500 45/45 [==============================] - 0s 327us/step - loss: 0.4548 - accuracy: 0.7771 Epoch 61/500 45/45 [==============================] - 0s 336us/step - loss: 0.4541 - accuracy: 0.7757 Epoch 62/500 45/45 [==============================] - 0s 335us/step - loss: 0.4543 - accuracy: 0.7840 Epoch 63/500 45/45 [==============================] - 0s 334us/step - loss: 0.4536 - accuracy: 0.7819 Epoch 64/500 45/45 [==============================] - 0s 366us/step - loss: 0.4535 - accuracy: 0.7771 Epoch 65/500 45/45 [==============================] - 0s 343us/step - loss: 0.4529 - accuracy: 0.7764 Epoch 66/500 45/45 [==============================] - 0s 354us/step - loss: 0.4528 - accuracy: 0.7771 Epoch 67/500 45/45 [==============================] - 0s 357us/step - loss: 0.4521 - accuracy: 0.7757 Epoch 68/500 45/45 [==============================] - 0s 342us/step - loss: 0.4519 - accuracy: 0.7799 Epoch 69/500 45/45 [==============================] - 0s 366us/step - loss: 0.4514 - accuracy: 0.7819 Epoch 70/500 45/45 [==============================] - 0s 346us/step - loss: 0.4529 - accuracy: 0.7799 Epoch 71/500 45/45 [==============================] - 0s 339us/step - loss: 0.4515 - accuracy: 0.7854 Epoch 72/500 45/45 [==============================] - 0s 340us/step - loss: 0.4509 - accuracy: 0.7806 Epoch 73/500 45/45 [==============================] - 0s 350us/step - loss: 0.4507 - accuracy: 0.7819 Epoch 74/500 45/45 [==============================] - 0s 329us/step - loss: 0.4503 - accuracy: 0.7799 Epoch 75/500 45/45 [==============================] - 0s 342us/step - loss: 0.4499 - accuracy: 0.7785 Epoch 76/500 45/45 [==============================] - 0s 333us/step - loss: 0.4502 - accuracy: 0.7799 Epoch 77/500 45/45 [==============================] - 0s 342us/step - loss: 0.4493 - accuracy: 0.7819 Epoch 78/500 45/45 [==============================] - 0s 344us/step - loss: 0.4494 - accuracy: 0.7792 Epoch 79/500 45/45 [==============================] - 0s 342us/step - loss: 0.4491 - accuracy: 0.7833 Epoch 80/500 45/45 [==============================] - 0s 335us/step - loss: 0.4488 - accuracy: 0.7812 Epoch 81/500 45/45 [==============================] - 0s 336us/step - loss: 0.4485 - accuracy: 0.7819 Epoch 82/500 45/45 [==============================] - 0s 330us/step - loss: 0.4486 - accuracy: 0.7868 Epoch 83/500 45/45 [==============================] - 0s 343us/step - loss: 0.4479 - accuracy: 0.7868 Epoch 84/500 45/45 [==============================] - 0s 341us/step - loss: 0.4478 - accuracy: 0.7868 Epoch 85/500 45/45 [==============================] - 0s 339us/step - loss: 0.4484 - accuracy: 0.7778 Epoch 86/500 45/45 [==============================] - 0s 336us/step - loss: 0.4478 - accuracy: 0.7847 Epoch 87/500 45/45 [==============================] - 0s 332us/step - loss: 0.4472 - accuracy: 0.7854 Epoch 88/500 45/45 [==============================] - 0s 330us/step - loss: 0.4470 - accuracy: 0.7847 Epoch 89/500 45/45 [==============================] - 0s 347us/step - loss: 0.4468 - accuracy: 0.7889 Epoch 90/500 45/45 [==============================] - 0s 336us/step - loss: 0.4464 - accuracy: 0.7854 Epoch 91/500 45/45 [==============================] - 0s 341us/step - loss: 0.4466 - accuracy: 0.7896 Epoch 92/500 45/45 [==============================] - 0s 340us/step - loss: 0.4458 - accuracy: 0.7889 Epoch 93/500 45/45 [==============================] - 0s 335us/step - loss: 0.4454 - accuracy: 0.7875 Epoch 94/500 45/45 [==============================] - 0s 344us/step - loss: 0.4453 - accuracy: 0.7903 Epoch 95/500 45/45 [==============================] - 0s 344us/step - loss: 0.4449 - accuracy: 0.7924 Epoch 96/500 45/45 [==============================] - 0s 341us/step - loss: 0.4445 - accuracy: 0.7917 Epoch 97/500 45/45 [==============================] - 0s 338us/step - loss: 0.4442 - accuracy: 0.7951 Epoch 98/500 45/45 [==============================] - 0s 336us/step - loss: 0.4439 - accuracy: 0.7889 Epoch 99/500 45/45 [==============================] - 0s 342us/step - loss: 0.4431 - accuracy: 0.7931 Epoch 100/500 45/45 [==============================] - 0s 340us/step - loss: 0.4426 - accuracy: 0.7965 Epoch 101/500 45/45 [==============================] - 0s 328us/step - loss: 0.4432 - accuracy: 0.7910 Epoch 102/500 45/45 [==============================] - 0s 334us/step - loss: 0.4433 - accuracy: 0.7917 Epoch 103/500 45/45 [==============================] - 0s 328us/step - loss: 0.4427 - accuracy: 0.7965 Epoch 104/500 45/45 [==============================] - 0s 338us/step - loss: 0.4421 - accuracy: 0.7993 Epoch 105/500 45/45 [==============================] - 0s 331us/step - loss: 0.4416 - accuracy: 0.7931 Epoch 106/500 45/45 [==============================] - 0s 342us/step - loss: 0.4412 - accuracy: 0.8000 Epoch 107/500 45/45 [==============================] - 0s 338us/step - loss: 0.4412 - accuracy: 0.7910 Epoch 108/500 45/45 [==============================] - 0s 336us/step - loss: 0.4408 - accuracy: 0.7944 Epoch 109/500 45/45 [==============================] - 0s 354us/step - loss: 0.4410 - accuracy: 0.7951 Epoch 110/500 45/45 [==============================] - 0s 348us/step - loss: 0.4406 - accuracy: 0.7958 Epoch 111/500 45/45 [==============================] - 0s 339us/step - loss: 0.4410 - accuracy: 0.7931 Epoch 112/500 45/45 [==============================] - 0s 335us/step - loss: 0.4401 - accuracy: 0.7972 Epoch 113/500 45/45 [==============================] - 0s 333us/step - loss: 0.4398 - accuracy: 0.7972 Epoch 114/500 45/45 [==============================] - 0s 334us/step - loss: 0.4397 - accuracy: 0.7944 Epoch 115/500 45/45 [==============================] - 0s 341us/step - loss: 0.4395 - accuracy: 0.7903 Epoch 116/500 45/45 [==============================] - 0s 326us/step - loss: 0.4396 - accuracy: 0.7910 Epoch 117/500 45/45 [==============================] - 0s 334us/step - loss: 0.4390 - accuracy: 0.7910 Epoch 118/500 45/45 [==============================] - 0s 340us/step - loss: 0.4390 - accuracy: 0.7910 Epoch 119/500 45/45 [==============================] - 0s 324us/step - loss: 0.4397 - accuracy: 0.7931 Epoch 120/500 45/45 [==============================] - 0s 339us/step - loss: 0.4390 - accuracy: 0.7896 Epoch 121/500 45/45 [==============================] - 0s 330us/step - loss: 0.4388 - accuracy: 0.7951 Epoch 122/500 45/45 [==============================] - 0s 341us/step - loss: 0.4384 - accuracy: 0.7903 Epoch 123/500 45/45 [==============================] - 0s 334us/step - loss: 0.4391 - accuracy: 0.7937 Epoch 124/500 45/45 [==============================] - 0s 334us/step - loss: 0.4380 - accuracy: 0.7917 Epoch 125/500 45/45 [==============================] - 0s 338us/step - loss: 0.4377 - accuracy: 0.7944 Epoch 126/500 45/45 [==============================] - 0s 337us/step - loss: 0.4377 - accuracy: 0.7931 Epoch 127/500 45/45 [==============================] - 0s 317us/step - loss: 0.4375 - accuracy: 0.7917 Epoch 128/500 45/45 [==============================] - 0s 344us/step - loss: 0.4378 - accuracy: 0.7972 Epoch 129/500 45/45 [==============================] - 0s 341us/step - loss: 0.4376 - accuracy: 0.8000 Epoch 130/500 45/45 [==============================] - 0s 347us/step - loss: 0.4376 - accuracy: 0.7951 Epoch 131/500 45/45 [==============================] - 0s 328us/step - loss: 0.4371 - accuracy: 0.7944 Epoch 132/500 45/45 [==============================] - 0s 342us/step - loss: 0.4376 - accuracy: 0.7951 Epoch 133/500 45/45 [==============================] - 0s 339us/step - loss: 0.4370 - accuracy: 0.7958 Epoch 134/500 45/45 [==============================] - 0s 331us/step - loss: 0.4380 - accuracy: 0.7931 Epoch 135/500 45/45 [==============================] - 0s 339us/step - loss: 0.4381 - accuracy: 0.7965 Epoch 136/500 45/45 [==============================] - 0s 347us/step - loss: 0.4374 - accuracy: 0.7958 Epoch 137/500 45/45 [==============================] - 0s 336us/step - loss: 0.4368 - accuracy: 0.8014 Epoch 138/500 45/45 [==============================] - 0s 335us/step - loss: 0.4370 - accuracy: 0.7937 Epoch 139/500 45/45 [==============================] - 0s 332us/step - loss: 0.4370 - accuracy: 0.7972 Epoch 140/500 45/45 [==============================] - 0s 345us/step - loss: 0.4366 - accuracy: 0.7979 Epoch 141/500 45/45 [==============================] - 0s 336us/step - loss: 0.4365 - accuracy: 0.7986 Epoch 142/500 45/45 [==============================] - 0s 332us/step - loss: 0.4366 - accuracy: 0.7931 Epoch 143/500 45/45 [==============================] - 0s 333us/step - loss: 0.4367 - accuracy: 0.7979 Epoch 144/500 45/45 [==============================] - 0s 328us/step - loss: 0.4363 - accuracy: 0.7958 Epoch 145/500 45/45 [==============================] - 0s 337us/step - loss: 0.4364 - accuracy: 0.7972 Epoch 146/500 45/45 [==============================] - 0s 328us/step - loss: 0.4370 - accuracy: 0.7986 Epoch 147/500 45/45 [==============================] - 0s 342us/step - loss: 0.4370 - accuracy: 0.8021 Epoch 148/500 45/45 [==============================] - 0s 331us/step - loss: 0.4361 - accuracy: 0.7972 Epoch 149/500 45/45 [==============================] - 0s 335us/step - loss: 0.4364 - accuracy: 0.7965 Epoch 150/500 45/45 [==============================] - 0s 335us/step - loss: 0.4361 - accuracy: 0.8021 Epoch 151/500 45/45 [==============================] - 0s 345us/step - loss: 0.4361 - accuracy: 0.8021 Epoch 152/500 45/45 [==============================] - 0s 339us/step - loss: 0.4357 - accuracy: 0.7972 Epoch 153/500 45/45 [==============================] - 0s 330us/step - loss: 0.4357 - accuracy: 0.7986 Epoch 154/500 45/45 [==============================] - 0s 323us/step - loss: 0.4358 - accuracy: 0.7958 Epoch 155/500 45/45 [==============================] - 0s 359us/step - loss: 0.4353 - accuracy: 0.7958 Epoch 156/500 45/45 [==============================] - 0s 336us/step - loss: 0.4354 - accuracy: 0.8000 Epoch 157/500 45/45 [==============================] - 0s 330us/step - loss: 0.4356 - accuracy: 0.7986 Epoch 158/500 45/45 [==============================] - 0s 339us/step - loss: 0.4364 - accuracy: 0.7924 Epoch 159/500 45/45 [==============================] - 0s 332us/step - loss: 0.4355 - accuracy: 0.7972 Epoch 160/500 45/45 [==============================] - 0s 342us/step - loss: 0.4358 - accuracy: 0.7979 Epoch 161/500 45/45 [==============================] - 0s 345us/step - loss: 0.4354 - accuracy: 0.7965 Epoch 162/500 45/45 [==============================] - 0s 338us/step - loss: 0.4352 - accuracy: 0.7993 Epoch 163/500 45/45 [==============================] - 0s 348us/step - loss: 0.4354 - accuracy: 0.7951 Epoch 164/500 45/45 [==============================] - 0s 347us/step - loss: 0.4353 - accuracy: 0.7958 Epoch 165/500 45/45 [==============================] - 0s 343us/step - loss: 0.4350 - accuracy: 0.7979 Epoch 166/500 45/45 [==============================] - 0s 338us/step - loss: 0.4350 - accuracy: 0.7993 Epoch 167/500 45/45 [==============================] - 0s 341us/step - loss: 0.4351 - accuracy: 0.7986 Epoch 168/500 45/45 [==============================] - 0s 330us/step - loss: 0.4354 - accuracy: 0.7993 Epoch 169/500 45/45 [==============================] - 0s 342us/step - loss: 0.4356 - accuracy: 0.7958 Epoch 170/500 45/45 [==============================] - 0s 328us/step - loss: 0.4346 - accuracy: 0.8000 Epoch 171/500 45/45 [==============================] - 0s 329us/step - loss: 0.4352 - accuracy: 0.7972 Epoch 172/500 45/45 [==============================] - 0s 335us/step - loss: 0.4345 - accuracy: 0.8000 Epoch 173/500 45/45 [==============================] - 0s 347us/step - loss: 0.4346 - accuracy: 0.7986 Epoch 174/500 45/45 [==============================] - 0s 335us/step - loss: 0.4349 - accuracy: 0.8014 Epoch 175/500 45/45 [==============================] - 0s 336us/step - loss: 0.4348 - accuracy: 0.7979 Epoch 176/500 45/45 [==============================] - 0s 333us/step - loss: 0.4346 - accuracy: 0.7958 Epoch 177/500 45/45 [==============================] - 0s 335us/step - loss: 0.4342 - accuracy: 0.7979 Epoch 178/500 45/45 [==============================] - 0s 337us/step - loss: 0.4346 - accuracy: 0.7993 Epoch 179/500 45/45 [==============================] - 0s 338us/step - loss: 0.4355 - accuracy: 0.7993 Epoch 180/500 45/45 [==============================] - 0s 341us/step - loss: 0.4342 - accuracy: 0.8007 Epoch 181/500 45/45 [==============================] - 0s 323us/step - loss: 0.4341 - accuracy: 0.7993 Epoch 182/500 45/45 [==============================] - 0s 341us/step - loss: 0.4340 - accuracy: 0.7986 Epoch 183/500 45/45 [==============================] - 0s 339us/step - loss: 0.4348 - accuracy: 0.7979 Epoch 184/500 45/45 [==============================] - 0s 339us/step - loss: 0.4347 - accuracy: 0.7958 Epoch 185/500 45/45 [==============================] - 0s 320us/step - loss: 0.4341 - accuracy: 0.7979 Epoch 186/500 45/45 [==============================] - 0s 343us/step - loss: 0.4340 - accuracy: 0.8021 Epoch 187/500 45/45 [==============================] - 0s 333us/step - loss: 0.4341 - accuracy: 0.8042 Epoch 188/500 45/45 [==============================] - 0s 336us/step - loss: 0.4340 - accuracy: 0.8007 Epoch 189/500 45/45 [==============================] - 0s 343us/step - loss: 0.4343 - accuracy: 0.8000 Epoch 190/500 45/45 [==============================] - 0s 331us/step - loss: 0.4340 - accuracy: 0.8007 Epoch 191/500 45/45 [==============================] - 0s 339us/step - loss: 0.4340 - accuracy: 0.8000 Epoch 192/500 45/45 [==============================] - 0s 345us/step - loss: 0.4336 - accuracy: 0.8021 Epoch 193/500 45/45 [==============================] - 0s 342us/step - loss: 0.4337 - accuracy: 0.7993 Epoch 194/500 45/45 [==============================] - 0s 332us/step - loss: 0.4338 - accuracy: 0.8042 Epoch 195/500 45/45 [==============================] - 0s 343us/step - loss: 0.4334 - accuracy: 0.8049 Epoch 196/500 45/45 [==============================] - 0s 330us/step - loss: 0.4336 - accuracy: 0.7986 Epoch 197/500 45/45 [==============================] - 0s 341us/step - loss: 0.4336 - accuracy: 0.8007 Epoch 198/500 45/45 [==============================] - 0s 344us/step - loss: 0.4332 - accuracy: 0.8000 Epoch 199/500 45/45 [==============================] - 0s 323us/step - loss: 0.4331 - accuracy: 0.8007 Epoch 200/500 45/45 [==============================] - 0s 342us/step - loss: 0.4332 - accuracy: 0.8021 Epoch 201/500 45/45 [==============================] - 0s 340us/step - loss: 0.4334 - accuracy: 0.7993 Epoch 202/500 45/45 [==============================] - 0s 337us/step - loss: 0.4334 - accuracy: 0.8035 Epoch 203/500 45/45 [==============================] - 0s 344us/step - loss: 0.4329 - accuracy: 0.7993 Epoch 204/500 45/45 [==============================] - 0s 335us/step - loss: 0.4330 - accuracy: 0.8014 Epoch 205/500 45/45 [==============================] - 0s 327us/step - loss: 0.4330 - accuracy: 0.8049 Epoch 206/500 45/45 [==============================] - 0s 333us/step - loss: 0.4329 - accuracy: 0.7979 Epoch 207/500 45/45 [==============================] - 0s 333us/step - loss: 0.4330 - accuracy: 0.8007 Epoch 208/500 45/45 [==============================] - 0s 334us/step - loss: 0.4329 - accuracy: 0.8021 Epoch 209/500 45/45 [==============================] - 0s 339us/step - loss: 0.4333 - accuracy: 0.8000 Epoch 210/500 45/45 [==============================] - 0s 326us/step - loss: 0.4328 - accuracy: 0.8014 Epoch 211/500 45/45 [==============================] - 0s 327us/step - loss: 0.4331 - accuracy: 0.8028 Epoch 212/500 45/45 [==============================] - 0s 333us/step - loss: 0.4331 - accuracy: 0.7986 Epoch 213/500 45/45 [==============================] - 0s 337us/step - loss: 0.4330 - accuracy: 0.8021 Epoch 214/500 45/45 [==============================] - 0s 344us/step - loss: 0.4325 - accuracy: 0.8042 Epoch 215/500 45/45 [==============================] - 0s 333us/step - loss: 0.4325 - accuracy: 0.8021 Epoch 216/500 45/45 [==============================] - 0s 335us/step - loss: 0.4329 - accuracy: 0.7986 Epoch 217/500 45/45 [==============================] - 0s 328us/step - loss: 0.4332 - accuracy: 0.8000 Epoch 218/500 45/45 [==============================] - 0s 331us/step - loss: 0.4337 - accuracy: 0.8007 Epoch 219/500 45/45 [==============================] - 0s 330us/step - loss: 0.4327 - accuracy: 0.8000 Epoch 220/500 45/45 [==============================] - 0s 330us/step - loss: 0.4328 - accuracy: 0.8000 Epoch 221/500 45/45 [==============================] - 0s 337us/step - loss: 0.4330 - accuracy: 0.7993 Epoch 222/500 45/45 [==============================] - 0s 350us/step - loss: 0.4323 - accuracy: 0.8021 Epoch 223/500 45/45 [==============================] - 0s 340us/step - loss: 0.4324 - accuracy: 0.8042 Epoch 224/500 45/45 [==============================] - 0s 336us/step - loss: 0.4322 - accuracy: 0.8028 Epoch 225/500 45/45 [==============================] - 0s 337us/step - loss: 0.4319 - accuracy: 0.8056 Epoch 226/500 45/45 [==============================] - 0s 334us/step - loss: 0.4321 - accuracy: 0.8056 Epoch 227/500 45/45 [==============================] - 0s 327us/step - loss: 0.4317 - accuracy: 0.8049 Epoch 228/500 45/45 [==============================] - 0s 323us/step - loss: 0.4319 - accuracy: 0.8069 Epoch 229/500 45/45 [==============================] - 0s 340us/step - loss: 0.4323 - accuracy: 0.7979 Epoch 230/500 45/45 [==============================] - 0s 336us/step - loss: 0.4317 - accuracy: 0.8035 Epoch 231/500 45/45 [==============================] - 0s 327us/step - loss: 0.4318 - accuracy: 0.8035 Epoch 232/500 45/45 [==============================] - 0s 341us/step - loss: 0.4315 - accuracy: 0.8007 Epoch 233/500 45/45 [==============================] - 0s 341us/step - loss: 0.4318 - accuracy: 0.8056 Epoch 234/500 45/45 [==============================] - 0s 332us/step - loss: 0.4315 - accuracy: 0.8028 Epoch 235/500 45/45 [==============================] - 0s 342us/step - loss: 0.4316 - accuracy: 0.8021 Epoch 236/500 45/45 [==============================] - 0s 332us/step - loss: 0.4320 - accuracy: 0.8035 Epoch 237/500 45/45 [==============================] - 0s 337us/step - loss: 0.4310 - accuracy: 0.8021 Epoch 238/500 45/45 [==============================] - 0s 347us/step - loss: 0.4315 - accuracy: 0.8021 Epoch 239/500 45/45 [==============================] - 0s 342us/step - loss: 0.4309 - accuracy: 0.8069 Epoch 240/500 45/45 [==============================] - 0s 345us/step - loss: 0.4315 - accuracy: 0.7993 Epoch 241/500 45/45 [==============================] - 0s 327us/step - loss: 0.4307 - accuracy: 0.8028 Epoch 242/500 45/45 [==============================] - 0s 350us/step - loss: 0.4316 - accuracy: 0.8042 Epoch 243/500 45/45 [==============================] - 0s 347us/step - loss: 0.4308 - accuracy: 0.8028 Epoch 244/500 45/45 [==============================] - 0s 341us/step - loss: 0.4307 - accuracy: 0.8028 Epoch 245/500 45/45 [==============================] - 0s 338us/step - loss: 0.4306 - accuracy: 0.8049 Epoch 246/500 45/45 [==============================] - 0s 344us/step - loss: 0.4303 - accuracy: 0.8049 Epoch 247/500 45/45 [==============================] - 0s 334us/step - loss: 0.4297 - accuracy: 0.8042 Epoch 248/500 45/45 [==============================] - 0s 336us/step - loss: 0.4291 - accuracy: 0.8097 Epoch 249/500 45/45 [==============================] - 0s 341us/step - loss: 0.4292 - accuracy: 0.8076 Epoch 250/500 45/45 [==============================] - 0s 340us/step - loss: 0.4295 - accuracy: 0.8035 Epoch 251/500 45/45 [==============================] - 0s 342us/step - loss: 0.4290 - accuracy: 0.8062 Epoch 252/500 45/45 [==============================] - 0s 340us/step - loss: 0.4293 - accuracy: 0.8028 Epoch 253/500 45/45 [==============================] - 0s 344us/step - loss: 0.4285 - accuracy: 0.8062 Epoch 254/500 45/45 [==============================] - 0s 346us/step - loss: 0.4283 - accuracy: 0.8076 Epoch 255/500 45/45 [==============================] - 0s 347us/step - loss: 0.4287 - accuracy: 0.8028 Epoch 256/500 45/45 [==============================] - 0s 336us/step - loss: 0.4283 - accuracy: 0.8049 Epoch 257/500 45/45 [==============================] - 0s 311us/step - loss: 0.4277 - accuracy: 0.8014 Epoch 258/500 45/45 [==============================] - 0s 329us/step - loss: 0.4278 - accuracy: 0.8069 Epoch 259/500 45/45 [==============================] - 0s 337us/step - loss: 0.4277 - accuracy: 0.7979 Epoch 260/500 45/45 [==============================] - 0s 329us/step - loss: 0.4276 - accuracy: 0.8021 Epoch 261/500 45/45 [==============================] - 0s 344us/step - loss: 0.4278 - accuracy: 0.8014 Epoch 262/500 45/45 [==============================] - 0s 348us/step - loss: 0.4276 - accuracy: 0.7993 Epoch 263/500 45/45 [==============================] - 0s 332us/step - loss: 0.4272 - accuracy: 0.7972 Epoch 264/500 45/45 [==============================] - 0s 336us/step - loss: 0.4277 - accuracy: 0.7958 Epoch 265/500 45/45 [==============================] - 0s 333us/step - loss: 0.4266 - accuracy: 0.8042 Epoch 266/500 45/45 [==============================] - 0s 341us/step - loss: 0.4270 - accuracy: 0.8035 Epoch 267/500 45/45 [==============================] - 0s 343us/step - loss: 0.4262 - accuracy: 0.8028 Epoch 268/500 45/45 [==============================] - 0s 342us/step - loss: 0.4263 - accuracy: 0.8000 Epoch 269/500 45/45 [==============================] - 0s 332us/step - loss: 0.4262 - accuracy: 0.8021 Epoch 270/500 45/45 [==============================] - 0s 346us/step - loss: 0.4258 - accuracy: 0.8014 Epoch 271/500 45/45 [==============================] - 0s 342us/step - loss: 0.4258 - accuracy: 0.8069 Epoch 272/500 45/45 [==============================] - 0s 339us/step - loss: 0.4258 - accuracy: 0.7993 Epoch 273/500 45/45 [==============================] - 0s 336us/step - loss: 0.4252 - accuracy: 0.7979 Epoch 274/500 45/45 [==============================] - 0s 340us/step - loss: 0.4256 - accuracy: 0.7965 Epoch 275/500 45/45 [==============================] - 0s 342us/step - loss: 0.4252 - accuracy: 0.8028 Epoch 276/500 45/45 [==============================] - 0s 342us/step - loss: 0.4251 - accuracy: 0.8007 Epoch 277/500 45/45 [==============================] - 0s 329us/step - loss: 0.4248 - accuracy: 0.7965 Epoch 278/500 45/45 [==============================] - 0s 330us/step - loss: 0.4248 - accuracy: 0.7958 Epoch 279/500 45/45 [==============================] - 0s 332us/step - loss: 0.4244 - accuracy: 0.7958 Epoch 280/500 45/45 [==============================] - 0s 342us/step - loss: 0.4251 - accuracy: 0.8028 Epoch 281/500 45/45 [==============================] - 0s 345us/step - loss: 0.4242 - accuracy: 0.7979 Epoch 282/500 45/45 [==============================] - 0s 347us/step - loss: 0.4234 - accuracy: 0.7958 Epoch 283/500 45/45 [==============================] - 0s 339us/step - loss: 0.4237 - accuracy: 0.8014 Epoch 284/500 45/45 [==============================] - 0s 369us/step - loss: 0.4235 - accuracy: 0.7958 Epoch 285/500 45/45 [==============================] - 0s 370us/step - loss: 0.4234 - accuracy: 0.7972 Epoch 286/500 45/45 [==============================] - 0s 378us/step - loss: 0.4235 - accuracy: 0.7931 Epoch 287/500 45/45 [==============================] - 0s 358us/step - loss: 0.4239 - accuracy: 0.8014 Epoch 288/500 45/45 [==============================] - 0s 331us/step - loss: 0.4233 - accuracy: 0.7944 Epoch 289/500 45/45 [==============================] - 0s 388us/step - loss: 0.4226 - accuracy: 0.8007 Epoch 290/500 45/45 [==============================] - 0s 372us/step - loss: 0.4242 - accuracy: 0.7958 Epoch 291/500 45/45 [==============================] - 0s 344us/step - loss: 0.4238 - accuracy: 0.7986 Epoch 292/500 45/45 [==============================] - 0s 346us/step - loss: 0.4229 - accuracy: 0.7993 Epoch 293/500 45/45 [==============================] - 0s 362us/step - loss: 0.4234 - accuracy: 0.7972 Epoch 294/500 45/45 [==============================] - 0s 389us/step - loss: 0.4230 - accuracy: 0.7951 Epoch 295/500 45/45 [==============================] - 0s 369us/step - loss: 0.4225 - accuracy: 0.7972 Epoch 296/500 45/45 [==============================] - 0s 356us/step - loss: 0.4228 - accuracy: 0.8021 Epoch 297/500 45/45 [==============================] - 0s 355us/step - loss: 0.4225 - accuracy: 0.8000 Epoch 298/500 45/45 [==============================] - 0s 349us/step - loss: 0.4228 - accuracy: 0.7944 Epoch 299/500 45/45 [==============================] - 0s 362us/step - loss: 0.4221 - accuracy: 0.7951 Epoch 300/500 45/45 [==============================] - 0s 350us/step - loss: 0.4225 - accuracy: 0.8000 Epoch 301/500 45/45 [==============================] - 0s 351us/step - loss: 0.4217 - accuracy: 0.7979 Epoch 302/500 45/45 [==============================] - 0s 365us/step - loss: 0.4216 - accuracy: 0.7993 Epoch 303/500 45/45 [==============================] - 0s 362us/step - loss: 0.4217 - accuracy: 0.8014 Epoch 304/500 45/45 [==============================] - 0s 360us/step - loss: 0.4215 - accuracy: 0.7986 Epoch 305/500 45/45 [==============================] - 0s 358us/step - loss: 0.4219 - accuracy: 0.8021 Epoch 306/500 45/45 [==============================] - 0s 371us/step - loss: 0.4210 - accuracy: 0.8007 Epoch 307/500 45/45 [==============================] - 0s 352us/step - loss: 0.4210 - accuracy: 0.8007 Epoch 308/500 45/45 [==============================] - 0s 337us/step - loss: 0.4210 - accuracy: 0.8021 Epoch 309/500 45/45 [==============================] - 0s 346us/step - loss: 0.4204 - accuracy: 0.8007 Epoch 310/500 45/45 [==============================] - 0s 342us/step - loss: 0.4209 - accuracy: 0.8014 Epoch 311/500 45/45 [==============================] - 0s 337us/step - loss: 0.4206 - accuracy: 0.7972 Epoch 312/500 45/45 [==============================] - 0s 337us/step - loss: 0.4206 - accuracy: 0.7958 Epoch 313/500 45/45 [==============================] - 0s 335us/step - loss: 0.4211 - accuracy: 0.7979 Epoch 314/500 45/45 [==============================] - 0s 344us/step - loss: 0.4205 - accuracy: 0.8000 Epoch 315/500 45/45 [==============================] - 0s 333us/step - loss: 0.4210 - accuracy: 0.8000 Epoch 316/500 45/45 [==============================] - 0s 344us/step - loss: 0.4207 - accuracy: 0.8000 Epoch 317/500 45/45 [==============================] - 0s 342us/step - loss: 0.4199 - accuracy: 0.7993 Epoch 318/500 45/45 [==============================] - 0s 346us/step - loss: 0.4211 - accuracy: 0.8021 Epoch 319/500 45/45 [==============================] - 0s 333us/step - loss: 0.4201 - accuracy: 0.7993 Epoch 320/500 45/45 [==============================] - 0s 340us/step - loss: 0.4202 - accuracy: 0.8062 Epoch 321/500 45/45 [==============================] - 0s 344us/step - loss: 0.4201 - accuracy: 0.7993 Epoch 322/500 45/45 [==============================] - 0s 343us/step - loss: 0.4195 - accuracy: 0.7986 Epoch 323/500 45/45 [==============================] - 0s 332us/step - loss: 0.4193 - accuracy: 0.8000 Epoch 324/500 45/45 [==============================] - 0s 346us/step - loss: 0.4191 - accuracy: 0.8014 Epoch 325/500 45/45 [==============================] - 0s 340us/step - loss: 0.4187 - accuracy: 0.8028 Epoch 326/500 45/45 [==============================] - 0s 349us/step - loss: 0.4192 - accuracy: 0.8007 Epoch 327/500 45/45 [==============================] - 0s 334us/step - loss: 0.4196 - accuracy: 0.8014 Epoch 328/500 45/45 [==============================] - 0s 341us/step - loss: 0.4191 - accuracy: 0.8028 Epoch 329/500 45/45 [==============================] - 0s 349us/step - loss: 0.4183 - accuracy: 0.8000 Epoch 330/500 45/45 [==============================] - 0s 340us/step - loss: 0.4189 - accuracy: 0.8021 Epoch 331/500 45/45 [==============================] - 0s 334us/step - loss: 0.4185 - accuracy: 0.8035 Epoch 332/500 45/45 [==============================] - 0s 333us/step - loss: 0.4188 - accuracy: 0.8000 Epoch 333/500 45/45 [==============================] - 0s 336us/step - loss: 0.4189 - accuracy: 0.7993 Epoch 334/500 45/45 [==============================] - 0s 333us/step - loss: 0.4200 - accuracy: 0.8042 Epoch 335/500 45/45 [==============================] - 0s 345us/step - loss: 0.4197 - accuracy: 0.7986 Epoch 336/500 45/45 [==============================] - 0s 335us/step - loss: 0.4183 - accuracy: 0.8014 Epoch 337/500 45/45 [==============================] - 0s 337us/step - loss: 0.4190 - accuracy: 0.7986 Epoch 338/500 45/45 [==============================] - 0s 331us/step - loss: 0.4192 - accuracy: 0.7993 Epoch 339/500 45/45 [==============================] - 0s 338us/step - loss: 0.4190 - accuracy: 0.8028 Epoch 340/500 45/45 [==============================] - 0s 324us/step - loss: 0.4185 - accuracy: 0.8049 Epoch 341/500 45/45 [==============================] - 0s 325us/step - loss: 0.4178 - accuracy: 0.8021 Epoch 342/500 45/45 [==============================] - 0s 341us/step - loss: 0.4177 - accuracy: 0.8056 Epoch 343/500 45/45 [==============================] - 0s 342us/step - loss: 0.4184 - accuracy: 0.8021 Epoch 344/500 45/45 [==============================] - 0s 381us/step - loss: 0.4183 - accuracy: 0.8028 Epoch 345/500 45/45 [==============================] - 0s 348us/step - loss: 0.4177 - accuracy: 0.8000 Epoch 346/500 45/45 [==============================] - 0s 332us/step - loss: 0.4183 - accuracy: 0.8035 Epoch 347/500 45/45 [==============================] - 0s 343us/step - loss: 0.4176 - accuracy: 0.8007 Epoch 348/500 45/45 [==============================] - 0s 349us/step - loss: 0.4179 - accuracy: 0.7986 Epoch 349/500 45/45 [==============================] - 0s 348us/step - loss: 0.4176 - accuracy: 0.8035 Epoch 350/500 45/45 [==============================] - 0s 345us/step - loss: 0.4175 - accuracy: 0.8042 Epoch 351/500 45/45 [==============================] - 0s 340us/step - loss: 0.4176 - accuracy: 0.8000 Epoch 352/500 45/45 [==============================] - 0s 331us/step - loss: 0.4173 - accuracy: 0.8028 Epoch 353/500 45/45 [==============================] - 0s 328us/step - loss: 0.4173 - accuracy: 0.8049 Epoch 354/500 45/45 [==============================] - 0s 343us/step - loss: 0.4168 - accuracy: 0.8056 Epoch 355/500 45/45 [==============================] - 0s 343us/step - loss: 0.4172 - accuracy: 0.7993 Epoch 356/500 45/45 [==============================] - 0s 346us/step - loss: 0.4171 - accuracy: 0.7986 Epoch 357/500 45/45 [==============================] - 0s 335us/step - loss: 0.4171 - accuracy: 0.8056 Epoch 358/500 45/45 [==============================] - 0s 339us/step - loss: 0.4168 - accuracy: 0.8007 Epoch 359/500 45/45 [==============================] - 0s 338us/step - loss: 0.4179 - accuracy: 0.8007 Epoch 360/500 45/45 [==============================] - 0s 342us/step - loss: 0.4173 - accuracy: 0.8042 Epoch 361/500 45/45 [==============================] - 0s 340us/step - loss: 0.4174 - accuracy: 0.7958 Epoch 362/500 45/45 [==============================] - 0s 325us/step - loss: 0.4176 - accuracy: 0.8035 Epoch 363/500 45/45 [==============================] - 0s 339us/step - loss: 0.4171 - accuracy: 0.8000 Epoch 364/500 45/45 [==============================] - 0s 327us/step - loss: 0.4168 - accuracy: 0.8000 Epoch 365/500 45/45 [==============================] - 0s 349us/step - loss: 0.4170 - accuracy: 0.8021 Epoch 366/500 45/45 [==============================] - 0s 334us/step - loss: 0.4169 - accuracy: 0.8007 Epoch 367/500 45/45 [==============================] - 0s 343us/step - loss: 0.4173 - accuracy: 0.8014 Epoch 368/500 45/45 [==============================] - 0s 335us/step - loss: 0.4173 - accuracy: 0.7993 Epoch 369/500 45/45 [==============================] - 0s 348us/step - loss: 0.4178 - accuracy: 0.8007 Epoch 370/500 45/45 [==============================] - 0s 336us/step - loss: 0.4163 - accuracy: 0.8000 Epoch 371/500 45/45 [==============================] - 0s 335us/step - loss: 0.4172 - accuracy: 0.8035 Epoch 372/500 45/45 [==============================] - 0s 340us/step - loss: 0.4172 - accuracy: 0.8000 Epoch 373/500 45/45 [==============================] - 0s 329us/step - loss: 0.4166 - accuracy: 0.7979 Epoch 374/500 45/45 [==============================] - 0s 338us/step - loss: 0.4160 - accuracy: 0.8021 Epoch 375/500 45/45 [==============================] - 0s 337us/step - loss: 0.4161 - accuracy: 0.7993 Epoch 376/500 45/45 [==============================] - 0s 342us/step - loss: 0.4163 - accuracy: 0.8007 Epoch 377/500 45/45 [==============================] - 0s 336us/step - loss: 0.4164 - accuracy: 0.8007 Epoch 378/500 45/45 [==============================] - 0s 335us/step - loss: 0.4158 - accuracy: 0.8035 Epoch 379/500 45/45 [==============================] - 0s 337us/step - loss: 0.4168 - accuracy: 0.8021 Epoch 380/500 45/45 [==============================] - 0s 333us/step - loss: 0.4169 - accuracy: 0.8028 Epoch 381/500 45/45 [==============================] - 0s 338us/step - loss: 0.4166 - accuracy: 0.8007 Epoch 382/500 45/45 [==============================] - 0s 353us/step - loss: 0.4160 - accuracy: 0.8049 Epoch 383/500 45/45 [==============================] - 0s 329us/step - loss: 0.4163 - accuracy: 0.7972 Epoch 384/500 45/45 [==============================] - 0s 338us/step - loss: 0.4164 - accuracy: 0.7965 Epoch 385/500 45/45 [==============================] - 0s 335us/step - loss: 0.4164 - accuracy: 0.8014 Epoch 386/500 45/45 [==============================] - 0s 338us/step - loss: 0.4161 - accuracy: 0.8014 Epoch 387/500 45/45 [==============================] - 0s 346us/step - loss: 0.4164 - accuracy: 0.8035 Epoch 388/500 45/45 [==============================] - 0s 340us/step - loss: 0.4162 - accuracy: 0.7965 Epoch 389/500 45/45 [==============================] - 0s 328us/step - loss: 0.4163 - accuracy: 0.8028 Epoch 390/500 45/45 [==============================] - 0s 335us/step - loss: 0.4159 - accuracy: 0.7986 Epoch 391/500 45/45 [==============================] - 0s 332us/step - loss: 0.4164 - accuracy: 0.8035 Epoch 392/500 45/45 [==============================] - 0s 339us/step - loss: 0.4158 - accuracy: 0.8042 Epoch 393/500 45/45 [==============================] - 0s 328us/step - loss: 0.4158 - accuracy: 0.7993 Epoch 394/500 45/45 [==============================] - 0s 336us/step - loss: 0.4157 - accuracy: 0.7986 Epoch 395/500 45/45 [==============================] - 0s 340us/step - loss: 0.4158 - accuracy: 0.8035 Epoch 396/500 45/45 [==============================] - 0s 345us/step - loss: 0.4163 - accuracy: 0.8042 Epoch 397/500 45/45 [==============================] - 0s 333us/step - loss: 0.4162 - accuracy: 0.8049 Epoch 398/500 45/45 [==============================] - 0s 337us/step - loss: 0.4157 - accuracy: 0.8028 Epoch 399/500 45/45 [==============================] - 0s 334us/step - loss: 0.4157 - accuracy: 0.8000 Epoch 400/500 45/45 [==============================] - 0s 331us/step - loss: 0.4162 - accuracy: 0.8007 Epoch 401/500 45/45 [==============================] - 0s 328us/step - loss: 0.4157 - accuracy: 0.8007 Epoch 402/500 45/45 [==============================] - 0s 338us/step - loss: 0.4152 - accuracy: 0.8007 Epoch 403/500 45/45 [==============================] - 0s 333us/step - loss: 0.4154 - accuracy: 0.7972 Epoch 404/500 45/45 [==============================] - 0s 324us/step - loss: 0.4156 - accuracy: 0.7993 Epoch 405/500 45/45 [==============================] - 0s 345us/step - loss: 0.4155 - accuracy: 0.7979 Epoch 406/500 45/45 [==============================] - 0s 341us/step - loss: 0.4150 - accuracy: 0.8049 Epoch 407/500 45/45 [==============================] - 0s 330us/step - loss: 0.4153 - accuracy: 0.8042 Epoch 408/500 45/45 [==============================] - 0s 337us/step - loss: 0.4151 - accuracy: 0.8021 Epoch 409/500 45/45 [==============================] - 0s 325us/step - loss: 0.4153 - accuracy: 0.8021 Epoch 410/500 45/45 [==============================] - 0s 331us/step - loss: 0.4154 - accuracy: 0.8062 Epoch 411/500 45/45 [==============================] - 0s 335us/step - loss: 0.4154 - accuracy: 0.8028 Epoch 412/500 45/45 [==============================] - 0s 336us/step - loss: 0.4152 - accuracy: 0.7958 Epoch 413/500 45/45 [==============================] - 0s 343us/step - loss: 0.4155 - accuracy: 0.8028 Epoch 414/500 45/45 [==============================] - 0s 348us/step - loss: 0.4146 - accuracy: 0.8007 Epoch 415/500 45/45 [==============================] - 0s 326us/step - loss: 0.4159 - accuracy: 0.8007 Epoch 416/500 45/45 [==============================] - 0s 329us/step - loss: 0.4149 - accuracy: 0.8007 Epoch 417/500 45/45 [==============================] - 0s 346us/step - loss: 0.4155 - accuracy: 0.8028 Epoch 418/500 45/45 [==============================] - 0s 341us/step - loss: 0.4157 - accuracy: 0.8042 Epoch 419/500 45/45 [==============================] - 0s 336us/step - loss: 0.4147 - accuracy: 0.7993 Epoch 420/500 45/45 [==============================] - 0s 323us/step - loss: 0.4143 - accuracy: 0.8014 Epoch 421/500 45/45 [==============================] - 0s 332us/step - loss: 0.4142 - accuracy: 0.8021 Epoch 422/500 45/45 [==============================] - 0s 332us/step - loss: 0.4144 - accuracy: 0.8007 Epoch 423/500 45/45 [==============================] - 0s 328us/step - loss: 0.4151 - accuracy: 0.8014 Epoch 424/500 45/45 [==============================] - 0s 337us/step - loss: 0.4144 - accuracy: 0.8021 Epoch 425/500 45/45 [==============================] - 0s 351us/step - loss: 0.4145 - accuracy: 0.8035 Epoch 426/500 45/45 [==============================] - 0s 332us/step - loss: 0.4148 - accuracy: 0.7986 Epoch 427/500 45/45 [==============================] - 0s 347us/step - loss: 0.4146 - accuracy: 0.7986 Epoch 428/500 45/45 [==============================] - 0s 332us/step - loss: 0.4157 - accuracy: 0.8000 Epoch 429/500 45/45 [==============================] - 0s 341us/step - loss: 0.4146 - accuracy: 0.8042 Epoch 430/500 45/45 [==============================] - 0s 337us/step - loss: 0.4142 - accuracy: 0.8021 Epoch 431/500 45/45 [==============================] - 0s 337us/step - loss: 0.4150 - accuracy: 0.7986 Epoch 432/500 45/45 [==============================] - 0s 330us/step - loss: 0.4140 - accuracy: 0.8062 Epoch 433/500 45/45 [==============================] - 0s 330us/step - loss: 0.4146 - accuracy: 0.7986 Epoch 434/500 45/45 [==============================] - 0s 342us/step - loss: 0.4148 - accuracy: 0.7979 Epoch 435/500 45/45 [==============================] - 0s 326us/step - loss: 0.4152 - accuracy: 0.8069 Epoch 436/500 45/45 [==============================] - 0s 330us/step - loss: 0.4148 - accuracy: 0.8056 Epoch 437/500 45/45 [==============================] - 0s 325us/step - loss: 0.4149 - accuracy: 0.8028 Epoch 438/500 45/45 [==============================] - 0s 337us/step - loss: 0.4152 - accuracy: 0.8021 Epoch 439/500 45/45 [==============================] - 0s 336us/step - loss: 0.4140 - accuracy: 0.8014 Epoch 440/500 45/45 [==============================] - 0s 335us/step - loss: 0.4149 - accuracy: 0.8049 Epoch 441/500 45/45 [==============================] - 0s 335us/step - loss: 0.4146 - accuracy: 0.8062 Epoch 442/500 45/45 [==============================] - 0s 331us/step - loss: 0.4146 - accuracy: 0.8090 Epoch 443/500 45/45 [==============================] - 0s 324us/step - loss: 0.4153 - accuracy: 0.7979 Epoch 444/500 45/45 [==============================] - 0s 321us/step - loss: 0.4145 - accuracy: 0.8049 Epoch 445/500 45/45 [==============================] - 0s 336us/step - loss: 0.4143 - accuracy: 0.8056 Epoch 446/500 45/45 [==============================] - 0s 328us/step - loss: 0.4142 - accuracy: 0.8014 Epoch 447/500 45/45 [==============================] - 0s 341us/step - loss: 0.4147 - accuracy: 0.8083 Epoch 448/500 45/45 [==============================] - 0s 335us/step - loss: 0.4159 - accuracy: 0.8007 Epoch 449/500 45/45 [==============================] - 0s 331us/step - loss: 0.4148 - accuracy: 0.8014 Epoch 450/500 45/45 [==============================] - 0s 339us/step - loss: 0.4142 - accuracy: 0.8000 Epoch 451/500 45/45 [==============================] - 0s 341us/step - loss: 0.4141 - accuracy: 0.8028 Epoch 452/500 45/45 [==============================] - 0s 343us/step - loss: 0.4141 - accuracy: 0.8042 Epoch 453/500 45/45 [==============================] - 0s 339us/step - loss: 0.4135 - accuracy: 0.8042 Epoch 454/500 45/45 [==============================] - 0s 322us/step - loss: 0.4146 - accuracy: 0.7993 Epoch 455/500 45/45 [==============================] - 0s 336us/step - loss: 0.4135 - accuracy: 0.8062 Epoch 456/500 45/45 [==============================] - 0s 333us/step - loss: 0.4140 - accuracy: 0.8042 Epoch 457/500 45/45 [==============================] - 0s 331us/step - loss: 0.4138 - accuracy: 0.8042 Epoch 458/500 45/45 [==============================] - 0s 342us/step - loss: 0.4132 - accuracy: 0.8014 Epoch 459/500 45/45 [==============================] - 0s 337us/step - loss: 0.4138 - accuracy: 0.8000 Epoch 460/500 45/45 [==============================] - 0s 331us/step - loss: 0.4154 - accuracy: 0.8056 Epoch 461/500 45/45 [==============================] - 0s 340us/step - loss: 0.4138 - accuracy: 0.8035 Epoch 462/500 45/45 [==============================] - 0s 335us/step - loss: 0.4140 - accuracy: 0.8000 Epoch 463/500 45/45 [==============================] - 0s 328us/step - loss: 0.4137 - accuracy: 0.8035 Epoch 464/500 45/45 [==============================] - 0s 327us/step - loss: 0.4141 - accuracy: 0.8035 Epoch 465/500 45/45 [==============================] - 0s 333us/step - loss: 0.4124 - accuracy: 0.8014 Epoch 466/500 45/45 [==============================] - 0s 346us/step - loss: 0.4139 - accuracy: 0.8056 Epoch 467/500 45/45 [==============================] - 0s 345us/step - loss: 0.4141 - accuracy: 0.8056 Epoch 468/500 45/45 [==============================] - 0s 335us/step - loss: 0.4134 - accuracy: 0.8042 Epoch 469/500 45/45 [==============================] - 0s 342us/step - loss: 0.4133 - accuracy: 0.8049 Epoch 470/500 45/45 [==============================] - 0s 343us/step - loss: 0.4137 - accuracy: 0.8007 Epoch 471/500 45/45 [==============================] - 0s 331us/step - loss: 0.4138 - accuracy: 0.8035 Epoch 472/500 45/45 [==============================] - 0s 332us/step - loss: 0.4143 - accuracy: 0.8056 Epoch 473/500 45/45 [==============================] - 0s 332us/step - loss: 0.4142 - accuracy: 0.8035 Epoch 474/500 45/45 [==============================] - 0s 333us/step - loss: 0.4128 - accuracy: 0.8056 Epoch 475/500 45/45 [==============================] - 0s 329us/step - loss: 0.4128 - accuracy: 0.8028 Epoch 476/500 45/45 [==============================] - 0s 332us/step - loss: 0.4142 - accuracy: 0.7972 Epoch 477/500 45/45 [==============================] - 0s 334us/step - loss: 0.4138 - accuracy: 0.8021 Epoch 478/500 45/45 [==============================] - 0s 341us/step - loss: 0.4138 - accuracy: 0.8042 Epoch 479/500 45/45 [==============================] - 0s 323us/step - loss: 0.4139 - accuracy: 0.8049 Epoch 480/500 45/45 [==============================] - 0s 336us/step - loss: 0.4132 - accuracy: 0.8000 Epoch 481/500 45/45 [==============================] - 0s 333us/step - loss: 0.4137 - accuracy: 0.7993 Epoch 482/500 45/45 [==============================] - 0s 325us/step - loss: 0.4123 - accuracy: 0.8021 Epoch 483/500 45/45 [==============================] - 0s 346us/step - loss: 0.4137 - accuracy: 0.8000 Epoch 484/500 45/45 [==============================] - 0s 343us/step - loss: 0.4138 - accuracy: 0.8042 Epoch 485/500 45/45 [==============================] - 0s 346us/step - loss: 0.4126 - accuracy: 0.8028 Epoch 486/500 45/45 [==============================] - 0s 328us/step - loss: 0.4133 - accuracy: 0.8035 Epoch 487/500 45/45 [==============================] - 0s 336us/step - loss: 0.4129 - accuracy: 0.7986 Epoch 488/500 45/45 [==============================] - 0s 343us/step - loss: 0.4126 - accuracy: 0.8035 Epoch 489/500 45/45 [==============================] - 0s 341us/step - loss: 0.4130 - accuracy: 0.8028 Epoch 490/500 45/45 [==============================] - 0s 332us/step - loss: 0.4140 - accuracy: 0.7993 Epoch 491/500 45/45 [==============================] - 0s 333us/step - loss: 0.4132 - accuracy: 0.8049 Epoch 492/500 45/45 [==============================] - 0s 339us/step - loss: 0.4123 - accuracy: 0.8021 Epoch 493/500 45/45 [==============================] - 0s 334us/step - loss: 0.4124 - accuracy: 0.8000 Epoch 494/500 45/45 [==============================] - 0s 330us/step - loss: 0.4133 - accuracy: 0.8007 Epoch 495/500 45/45 [==============================] - 0s 330us/step - loss: 0.4139 - accuracy: 0.8062 Epoch 496/500 45/45 [==============================] - 0s 341us/step - loss: 0.4140 - accuracy: 0.8042 Epoch 497/500 45/45 [==============================] - 0s 339us/step - loss: 0.4134 - accuracy: 0.8014 Epoch 498/500 45/45 [==============================] - 0s 354us/step - loss: 0.4132 - accuracy: 0.8056 Epoch 499/500 45/45 [==============================] - 0s 333us/step - loss: 0.4140 - accuracy: 0.8049 Epoch 500/500 45/45 [==============================] - 0s 323us/step - loss: 0.4138 - accuracy: 0.8049 5/5 [==============================] - 0s 447us/step Epoch 1/500 45/45 [==============================] - 0s 439us/step - loss: 0.6894 - accuracy: 0.6653 Epoch 2/500 45/45 [==============================] - 0s 423us/step - loss: 0.6755 - accuracy: 0.6667 Epoch 3/500 45/45 [==============================] - 0s 371us/step - loss: 0.6389 - accuracy: 0.6667 Epoch 4/500 45/45 [==============================] - 0s 357us/step - loss: 0.5819 - accuracy: 0.6889 Epoch 5/500 45/45 [==============================] - 0s 349us/step - loss: 0.5330 - accuracy: 0.7472 Epoch 6/500 45/45 [==============================] - 0s 356us/step - loss: 0.5026 - accuracy: 0.7729 Epoch 7/500 45/45 [==============================] - 0s 359us/step - loss: 0.4876 - accuracy: 0.7667 Epoch 8/500 45/45 [==============================] - 0s 362us/step - loss: 0.4800 - accuracy: 0.7681 Epoch 9/500 45/45 [==============================] - 0s 359us/step - loss: 0.4756 - accuracy: 0.7715 Epoch 10/500 45/45 [==============================] - 0s 352us/step - loss: 0.4729 - accuracy: 0.7639 Epoch 11/500 45/45 [==============================] - 0s 345us/step - loss: 0.4710 - accuracy: 0.7688 Epoch 12/500 45/45 [==============================] - 0s 343us/step - loss: 0.4694 - accuracy: 0.7681 Epoch 13/500 45/45 [==============================] - 0s 361us/step - loss: 0.4681 - accuracy: 0.7674 Epoch 14/500 45/45 [==============================] - 0s 353us/step - loss: 0.4669 - accuracy: 0.7688 Epoch 15/500 45/45 [==============================] - 0s 340us/step - loss: 0.4661 - accuracy: 0.7708 Epoch 16/500 45/45 [==============================] - 0s 351us/step - loss: 0.4648 - accuracy: 0.7688 Epoch 17/500 45/45 [==============================] - 0s 348us/step - loss: 0.4638 - accuracy: 0.7715 Epoch 18/500 45/45 [==============================] - 0s 352us/step - loss: 0.4630 - accuracy: 0.7722 Epoch 19/500 45/45 [==============================] - 0s 349us/step - loss: 0.4623 - accuracy: 0.7778 Epoch 20/500 45/45 [==============================] - 0s 353us/step - loss: 0.4617 - accuracy: 0.7792 Epoch 21/500 45/45 [==============================] - 0s 347us/step - loss: 0.4604 - accuracy: 0.7757 Epoch 22/500 45/45 [==============================] - 0s 352us/step - loss: 0.4597 - accuracy: 0.7764 Epoch 23/500 45/45 [==============================] - 0s 352us/step - loss: 0.4588 - accuracy: 0.7771 Epoch 24/500 45/45 [==============================] - 0s 355us/step - loss: 0.4584 - accuracy: 0.7806 Epoch 25/500 45/45 [==============================] - 0s 353us/step - loss: 0.4576 - accuracy: 0.7792 Epoch 26/500 45/45 [==============================] - 0s 347us/step - loss: 0.4570 - accuracy: 0.7785 Epoch 27/500 45/45 [==============================] - 0s 350us/step - loss: 0.4564 - accuracy: 0.7799 Epoch 28/500 45/45 [==============================] - 0s 352us/step - loss: 0.4559 - accuracy: 0.7792 Epoch 29/500 45/45 [==============================] - 0s 353us/step - loss: 0.4558 - accuracy: 0.7757 Epoch 30/500 45/45 [==============================] - 0s 352us/step - loss: 0.4553 - accuracy: 0.7819 Epoch 31/500 45/45 [==============================] - 0s 341us/step - loss: 0.4547 - accuracy: 0.7792 Epoch 32/500 45/45 [==============================] - 0s 356us/step - loss: 0.4546 - accuracy: 0.7799 Epoch 33/500 45/45 [==============================] - 0s 353us/step - loss: 0.4536 - accuracy: 0.7799 Epoch 34/500 45/45 [==============================] - 0s 342us/step - loss: 0.4534 - accuracy: 0.7764 Epoch 35/500 45/45 [==============================] - 0s 356us/step - loss: 0.4528 - accuracy: 0.7785 Epoch 36/500 45/45 [==============================] - 0s 355us/step - loss: 0.4522 - accuracy: 0.7757 Epoch 37/500 45/45 [==============================] - 0s 356us/step - loss: 0.4521 - accuracy: 0.7785 Epoch 38/500 45/45 [==============================] - 0s 354us/step - loss: 0.4515 - accuracy: 0.7764 Epoch 39/500 45/45 [==============================] - 0s 345us/step - loss: 0.4513 - accuracy: 0.7799 Epoch 40/500 45/45 [==============================] - 0s 350us/step - loss: 0.4505 - accuracy: 0.7812 Epoch 41/500 45/45 [==============================] - 0s 351us/step - loss: 0.4504 - accuracy: 0.7812 Epoch 42/500 45/45 [==============================] - 0s 360us/step - loss: 0.4496 - accuracy: 0.7778 Epoch 43/500 45/45 [==============================] - 0s 353us/step - loss: 0.4495 - accuracy: 0.7819 Epoch 44/500 45/45 [==============================] - 0s 359us/step - loss: 0.4488 - accuracy: 0.7806 Epoch 45/500 45/45 [==============================] - 0s 351us/step - loss: 0.4489 - accuracy: 0.7750 Epoch 46/500 45/45 [==============================] - 0s 357us/step - loss: 0.4487 - accuracy: 0.7757 Epoch 47/500 45/45 [==============================] - 0s 355us/step - loss: 0.4485 - accuracy: 0.7757 Epoch 48/500 45/45 [==============================] - 0s 350us/step - loss: 0.4477 - accuracy: 0.7819 Epoch 49/500 45/45 [==============================] - 0s 347us/step - loss: 0.4482 - accuracy: 0.7826 Epoch 50/500 45/45 [==============================] - 0s 350us/step - loss: 0.4482 - accuracy: 0.7771 Epoch 51/500 45/45 [==============================] - 0s 346us/step - loss: 0.4472 - accuracy: 0.7764 Epoch 52/500 45/45 [==============================] - 0s 353us/step - loss: 0.4470 - accuracy: 0.7840 Epoch 53/500 45/45 [==============================] - 0s 340us/step - loss: 0.4470 - accuracy: 0.7799 Epoch 54/500 45/45 [==============================] - 0s 347us/step - loss: 0.4464 - accuracy: 0.7819 Epoch 55/500 45/45 [==============================] - 0s 351us/step - loss: 0.4464 - accuracy: 0.7799 Epoch 56/500 45/45 [==============================] - 0s 346us/step - loss: 0.4464 - accuracy: 0.7861 Epoch 57/500 45/45 [==============================] - 0s 347us/step - loss: 0.4465 - accuracy: 0.7792 Epoch 58/500 45/45 [==============================] - 0s 348us/step - loss: 0.4459 - accuracy: 0.7819 Epoch 59/500 45/45 [==============================] - 0s 347us/step - loss: 0.4461 - accuracy: 0.7826 Epoch 60/500 45/45 [==============================] - 0s 347us/step - loss: 0.4456 - accuracy: 0.7819 Epoch 61/500 45/45 [==============================] - 0s 353us/step - loss: 0.4457 - accuracy: 0.7826 Epoch 62/500 45/45 [==============================] - 0s 361us/step - loss: 0.4452 - accuracy: 0.7806 Epoch 63/500 45/45 [==============================] - 0s 352us/step - loss: 0.4450 - accuracy: 0.7806 Epoch 64/500 45/45 [==============================] - 0s 361us/step - loss: 0.4449 - accuracy: 0.7833 Epoch 65/500 45/45 [==============================] - 0s 353us/step - loss: 0.4450 - accuracy: 0.7868 Epoch 66/500 45/45 [==============================] - 0s 344us/step - loss: 0.4446 - accuracy: 0.7785 Epoch 67/500 45/45 [==============================] - 0s 353us/step - loss: 0.4444 - accuracy: 0.7861 Epoch 68/500 45/45 [==============================] - 0s 353us/step - loss: 0.4439 - accuracy: 0.7875 Epoch 69/500 45/45 [==============================] - 0s 350us/step - loss: 0.4441 - accuracy: 0.7785 Epoch 70/500 45/45 [==============================] - 0s 350us/step - loss: 0.4442 - accuracy: 0.7840 Epoch 71/500 45/45 [==============================] - 0s 355us/step - loss: 0.4435 - accuracy: 0.7861 Epoch 72/500 45/45 [==============================] - 0s 358us/step - loss: 0.4436 - accuracy: 0.7840 Epoch 73/500 45/45 [==============================] - 0s 355us/step - loss: 0.4434 - accuracy: 0.7868 Epoch 74/500 45/45 [==============================] - 0s 344us/step - loss: 0.4437 - accuracy: 0.7854 Epoch 75/500 45/45 [==============================] - 0s 350us/step - loss: 0.4438 - accuracy: 0.7875 Epoch 76/500 45/45 [==============================] - 0s 348us/step - loss: 0.4434 - accuracy: 0.7840 Epoch 77/500 45/45 [==============================] - 0s 353us/step - loss: 0.4431 - accuracy: 0.7889 Epoch 78/500 45/45 [==============================] - 0s 359us/step - loss: 0.4431 - accuracy: 0.7882 Epoch 79/500 45/45 [==============================] - 0s 372us/step - loss: 0.4434 - accuracy: 0.7896 Epoch 80/500 45/45 [==============================] - 0s 352us/step - loss: 0.4431 - accuracy: 0.7868 Epoch 81/500 45/45 [==============================] - 0s 350us/step - loss: 0.4431 - accuracy: 0.7764 Epoch 82/500 45/45 [==============================] - 0s 351us/step - loss: 0.4426 - accuracy: 0.7875 Epoch 83/500 45/45 [==============================] - 0s 349us/step - loss: 0.4429 - accuracy: 0.7889 Epoch 84/500 45/45 [==============================] - 0s 357us/step - loss: 0.4431 - accuracy: 0.7826 Epoch 85/500 45/45 [==============================] - 0s 353us/step - loss: 0.4426 - accuracy: 0.7882 Epoch 86/500 45/45 [==============================] - 0s 348us/step - loss: 0.4426 - accuracy: 0.7903 Epoch 87/500 45/45 [==============================] - 0s 349us/step - loss: 0.4428 - accuracy: 0.7826 Epoch 88/500 45/45 [==============================] - 0s 350us/step - loss: 0.4428 - accuracy: 0.7910 Epoch 89/500 45/45 [==============================] - 0s 515us/step - loss: 0.4424 - accuracy: 0.7882 Epoch 90/500 45/45 [==============================] - 0s 388us/step - loss: 0.4423 - accuracy: 0.7833 Epoch 91/500 45/45 [==============================] - 0s 354us/step - loss: 0.4421 - accuracy: 0.7854 Epoch 92/500 45/45 [==============================] - 0s 352us/step - loss: 0.4425 - accuracy: 0.7854 Epoch 93/500 45/45 [==============================] - 0s 359us/step - loss: 0.4421 - accuracy: 0.7882 Epoch 94/500 45/45 [==============================] - 0s 351us/step - loss: 0.4423 - accuracy: 0.7819 Epoch 95/500 45/45 [==============================] - 0s 347us/step - loss: 0.4421 - accuracy: 0.7889 Epoch 96/500 45/45 [==============================] - 0s 339us/step - loss: 0.4421 - accuracy: 0.7785 Epoch 97/500 45/45 [==============================] - 0s 354us/step - loss: 0.4419 - accuracy: 0.7826 Epoch 98/500 45/45 [==============================] - 0s 356us/step - loss: 0.4420 - accuracy: 0.7819 Epoch 99/500 45/45 [==============================] - 0s 351us/step - loss: 0.4421 - accuracy: 0.7910 Epoch 100/500 45/45 [==============================] - 0s 342us/step - loss: 0.4418 - accuracy: 0.7764 Epoch 101/500 45/45 [==============================] - 0s 358us/step - loss: 0.4424 - accuracy: 0.7875 Epoch 102/500 45/45 [==============================] - 0s 343us/step - loss: 0.4422 - accuracy: 0.7812 Epoch 103/500 45/45 [==============================] - 0s 357us/step - loss: 0.4414 - accuracy: 0.7882 Epoch 104/500 45/45 [==============================] - 0s 342us/step - loss: 0.4411 - accuracy: 0.7833 Epoch 105/500 45/45 [==============================] - 0s 352us/step - loss: 0.4411 - accuracy: 0.7840 Epoch 106/500 45/45 [==============================] - 0s 349us/step - loss: 0.4412 - accuracy: 0.7847 Epoch 107/500 45/45 [==============================] - 0s 354us/step - loss: 0.4408 - accuracy: 0.7896 Epoch 108/500 45/45 [==============================] - 0s 345us/step - loss: 0.4409 - accuracy: 0.7854 Epoch 109/500 45/45 [==============================] - 0s 344us/step - loss: 0.4408 - accuracy: 0.7806 Epoch 110/500 45/45 [==============================] - 0s 347us/step - loss: 0.4410 - accuracy: 0.7833 Epoch 111/500 45/45 [==============================] - 0s 353us/step - loss: 0.4408 - accuracy: 0.7861 Epoch 112/500 45/45 [==============================] - 0s 351us/step - loss: 0.4416 - accuracy: 0.7840 Epoch 113/500 45/45 [==============================] - 0s 349us/step - loss: 0.4407 - accuracy: 0.7833 Epoch 114/500 45/45 [==============================] - 0s 351us/step - loss: 0.4407 - accuracy: 0.7847 Epoch 115/500 45/45 [==============================] - 0s 347us/step - loss: 0.4399 - accuracy: 0.7861 Epoch 116/500 45/45 [==============================] - 0s 347us/step - loss: 0.4402 - accuracy: 0.7840 Epoch 117/500 45/45 [==============================] - 0s 346us/step - loss: 0.4402 - accuracy: 0.7819 Epoch 118/500 45/45 [==============================] - 0s 343us/step - loss: 0.4404 - accuracy: 0.7882 Epoch 119/500 45/45 [==============================] - 0s 344us/step - loss: 0.4400 - accuracy: 0.7799 Epoch 120/500 45/45 [==============================] - 0s 343us/step - loss: 0.4399 - accuracy: 0.7840 Epoch 121/500 45/45 [==============================] - 0s 351us/step - loss: 0.4401 - accuracy: 0.7847 Epoch 122/500 45/45 [==============================] - 0s 352us/step - loss: 0.4396 - accuracy: 0.7861 Epoch 123/500 45/45 [==============================] - 0s 353us/step - loss: 0.4400 - accuracy: 0.7826 Epoch 124/500 45/45 [==============================] - 0s 357us/step - loss: 0.4395 - accuracy: 0.7868 Epoch 125/500 45/45 [==============================] - 0s 346us/step - loss: 0.4395 - accuracy: 0.7861 Epoch 126/500 45/45 [==============================] - 0s 348us/step - loss: 0.4397 - accuracy: 0.7812 Epoch 127/500 45/45 [==============================] - 0s 350us/step - loss: 0.4394 - accuracy: 0.7875 Epoch 128/500 45/45 [==============================] - 0s 356us/step - loss: 0.4392 - accuracy: 0.7861 Epoch 129/500 45/45 [==============================] - 0s 353us/step - loss: 0.4395 - accuracy: 0.7889 Epoch 130/500 45/45 [==============================] - 0s 346us/step - loss: 0.4392 - accuracy: 0.7861 Epoch 131/500 45/45 [==============================] - 0s 342us/step - loss: 0.4396 - accuracy: 0.7771 Epoch 132/500 45/45 [==============================] - 0s 348us/step - loss: 0.4392 - accuracy: 0.7847 Epoch 133/500 45/45 [==============================] - 0s 358us/step - loss: 0.4389 - accuracy: 0.7875 Epoch 134/500 45/45 [==============================] - 0s 350us/step - loss: 0.4388 - accuracy: 0.7833 Epoch 135/500 45/45 [==============================] - 0s 345us/step - loss: 0.4399 - accuracy: 0.7833 Epoch 136/500 45/45 [==============================] - 0s 349us/step - loss: 0.4389 - accuracy: 0.7799 Epoch 137/500 45/45 [==============================] - 0s 348us/step - loss: 0.4385 - accuracy: 0.7882 Epoch 138/500 45/45 [==============================] - 0s 355us/step - loss: 0.4388 - accuracy: 0.7861 Epoch 139/500 45/45 [==============================] - 0s 346us/step - loss: 0.4391 - accuracy: 0.7889 Epoch 140/500 45/45 [==============================] - 0s 347us/step - loss: 0.4383 - accuracy: 0.7806 Epoch 141/500 45/45 [==============================] - 0s 352us/step - loss: 0.4387 - accuracy: 0.7861 Epoch 142/500 45/45 [==============================] - 0s 352us/step - loss: 0.4390 - accuracy: 0.7840 Epoch 143/500 45/45 [==============================] - 0s 328us/step - loss: 0.4382 - accuracy: 0.7896 Epoch 144/500 45/45 [==============================] - 0s 354us/step - loss: 0.4382 - accuracy: 0.7875 Epoch 145/500 45/45 [==============================] - 0s 350us/step - loss: 0.4380 - accuracy: 0.7840 Epoch 146/500 45/45 [==============================] - 0s 357us/step - loss: 0.4379 - accuracy: 0.7868 Epoch 147/500 45/45 [==============================] - 0s 343us/step - loss: 0.4376 - accuracy: 0.7806 Epoch 148/500 45/45 [==============================] - 0s 335us/step - loss: 0.4376 - accuracy: 0.7903 Epoch 149/500 45/45 [==============================] - 0s 349us/step - loss: 0.4371 - accuracy: 0.7875 Epoch 150/500 45/45 [==============================] - 0s 358us/step - loss: 0.4370 - accuracy: 0.7868 Epoch 151/500 45/45 [==============================] - 0s 362us/step - loss: 0.4374 - accuracy: 0.7875 Epoch 152/500 45/45 [==============================] - 0s 341us/step - loss: 0.4370 - accuracy: 0.7910 Epoch 153/500 45/45 [==============================] - 0s 348us/step - loss: 0.4372 - accuracy: 0.7861 Epoch 154/500 45/45 [==============================] - 0s 351us/step - loss: 0.4372 - accuracy: 0.7868 Epoch 155/500 45/45 [==============================] - 0s 347us/step - loss: 0.4366 - accuracy: 0.7931 Epoch 156/500 45/45 [==============================] - 0s 352us/step - loss: 0.4368 - accuracy: 0.7861 Epoch 157/500 45/45 [==============================] - 0s 352us/step - loss: 0.4377 - accuracy: 0.7833 Epoch 158/500 45/45 [==============================] - 0s 351us/step - loss: 0.4368 - accuracy: 0.7868 Epoch 159/500 45/45 [==============================] - 0s 352us/step - loss: 0.4371 - accuracy: 0.7889 Epoch 160/500 45/45 [==============================] - 0s 337us/step - loss: 0.4367 - accuracy: 0.7847 Epoch 161/500 45/45 [==============================] - 0s 355us/step - loss: 0.4361 - accuracy: 0.7833 Epoch 162/500 45/45 [==============================] - 0s 334us/step - loss: 0.4363 - accuracy: 0.7868 Epoch 163/500 45/45 [==============================] - 0s 346us/step - loss: 0.4365 - accuracy: 0.7847 Epoch 164/500 45/45 [==============================] - 0s 337us/step - loss: 0.4359 - accuracy: 0.7812 Epoch 165/500 45/45 [==============================] - 0s 341us/step - loss: 0.4358 - accuracy: 0.7854 Epoch 166/500 45/45 [==============================] - 0s 347us/step - loss: 0.4363 - accuracy: 0.7903 Epoch 167/500 45/45 [==============================] - 0s 351us/step - loss: 0.4365 - accuracy: 0.7847 Epoch 168/500 45/45 [==============================] - 0s 355us/step - loss: 0.4358 - accuracy: 0.7875 Epoch 169/500 45/45 [==============================] - 0s 353us/step - loss: 0.4352 - accuracy: 0.7840 Epoch 170/500 45/45 [==============================] - 0s 339us/step - loss: 0.4356 - accuracy: 0.7840 Epoch 171/500 45/45 [==============================] - 0s 346us/step - loss: 0.4352 - accuracy: 0.7847 Epoch 172/500 45/45 [==============================] - 0s 336us/step - loss: 0.4354 - accuracy: 0.7868 Epoch 173/500 45/45 [==============================] - 0s 347us/step - loss: 0.4352 - accuracy: 0.7875 Epoch 174/500 45/45 [==============================] - 0s 357us/step - loss: 0.4355 - accuracy: 0.7875 Epoch 175/500 45/45 [==============================] - 0s 358us/step - loss: 0.4352 - accuracy: 0.7826 Epoch 176/500 45/45 [==============================] - 0s 349us/step - loss: 0.4351 - accuracy: 0.7840 Epoch 177/500 45/45 [==============================] - 0s 352us/step - loss: 0.4352 - accuracy: 0.7861 Epoch 178/500 45/45 [==============================] - 0s 349us/step - loss: 0.4351 - accuracy: 0.7882 Epoch 179/500 45/45 [==============================] - 0s 344us/step - loss: 0.4347 - accuracy: 0.7854 Epoch 180/500 45/45 [==============================] - 0s 351us/step - loss: 0.4352 - accuracy: 0.7840 Epoch 181/500 45/45 [==============================] - 0s 347us/step - loss: 0.4349 - accuracy: 0.7882 Epoch 182/500 45/45 [==============================] - 0s 346us/step - loss: 0.4351 - accuracy: 0.7826 Epoch 183/500 45/45 [==============================] - 0s 348us/step - loss: 0.4352 - accuracy: 0.7819 Epoch 184/500 45/45 [==============================] - 0s 335us/step - loss: 0.4350 - accuracy: 0.7903 Epoch 185/500 45/45 [==============================] - 0s 345us/step - loss: 0.4355 - accuracy: 0.7847 Epoch 186/500 45/45 [==============================] - 0s 348us/step - loss: 0.4343 - accuracy: 0.7826 Epoch 187/500 45/45 [==============================] - 0s 354us/step - loss: 0.4350 - accuracy: 0.7840 Epoch 188/500 45/45 [==============================] - 0s 358us/step - loss: 0.4346 - accuracy: 0.7847 Epoch 189/500 45/45 [==============================] - 0s 349us/step - loss: 0.4341 - accuracy: 0.7882 Epoch 190/500 45/45 [==============================] - 0s 351us/step - loss: 0.4342 - accuracy: 0.7882 Epoch 191/500 45/45 [==============================] - 0s 348us/step - loss: 0.4345 - accuracy: 0.7889 Epoch 192/500 45/45 [==============================] - 0s 344us/step - loss: 0.4341 - accuracy: 0.7833 Epoch 193/500 45/45 [==============================] - 0s 346us/step - loss: 0.4340 - accuracy: 0.7889 Epoch 194/500 45/45 [==============================] - 0s 334us/step - loss: 0.4339 - accuracy: 0.7833 Epoch 195/500 45/45 [==============================] - 0s 344us/step - loss: 0.4339 - accuracy: 0.7875 Epoch 196/500 45/45 [==============================] - 0s 342us/step - loss: 0.4340 - accuracy: 0.7826 Epoch 197/500 45/45 [==============================] - 0s 350us/step - loss: 0.4339 - accuracy: 0.7840 Epoch 198/500 45/45 [==============================] - 0s 342us/step - loss: 0.4341 - accuracy: 0.7847 Epoch 199/500 45/45 [==============================] - 0s 347us/step - loss: 0.4337 - accuracy: 0.7812 Epoch 200/500 45/45 [==============================] - 0s 363us/step - loss: 0.4331 - accuracy: 0.7868 Epoch 201/500 45/45 [==============================] - 0s 350us/step - loss: 0.4332 - accuracy: 0.7840 Epoch 202/500 45/45 [==============================] - 0s 343us/step - loss: 0.4329 - accuracy: 0.7826 Epoch 203/500 45/45 [==============================] - 0s 350us/step - loss: 0.4330 - accuracy: 0.7840 Epoch 204/500 45/45 [==============================] - 0s 350us/step - loss: 0.4328 - accuracy: 0.7819 Epoch 205/500 45/45 [==============================] - 0s 357us/step - loss: 0.4333 - accuracy: 0.7840 Epoch 206/500 45/45 [==============================] - 0s 347us/step - loss: 0.4330 - accuracy: 0.7819 Epoch 207/500 45/45 [==============================] - 0s 350us/step - loss: 0.4328 - accuracy: 0.7819 Epoch 208/500 45/45 [==============================] - 0s 349us/step - loss: 0.4326 - accuracy: 0.7924 Epoch 209/500 45/45 [==============================] - 0s 340us/step - loss: 0.4324 - accuracy: 0.7861 Epoch 210/500 45/45 [==============================] - 0s 349us/step - loss: 0.4325 - accuracy: 0.7854 Epoch 211/500 45/45 [==============================] - 0s 351us/step - loss: 0.4316 - accuracy: 0.7882 Epoch 212/500 45/45 [==============================] - 0s 354us/step - loss: 0.4320 - accuracy: 0.7861 Epoch 213/500 45/45 [==============================] - 0s 354us/step - loss: 0.4325 - accuracy: 0.7889 Epoch 214/500 45/45 [==============================] - 0s 348us/step - loss: 0.4323 - accuracy: 0.7840 Epoch 215/500 45/45 [==============================] - 0s 343us/step - loss: 0.4311 - accuracy: 0.7882 Epoch 216/500 45/45 [==============================] - 0s 351us/step - loss: 0.4311 - accuracy: 0.7889 Epoch 217/500 45/45 [==============================] - 0s 346us/step - loss: 0.4312 - accuracy: 0.7868 Epoch 218/500 45/45 [==============================] - 0s 343us/step - loss: 0.4311 - accuracy: 0.7903 Epoch 219/500 45/45 [==============================] - 0s 345us/step - loss: 0.4307 - accuracy: 0.7854 Epoch 220/500 45/45 [==============================] - 0s 340us/step - loss: 0.4311 - accuracy: 0.7875 Epoch 221/500 45/45 [==============================] - 0s 349us/step - loss: 0.4302 - accuracy: 0.7875 Epoch 222/500 45/45 [==============================] - 0s 349us/step - loss: 0.4306 - accuracy: 0.7958 Epoch 223/500 45/45 [==============================] - 0s 349us/step - loss: 0.4302 - accuracy: 0.7868 Epoch 224/500 45/45 [==============================] - 0s 354us/step - loss: 0.4295 - accuracy: 0.7951 Epoch 225/500 45/45 [==============================] - 0s 350us/step - loss: 0.4297 - accuracy: 0.7979 Epoch 226/500 45/45 [==============================] - 0s 351us/step - loss: 0.4297 - accuracy: 0.7924 Epoch 227/500 45/45 [==============================] - 0s 335us/step - loss: 0.4296 - accuracy: 0.7986 Epoch 228/500 45/45 [==============================] - 0s 347us/step - loss: 0.4293 - accuracy: 0.8000 Epoch 229/500 45/45 [==============================] - 0s 352us/step - loss: 0.4287 - accuracy: 0.8021 Epoch 230/500 45/45 [==============================] - 0s 350us/step - loss: 0.4288 - accuracy: 0.7965 Epoch 231/500 45/45 [==============================] - 0s 341us/step - loss: 0.4282 - accuracy: 0.8014 Epoch 232/500 45/45 [==============================] - 0s 356us/step - loss: 0.4297 - accuracy: 0.7965 Epoch 233/500 45/45 [==============================] - 0s 351us/step - loss: 0.4297 - accuracy: 0.8007 Epoch 234/500 45/45 [==============================] - 0s 348us/step - loss: 0.4276 - accuracy: 0.8014 Epoch 235/500 45/45 [==============================] - 0s 347us/step - loss: 0.4279 - accuracy: 0.7993 Epoch 236/500 45/45 [==============================] - 0s 347us/step - loss: 0.4274 - accuracy: 0.8014 Epoch 237/500 45/45 [==============================] - 0s 352us/step - loss: 0.4276 - accuracy: 0.8007 Epoch 238/500 45/45 [==============================] - 0s 355us/step - loss: 0.4264 - accuracy: 0.8021 Epoch 239/500 45/45 [==============================] - 0s 351us/step - loss: 0.4275 - accuracy: 0.8028 Epoch 240/500 45/45 [==============================] - 0s 351us/step - loss: 0.4269 - accuracy: 0.8007 Epoch 241/500 45/45 [==============================] - 0s 346us/step - loss: 0.4259 - accuracy: 0.8035 Epoch 242/500 45/45 [==============================] - 0s 357us/step - loss: 0.4257 - accuracy: 0.8000 Epoch 243/500 45/45 [==============================] - 0s 353us/step - loss: 0.4256 - accuracy: 0.7993 Epoch 244/500 45/45 [==============================] - 0s 354us/step - loss: 0.4261 - accuracy: 0.8049 Epoch 245/500 45/45 [==============================] - 0s 343us/step - loss: 0.4257 - accuracy: 0.8014 Epoch 246/500 45/45 [==============================] - 0s 349us/step - loss: 0.4253 - accuracy: 0.8042 Epoch 247/500 45/45 [==============================] - 0s 352us/step - loss: 0.4249 - accuracy: 0.8049 Epoch 248/500 45/45 [==============================] - 0s 349us/step - loss: 0.4255 - accuracy: 0.8014 Epoch 249/500 45/45 [==============================] - 0s 345us/step - loss: 0.4258 - accuracy: 0.8042 Epoch 250/500 45/45 [==============================] - 0s 355us/step - loss: 0.4247 - accuracy: 0.8069 Epoch 251/500 45/45 [==============================] - 0s 348us/step - loss: 0.4239 - accuracy: 0.8028 Epoch 252/500 45/45 [==============================] - 0s 344us/step - loss: 0.4240 - accuracy: 0.8097 Epoch 253/500 45/45 [==============================] - 0s 355us/step - loss: 0.4237 - accuracy: 0.8076 Epoch 254/500 45/45 [==============================] - 0s 342us/step - loss: 0.4243 - accuracy: 0.8069 Epoch 255/500 45/45 [==============================] - 0s 345us/step - loss: 0.4234 - accuracy: 0.8042 Epoch 256/500 45/45 [==============================] - 0s 349us/step - loss: 0.4229 - accuracy: 0.8056 Epoch 257/500 45/45 [==============================] - 0s 353us/step - loss: 0.4232 - accuracy: 0.8035 Epoch 258/500 45/45 [==============================] - 0s 346us/step - loss: 0.4230 - accuracy: 0.8049 Epoch 259/500 45/45 [==============================] - 0s 348us/step - loss: 0.4219 - accuracy: 0.8076 Epoch 260/500 45/45 [==============================] - 0s 348us/step - loss: 0.4224 - accuracy: 0.8007 Epoch 261/500 45/45 [==============================] - 0s 355us/step - loss: 0.4232 - accuracy: 0.8021 Epoch 262/500 45/45 [==============================] - 0s 352us/step - loss: 0.4218 - accuracy: 0.8076 Epoch 263/500 45/45 [==============================] - 0s 349us/step - loss: 0.4220 - accuracy: 0.8056 Epoch 264/500 45/45 [==============================] - 0s 341us/step - loss: 0.4219 - accuracy: 0.8069 Epoch 265/500 45/45 [==============================] - 0s 356us/step - loss: 0.4224 - accuracy: 0.8049 Epoch 266/500 45/45 [==============================] - 0s 346us/step - loss: 0.4217 - accuracy: 0.8076 Epoch 267/500 45/45 [==============================] - 0s 347us/step - loss: 0.4212 - accuracy: 0.8076 Epoch 268/500 45/45 [==============================] - 0s 347us/step - loss: 0.4216 - accuracy: 0.8014 Epoch 269/500 45/45 [==============================] - 0s 344us/step - loss: 0.4211 - accuracy: 0.8090 Epoch 270/500 45/45 [==============================] - 0s 346us/step - loss: 0.4207 - accuracy: 0.8056 Epoch 271/500 45/45 [==============================] - 0s 349us/step - loss: 0.4206 - accuracy: 0.8076 Epoch 272/500 45/45 [==============================] - 0s 344us/step - loss: 0.4210 - accuracy: 0.8090 Epoch 273/500 45/45 [==============================] - 0s 356us/step - loss: 0.4205 - accuracy: 0.8035 Epoch 274/500 45/45 [==============================] - 0s 347us/step - loss: 0.4201 - accuracy: 0.8056 Epoch 275/500 45/45 [==============================] - 0s 344us/step - loss: 0.4200 - accuracy: 0.8069 Epoch 276/500 45/45 [==============================] - 0s 357us/step - loss: 0.4203 - accuracy: 0.8069 Epoch 277/500 45/45 [==============================] - 0s 344us/step - loss: 0.4206 - accuracy: 0.8056 Epoch 278/500 45/45 [==============================] - 0s 348us/step - loss: 0.4200 - accuracy: 0.8076 Epoch 279/500 45/45 [==============================] - 0s 352us/step - loss: 0.4195 - accuracy: 0.8056 Epoch 280/500 45/45 [==============================] - 0s 354us/step - loss: 0.4210 - accuracy: 0.8062 Epoch 281/500 45/45 [==============================] - 0s 352us/step - loss: 0.4193 - accuracy: 0.8035 Epoch 282/500 45/45 [==============================] - 0s 346us/step - loss: 0.4198 - accuracy: 0.8076 Epoch 283/500 45/45 [==============================] - 0s 343us/step - loss: 0.4191 - accuracy: 0.8049 Epoch 284/500 45/45 [==============================] - 0s 342us/step - loss: 0.4194 - accuracy: 0.8021 Epoch 285/500 45/45 [==============================] - 0s 348us/step - loss: 0.4189 - accuracy: 0.8021 Epoch 286/500 45/45 [==============================] - 0s 362us/step - loss: 0.4192 - accuracy: 0.8062 Epoch 287/500 45/45 [==============================] - 0s 344us/step - loss: 0.4187 - accuracy: 0.8049 Epoch 288/500 45/45 [==============================] - 0s 338us/step - loss: 0.4189 - accuracy: 0.8035 Epoch 289/500 45/45 [==============================] - 0s 346us/step - loss: 0.4198 - accuracy: 0.8035 Epoch 290/500 45/45 [==============================] - 0s 356us/step - loss: 0.4184 - accuracy: 0.8062 Epoch 291/500 45/45 [==============================] - 0s 346us/step - loss: 0.4186 - accuracy: 0.8028 Epoch 292/500 45/45 [==============================] - 0s 358us/step - loss: 0.4179 - accuracy: 0.8007 Epoch 293/500 45/45 [==============================] - 0s 348us/step - loss: 0.4180 - accuracy: 0.8069 Epoch 294/500 45/45 [==============================] - 0s 347us/step - loss: 0.4175 - accuracy: 0.8000 Epoch 295/500 45/45 [==============================] - 0s 345us/step - loss: 0.4174 - accuracy: 0.8049 Epoch 296/500 45/45 [==============================] - 0s 336us/step - loss: 0.4170 - accuracy: 0.8056 Epoch 297/500 45/45 [==============================] - 0s 339us/step - loss: 0.4169 - accuracy: 0.8042 Epoch 298/500 45/45 [==============================] - 0s 351us/step - loss: 0.4166 - accuracy: 0.8056 Epoch 299/500 45/45 [==============================] - 0s 351us/step - loss: 0.4168 - accuracy: 0.8035 Epoch 300/500 45/45 [==============================] - 0s 355us/step - loss: 0.4167 - accuracy: 0.8007 Epoch 301/500 45/45 [==============================] - 0s 350us/step - loss: 0.4163 - accuracy: 0.8062 Epoch 302/500 45/45 [==============================] - 0s 347us/step - loss: 0.4167 - accuracy: 0.8056 Epoch 303/500 45/45 [==============================] - 0s 354us/step - loss: 0.4174 - accuracy: 0.8062 Epoch 304/500 45/45 [==============================] - 0s 354us/step - loss: 0.4156 - accuracy: 0.8035 Epoch 305/500 45/45 [==============================] - 0s 351us/step - loss: 0.4152 - accuracy: 0.8049 Epoch 306/500 45/45 [==============================] - 0s 349us/step - loss: 0.4151 - accuracy: 0.8049 Epoch 307/500 45/45 [==============================] - 0s 344us/step - loss: 0.4151 - accuracy: 0.8042 Epoch 308/500 45/45 [==============================] - 0s 348us/step - loss: 0.4146 - accuracy: 0.8042 Epoch 309/500 45/45 [==============================] - 0s 352us/step - loss: 0.4139 - accuracy: 0.8021 Epoch 310/500 45/45 [==============================] - 0s 343us/step - loss: 0.4137 - accuracy: 0.8056 Epoch 311/500 45/45 [==============================] - 0s 340us/step - loss: 0.4132 - accuracy: 0.8028 Epoch 312/500 45/45 [==============================] - 0s 351us/step - loss: 0.4135 - accuracy: 0.8056 Epoch 313/500 45/45 [==============================] - 0s 344us/step - loss: 0.4129 - accuracy: 0.8049 Epoch 314/500 45/45 [==============================] - 0s 356us/step - loss: 0.4121 - accuracy: 0.8069 Epoch 315/500 45/45 [==============================] - 0s 352us/step - loss: 0.4129 - accuracy: 0.8062 Epoch 316/500 45/45 [==============================] - 0s 350us/step - loss: 0.4121 - accuracy: 0.8104 Epoch 317/500 45/45 [==============================] - 0s 346us/step - loss: 0.4117 - accuracy: 0.8035 Epoch 318/500 45/45 [==============================] - 0s 357us/step - loss: 0.4107 - accuracy: 0.8042 Epoch 319/500 45/45 [==============================] - 0s 347us/step - loss: 0.4114 - accuracy: 0.8069 Epoch 320/500 45/45 [==============================] - 0s 355us/step - loss: 0.4105 - accuracy: 0.8104 Epoch 321/500 45/45 [==============================] - 0s 343us/step - loss: 0.4109 - accuracy: 0.8090 Epoch 322/500 45/45 [==============================] - 0s 354us/step - loss: 0.4095 - accuracy: 0.8056 Epoch 323/500 45/45 [==============================] - 0s 341us/step - loss: 0.4092 - accuracy: 0.8076 Epoch 324/500 45/45 [==============================] - 0s 350us/step - loss: 0.4097 - accuracy: 0.8090 Epoch 325/500 45/45 [==============================] - 0s 346us/step - loss: 0.4088 - accuracy: 0.8056 Epoch 326/500 45/45 [==============================] - 0s 349us/step - loss: 0.4094 - accuracy: 0.8056 Epoch 327/500 45/45 [==============================] - 0s 351us/step - loss: 0.4082 - accuracy: 0.8056 Epoch 328/500 45/45 [==============================] - 0s 348us/step - loss: 0.4080 - accuracy: 0.8069 Epoch 329/500 45/45 [==============================] - 0s 349us/step - loss: 0.4070 - accuracy: 0.8076 Epoch 330/500 45/45 [==============================] - 0s 351us/step - loss: 0.4070 - accuracy: 0.8069 Epoch 331/500 45/45 [==============================] - 0s 353us/step - loss: 0.4070 - accuracy: 0.8083 Epoch 332/500 45/45 [==============================] - 0s 345us/step - loss: 0.4063 - accuracy: 0.8056 Epoch 333/500 45/45 [==============================] - 0s 343us/step - loss: 0.4052 - accuracy: 0.8076 Epoch 334/500 45/45 [==============================] - 0s 349us/step - loss: 0.4058 - accuracy: 0.8104 Epoch 335/500 45/45 [==============================] - 0s 341us/step - loss: 0.4045 - accuracy: 0.8069 Epoch 336/500 45/45 [==============================] - 0s 345us/step - loss: 0.4042 - accuracy: 0.8083 Epoch 337/500 45/45 [==============================] - 0s 352us/step - loss: 0.4039 - accuracy: 0.8035 Epoch 338/500 45/45 [==============================] - 0s 352us/step - loss: 0.4034 - accuracy: 0.8076 Epoch 339/500 45/45 [==============================] - 0s 349us/step - loss: 0.4022 - accuracy: 0.8069 Epoch 340/500 45/45 [==============================] - 0s 354us/step - loss: 0.4017 - accuracy: 0.8076 Epoch 341/500 45/45 [==============================] - 0s 350us/step - loss: 0.4008 - accuracy: 0.8104 Epoch 342/500 45/45 [==============================] - 0s 343us/step - loss: 0.4015 - accuracy: 0.8104 Epoch 343/500 45/45 [==============================] - 0s 342us/step - loss: 0.4002 - accuracy: 0.8125 Epoch 344/500 45/45 [==============================] - 0s 349us/step - loss: 0.4000 - accuracy: 0.8090 Epoch 345/500 45/45 [==============================] - 0s 342us/step - loss: 0.4006 - accuracy: 0.8104 Epoch 346/500 45/45 [==============================] - 0s 343us/step - loss: 0.3995 - accuracy: 0.8083 Epoch 347/500 45/45 [==============================] - 0s 350us/step - loss: 0.3982 - accuracy: 0.8111 Epoch 348/500 45/45 [==============================] - 0s 356us/step - loss: 0.3978 - accuracy: 0.8132 Epoch 349/500 45/45 [==============================] - 0s 383us/step - loss: 0.3981 - accuracy: 0.8125 Epoch 350/500 45/45 [==============================] - 0s 375us/step - loss: 0.3964 - accuracy: 0.8090 Epoch 351/500 45/45 [==============================] - 0s 352us/step - loss: 0.3961 - accuracy: 0.8132 Epoch 352/500 45/45 [==============================] - 0s 353us/step - loss: 0.3958 - accuracy: 0.8097 Epoch 353/500 45/45 [==============================] - 0s 357us/step - loss: 0.3949 - accuracy: 0.8111 Epoch 354/500 45/45 [==============================] - 0s 355us/step - loss: 0.3954 - accuracy: 0.8111 Epoch 355/500 45/45 [==============================] - 0s 349us/step - loss: 0.3944 - accuracy: 0.8139 Epoch 356/500 45/45 [==============================] - 0s 355us/step - loss: 0.3945 - accuracy: 0.8097 Epoch 357/500 45/45 [==============================] - 0s 352us/step - loss: 0.3925 - accuracy: 0.8174 Epoch 358/500 45/45 [==============================] - 0s 346us/step - loss: 0.3934 - accuracy: 0.8174 Epoch 359/500 45/45 [==============================] - 0s 353us/step - loss: 0.3911 - accuracy: 0.8146 Epoch 360/500 45/45 [==============================] - 0s 352us/step - loss: 0.3916 - accuracy: 0.8111 Epoch 361/500 45/45 [==============================] - 0s 346us/step - loss: 0.3909 - accuracy: 0.8222 Epoch 362/500 45/45 [==============================] - 0s 348us/step - loss: 0.3900 - accuracy: 0.8167 Epoch 363/500 45/45 [==============================] - 0s 345us/step - loss: 0.3900 - accuracy: 0.8132 Epoch 364/500 45/45 [==============================] - 0s 347us/step - loss: 0.3887 - accuracy: 0.8194 Epoch 365/500 45/45 [==============================] - 0s 348us/step - loss: 0.3885 - accuracy: 0.8174 Epoch 366/500 45/45 [==============================] - 0s 345us/step - loss: 0.3887 - accuracy: 0.8174 Epoch 367/500 45/45 [==============================] - 0s 349us/step - loss: 0.3876 - accuracy: 0.8188 Epoch 368/500 45/45 [==============================] - 0s 342us/step - loss: 0.3871 - accuracy: 0.8215 Epoch 369/500 45/45 [==============================] - 0s 355us/step - loss: 0.3884 - accuracy: 0.8174 Epoch 370/500 45/45 [==============================] - 0s 355us/step - loss: 0.3868 - accuracy: 0.8188 Epoch 371/500 45/45 [==============================] - 0s 335us/step - loss: 0.3855 - accuracy: 0.8174 Epoch 372/500 45/45 [==============================] - 0s 345us/step - loss: 0.3843 - accuracy: 0.8236 Epoch 373/500 45/45 [==============================] - 0s 352us/step - loss: 0.3840 - accuracy: 0.8194 Epoch 374/500 45/45 [==============================] - 0s 346us/step - loss: 0.3841 - accuracy: 0.8236 Epoch 375/500 45/45 [==============================] - 0s 348us/step - loss: 0.3838 - accuracy: 0.8222 Epoch 376/500 45/45 [==============================] - 0s 351us/step - loss: 0.3842 - accuracy: 0.8222 Epoch 377/500 45/45 [==============================] - 0s 352us/step - loss: 0.3827 - accuracy: 0.8222 Epoch 378/500 45/45 [==============================] - 0s 358us/step - loss: 0.3826 - accuracy: 0.8188 Epoch 379/500 45/45 [==============================] - 0s 353us/step - loss: 0.3818 - accuracy: 0.8278 Epoch 380/500 45/45 [==============================] - 0s 353us/step - loss: 0.3811 - accuracy: 0.8243 Epoch 381/500 45/45 [==============================] - 0s 348us/step - loss: 0.3805 - accuracy: 0.8271 Epoch 382/500 45/45 [==============================] - 0s 348us/step - loss: 0.3803 - accuracy: 0.8285 Epoch 383/500 45/45 [==============================] - 0s 354us/step - loss: 0.3796 - accuracy: 0.8271 Epoch 384/500 45/45 [==============================] - 0s 353us/step - loss: 0.3787 - accuracy: 0.8292 Epoch 385/500 45/45 [==============================] - 0s 354us/step - loss: 0.3782 - accuracy: 0.8319 Epoch 386/500 45/45 [==============================] - 0s 364us/step - loss: 0.3784 - accuracy: 0.8299 Epoch 387/500 45/45 [==============================] - 0s 353us/step - loss: 0.3775 - accuracy: 0.8299 Epoch 388/500 45/45 [==============================] - 0s 354us/step - loss: 0.3773 - accuracy: 0.8319 Epoch 389/500 45/45 [==============================] - 0s 356us/step - loss: 0.3772 - accuracy: 0.8243 Epoch 390/500 45/45 [==============================] - 0s 354us/step - loss: 0.3777 - accuracy: 0.8208 Epoch 391/500 45/45 [==============================] - 0s 349us/step - loss: 0.3769 - accuracy: 0.8264 Epoch 392/500 45/45 [==============================] - 0s 360us/step - loss: 0.3768 - accuracy: 0.8333 Epoch 393/500 45/45 [==============================] - 0s 355us/step - loss: 0.3755 - accuracy: 0.8292 Epoch 394/500 45/45 [==============================] - 0s 349us/step - loss: 0.3768 - accuracy: 0.8257 Epoch 395/500 45/45 [==============================] - 0s 348us/step - loss: 0.3761 - accuracy: 0.8264 Epoch 396/500 45/45 [==============================] - 0s 353us/step - loss: 0.3753 - accuracy: 0.8264 Epoch 397/500 45/45 [==============================] - 0s 455us/step - loss: 0.3751 - accuracy: 0.8292 Epoch 398/500 45/45 [==============================] - 0s 380us/step - loss: 0.3742 - accuracy: 0.8257 Epoch 399/500 45/45 [==============================] - 0s 351us/step - loss: 0.3747 - accuracy: 0.8299 Epoch 400/500 45/45 [==============================] - 0s 357us/step - loss: 0.3743 - accuracy: 0.8271 Epoch 401/500 45/45 [==============================] - 0s 348us/step - loss: 0.3736 - accuracy: 0.8278 Epoch 402/500 45/45 [==============================] - 0s 353us/step - loss: 0.3726 - accuracy: 0.8361 Epoch 403/500 45/45 [==============================] - 0s 350us/step - loss: 0.3721 - accuracy: 0.8306 Epoch 404/500 45/45 [==============================] - 0s 344us/step - loss: 0.3733 - accuracy: 0.8278 Epoch 405/500 45/45 [==============================] - 0s 354us/step - loss: 0.3726 - accuracy: 0.8306 Epoch 406/500 45/45 [==============================] - 0s 353us/step - loss: 0.3717 - accuracy: 0.8313 Epoch 407/500 45/45 [==============================] - 0s 353us/step - loss: 0.3721 - accuracy: 0.8264 Epoch 408/500 45/45 [==============================] - 0s 352us/step - loss: 0.3716 - accuracy: 0.8292 Epoch 409/500 45/45 [==============================] - 0s 339us/step - loss: 0.3712 - accuracy: 0.8361 Epoch 410/500 45/45 [==============================] - 0s 344us/step - loss: 0.3708 - accuracy: 0.8292 Epoch 411/500 45/45 [==============================] - 0s 361us/step - loss: 0.3706 - accuracy: 0.8299 Epoch 412/500 45/45 [==============================] - 0s 348us/step - loss: 0.3705 - accuracy: 0.8313 Epoch 413/500 45/45 [==============================] - 0s 352us/step - loss: 0.3718 - accuracy: 0.8278 Epoch 414/500 45/45 [==============================] - 0s 352us/step - loss: 0.3708 - accuracy: 0.8306 Epoch 415/500 45/45 [==============================] - 0s 351us/step - loss: 0.3710 - accuracy: 0.8292 Epoch 416/500 45/45 [==============================] - 0s 353us/step - loss: 0.3695 - accuracy: 0.8285 Epoch 417/500 45/45 [==============================] - 0s 347us/step - loss: 0.3689 - accuracy: 0.8285 Epoch 418/500 45/45 [==============================] - 0s 352us/step - loss: 0.3690 - accuracy: 0.8313 Epoch 419/500 45/45 [==============================] - 0s 347us/step - loss: 0.3686 - accuracy: 0.8313 Epoch 420/500 45/45 [==============================] - 0s 348us/step - loss: 0.3695 - accuracy: 0.8278 Epoch 421/500 45/45 [==============================] - 0s 353us/step - loss: 0.3681 - accuracy: 0.8292 Epoch 422/500 45/45 [==============================] - 0s 349us/step - loss: 0.3691 - accuracy: 0.8292 Epoch 423/500 45/45 [==============================] - 0s 345us/step - loss: 0.3682 - accuracy: 0.8257 Epoch 424/500 45/45 [==============================] - 0s 355us/step - loss: 0.3685 - accuracy: 0.8326 Epoch 425/500 45/45 [==============================] - 0s 350us/step - loss: 0.3693 - accuracy: 0.8292 Epoch 426/500 45/45 [==============================] - 0s 345us/step - loss: 0.3685 - accuracy: 0.8292 Epoch 427/500 45/45 [==============================] - 0s 350us/step - loss: 0.3678 - accuracy: 0.8278 Epoch 428/500 45/45 [==============================] - 0s 356us/step - loss: 0.3684 - accuracy: 0.8250 Epoch 429/500 45/45 [==============================] - 0s 352us/step - loss: 0.3671 - accuracy: 0.8347 Epoch 430/500 45/45 [==============================] - 0s 346us/step - loss: 0.3671 - accuracy: 0.8354 Epoch 431/500 45/45 [==============================] - 0s 342us/step - loss: 0.3672 - accuracy: 0.8292 Epoch 432/500 45/45 [==============================] - 0s 340us/step - loss: 0.3671 - accuracy: 0.8306 Epoch 433/500 45/45 [==============================] - 0s 349us/step - loss: 0.3666 - accuracy: 0.8319 Epoch 434/500 45/45 [==============================] - 0s 361us/step - loss: 0.3678 - accuracy: 0.8271 Epoch 435/500 45/45 [==============================] - 0s 346us/step - loss: 0.3679 - accuracy: 0.8264 Epoch 436/500 45/45 [==============================] - 0s 353us/step - loss: 0.3675 - accuracy: 0.8313 Epoch 437/500 45/45 [==============================] - 0s 354us/step - loss: 0.3666 - accuracy: 0.8313 Epoch 438/500 45/45 [==============================] - 0s 360us/step - loss: 0.3665 - accuracy: 0.8285 Epoch 439/500 45/45 [==============================] - 0s 348us/step - loss: 0.3658 - accuracy: 0.8306 Epoch 440/500 45/45 [==============================] - 0s 354us/step - loss: 0.3670 - accuracy: 0.8271 Epoch 441/500 45/45 [==============================] - 0s 356us/step - loss: 0.3670 - accuracy: 0.8250 Epoch 442/500 45/45 [==============================] - 0s 342us/step - loss: 0.3662 - accuracy: 0.8306 Epoch 443/500 45/45 [==============================] - 0s 347us/step - loss: 0.3657 - accuracy: 0.8264 Epoch 444/500 45/45 [==============================] - 0s 349us/step - loss: 0.3667 - accuracy: 0.8257 Epoch 445/500 45/45 [==============================] - 0s 350us/step - loss: 0.3653 - accuracy: 0.8292 Epoch 446/500 45/45 [==============================] - 0s 345us/step - loss: 0.3648 - accuracy: 0.8292 Epoch 447/500 45/45 [==============================] - 0s 367us/step - loss: 0.3663 - accuracy: 0.8264 Epoch 448/500 45/45 [==============================] - 0s 348us/step - loss: 0.3650 - accuracy: 0.8292 Epoch 449/500 45/45 [==============================] - 0s 355us/step - loss: 0.3664 - accuracy: 0.8264 Epoch 450/500 45/45 [==============================] - 0s 348us/step - loss: 0.3646 - accuracy: 0.8299 Epoch 451/500 45/45 [==============================] - 0s 351us/step - loss: 0.3661 - accuracy: 0.8278 Epoch 452/500 45/45 [==============================] - 0s 350us/step - loss: 0.3663 - accuracy: 0.8292 Epoch 453/500 45/45 [==============================] - 0s 356us/step - loss: 0.3655 - accuracy: 0.8299 Epoch 454/500 45/45 [==============================] - 0s 351us/step - loss: 0.3639 - accuracy: 0.8306 Epoch 455/500 45/45 [==============================] - 0s 346us/step - loss: 0.3649 - accuracy: 0.8299 Epoch 456/500 45/45 [==============================] - 0s 343us/step - loss: 0.3644 - accuracy: 0.8285 Epoch 457/500 45/45 [==============================] - 0s 354us/step - loss: 0.3644 - accuracy: 0.8285 Epoch 458/500 45/45 [==============================] - 0s 351us/step - loss: 0.3642 - accuracy: 0.8264 Epoch 459/500 45/45 [==============================] - 0s 350us/step - loss: 0.3640 - accuracy: 0.8292 Epoch 460/500 45/45 [==============================] - 0s 353us/step - loss: 0.3650 - accuracy: 0.8313 Epoch 461/500 45/45 [==============================] - 0s 355us/step - loss: 0.3637 - accuracy: 0.8306 Epoch 462/500 45/45 [==============================] - 0s 351us/step - loss: 0.3638 - accuracy: 0.8285 Epoch 463/500 45/45 [==============================] - 0s 354us/step - loss: 0.3648 - accuracy: 0.8285 Epoch 464/500 45/45 [==============================] - 0s 357us/step - loss: 0.3633 - accuracy: 0.8271 Epoch 465/500 45/45 [==============================] - 0s 348us/step - loss: 0.3640 - accuracy: 0.8285 Epoch 466/500 45/45 [==============================] - 0s 354us/step - loss: 0.3649 - accuracy: 0.8299 Epoch 467/500 45/45 [==============================] - 0s 349us/step - loss: 0.3637 - accuracy: 0.8250 Epoch 468/500 45/45 [==============================] - 0s 356us/step - loss: 0.3636 - accuracy: 0.8299 Epoch 469/500 45/45 [==============================] - 0s 348us/step - loss: 0.3643 - accuracy: 0.8271 Epoch 470/500 45/45 [==============================] - 0s 348us/step - loss: 0.3633 - accuracy: 0.8319 Epoch 471/500 45/45 [==============================] - 0s 353us/step - loss: 0.3637 - accuracy: 0.8326 Epoch 472/500 45/45 [==============================] - 0s 349us/step - loss: 0.3626 - accuracy: 0.8292 Epoch 473/500 45/45 [==============================] - 0s 342us/step - loss: 0.3630 - accuracy: 0.8250 Epoch 474/500 45/45 [==============================] - 0s 356us/step - loss: 0.3629 - accuracy: 0.8292 Epoch 475/500 45/45 [==============================] - 0s 344us/step - loss: 0.3639 - accuracy: 0.8250 Epoch 476/500 45/45 [==============================] - 0s 349us/step - loss: 0.3626 - accuracy: 0.8264 Epoch 477/500 45/45 [==============================] - 0s 347us/step - loss: 0.3633 - accuracy: 0.8271 Epoch 478/500 45/45 [==============================] - 0s 346us/step - loss: 0.3650 - accuracy: 0.8257 Epoch 479/500 45/45 [==============================] - 0s 348us/step - loss: 0.3627 - accuracy: 0.8285 Epoch 480/500 45/45 [==============================] - 0s 351us/step - loss: 0.3633 - accuracy: 0.8264 Epoch 481/500 45/45 [==============================] - 0s 342us/step - loss: 0.3620 - accuracy: 0.8285 Epoch 482/500 45/45 [==============================] - 0s 339us/step - loss: 0.3636 - accuracy: 0.8257 Epoch 483/500 45/45 [==============================] - 0s 348us/step - loss: 0.3633 - accuracy: 0.8278 Epoch 484/500 45/45 [==============================] - 0s 354us/step - loss: 0.3624 - accuracy: 0.8306 Epoch 485/500 45/45 [==============================] - 0s 352us/step - loss: 0.3640 - accuracy: 0.8222 Epoch 486/500 45/45 [==============================] - 0s 356us/step - loss: 0.3634 - accuracy: 0.8278 Epoch 487/500 45/45 [==============================] - 0s 349us/step - loss: 0.3618 - accuracy: 0.8326 Epoch 488/500 45/45 [==============================] - 0s 345us/step - loss: 0.3627 - accuracy: 0.8278 Epoch 489/500 45/45 [==============================] - 0s 346us/step - loss: 0.3616 - accuracy: 0.8299 Epoch 490/500 45/45 [==============================] - 0s 343us/step - loss: 0.3619 - accuracy: 0.8292 Epoch 491/500 45/45 [==============================] - 0s 352us/step - loss: 0.3618 - accuracy: 0.8313 Epoch 492/500 45/45 [==============================] - 0s 357us/step - loss: 0.3614 - accuracy: 0.8292 Epoch 493/500 45/45 [==============================] - 0s 349us/step - loss: 0.3625 - accuracy: 0.8278 Epoch 494/500 45/45 [==============================] - 0s 344us/step - loss: 0.3608 - accuracy: 0.8299 Epoch 495/500 45/45 [==============================] - 0s 350us/step - loss: 0.3635 - accuracy: 0.8271 Epoch 496/500 45/45 [==============================] - 0s 351us/step - loss: 0.3612 - accuracy: 0.8257 Epoch 497/500 45/45 [==============================] - 0s 345us/step - loss: 0.3622 - accuracy: 0.8194 Epoch 498/500 45/45 [==============================] - 0s 354us/step - loss: 0.3618 - accuracy: 0.8285 Epoch 499/500 45/45 [==============================] - 0s 344us/step - loss: 0.3623 - accuracy: 0.8285 Epoch 500/500 45/45 [==============================] - 0s 343us/step - loss: 0.3624 - accuracy: 0.8278 5/5 [==============================] - 0s 441us/step Epoch 1/500 45/45 [==============================] - 0s 438us/step - loss: 0.6890 - accuracy: 0.6521 Epoch 2/500 45/45 [==============================] - 0s 415us/step - loss: 0.6717 - accuracy: 0.6535 Epoch 3/500 45/45 [==============================] - 0s 356us/step - loss: 0.6268 - accuracy: 0.6646 Epoch 4/500 45/45 [==============================] - 0s 348us/step - loss: 0.5642 - accuracy: 0.7465 Epoch 5/500 45/45 [==============================] - 0s 337us/step - loss: 0.5194 - accuracy: 0.7653 Epoch 6/500 45/45 [==============================] - 0s 348us/step - loss: 0.4968 - accuracy: 0.7604 Epoch 7/500 45/45 [==============================] - 0s 346us/step - loss: 0.4868 - accuracy: 0.7590 Epoch 8/500 45/45 [==============================] - 0s 342us/step - loss: 0.4819 - accuracy: 0.7563 Epoch 9/500 45/45 [==============================] - 0s 341us/step - loss: 0.4794 - accuracy: 0.7569 Epoch 10/500 45/45 [==============================] - 0s 347us/step - loss: 0.4777 - accuracy: 0.7569 Epoch 11/500 45/45 [==============================] - 0s 350us/step - loss: 0.4769 - accuracy: 0.7542 Epoch 12/500 45/45 [==============================] - 0s 349us/step - loss: 0.4760 - accuracy: 0.7549 Epoch 13/500 45/45 [==============================] - 0s 351us/step - loss: 0.4754 - accuracy: 0.7576 Epoch 14/500 45/45 [==============================] - 0s 351us/step - loss: 0.4741 - accuracy: 0.7590 Epoch 15/500 45/45 [==============================] - 0s 354us/step - loss: 0.4738 - accuracy: 0.7563 Epoch 16/500 45/45 [==============================] - 0s 342us/step - loss: 0.4732 - accuracy: 0.7611 Epoch 17/500 45/45 [==============================] - 0s 337us/step - loss: 0.4727 - accuracy: 0.7632 Epoch 18/500 45/45 [==============================] - 0s 348us/step - loss: 0.4729 - accuracy: 0.7569 Epoch 19/500 45/45 [==============================] - 0s 336us/step - loss: 0.4721 - accuracy: 0.7618 Epoch 20/500 45/45 [==============================] - 0s 339us/step - loss: 0.4712 - accuracy: 0.7632 Epoch 21/500 45/45 [==============================] - 0s 341us/step - loss: 0.4708 - accuracy: 0.7660 Epoch 22/500 45/45 [==============================] - 0s 340us/step - loss: 0.4705 - accuracy: 0.7667 Epoch 23/500 45/45 [==============================] - 0s 343us/step - loss: 0.4702 - accuracy: 0.7646 Epoch 24/500 45/45 [==============================] - 0s 341us/step - loss: 0.4694 - accuracy: 0.7625 Epoch 25/500 45/45 [==============================] - 0s 346us/step - loss: 0.4688 - accuracy: 0.7694 Epoch 26/500 45/45 [==============================] - 0s 344us/step - loss: 0.4682 - accuracy: 0.7701 Epoch 27/500 45/45 [==============================] - 0s 344us/step - loss: 0.4679 - accuracy: 0.7688 Epoch 28/500 45/45 [==============================] - 0s 345us/step - loss: 0.4675 - accuracy: 0.7715 Epoch 29/500 45/45 [==============================] - 0s 341us/step - loss: 0.4668 - accuracy: 0.7729 Epoch 30/500 45/45 [==============================] - 0s 348us/step - loss: 0.4661 - accuracy: 0.7736 Epoch 31/500 45/45 [==============================] - 0s 342us/step - loss: 0.4657 - accuracy: 0.7722 Epoch 32/500 45/45 [==============================] - 0s 339us/step - loss: 0.4653 - accuracy: 0.7729 Epoch 33/500 45/45 [==============================] - 0s 350us/step - loss: 0.4647 - accuracy: 0.7757 Epoch 34/500 45/45 [==============================] - 0s 348us/step - loss: 0.4639 - accuracy: 0.7708 Epoch 35/500 45/45 [==============================] - 0s 342us/step - loss: 0.4638 - accuracy: 0.7743 Epoch 36/500 45/45 [==============================] - 0s 356us/step - loss: 0.4629 - accuracy: 0.7736 Epoch 37/500 45/45 [==============================] - 0s 342us/step - loss: 0.4625 - accuracy: 0.7736 Epoch 38/500 45/45 [==============================] - 0s 351us/step - loss: 0.4623 - accuracy: 0.7764 Epoch 39/500 45/45 [==============================] - 0s 346us/step - loss: 0.4621 - accuracy: 0.7694 Epoch 40/500 45/45 [==============================] - 0s 351us/step - loss: 0.4613 - accuracy: 0.7736 Epoch 41/500 45/45 [==============================] - 0s 353us/step - loss: 0.4607 - accuracy: 0.7750 Epoch 42/500 45/45 [==============================] - 0s 349us/step - loss: 0.4602 - accuracy: 0.7750 Epoch 43/500 45/45 [==============================] - 0s 338us/step - loss: 0.4601 - accuracy: 0.7785 Epoch 44/500 45/45 [==============================] - 0s 353us/step - loss: 0.4605 - accuracy: 0.7743 Epoch 45/500 45/45 [==============================] - 0s 342us/step - loss: 0.4599 - accuracy: 0.7764 Epoch 46/500 45/45 [==============================] - 0s 346us/step - loss: 0.4598 - accuracy: 0.7778 Epoch 47/500 45/45 [==============================] - 0s 342us/step - loss: 0.4591 - accuracy: 0.7764 Epoch 48/500 45/45 [==============================] - 0s 340us/step - loss: 0.4585 - accuracy: 0.7764 Epoch 49/500 45/45 [==============================] - 0s 346us/step - loss: 0.4588 - accuracy: 0.7743 Epoch 50/500 45/45 [==============================] - 0s 343us/step - loss: 0.4584 - accuracy: 0.7764 Epoch 51/500 45/45 [==============================] - 0s 346us/step - loss: 0.4577 - accuracy: 0.7757 Epoch 52/500 45/45 [==============================] - 0s 338us/step - loss: 0.4580 - accuracy: 0.7778 Epoch 53/500 45/45 [==============================] - 0s 343us/step - loss: 0.4576 - accuracy: 0.7764 Epoch 54/500 45/45 [==============================] - 0s 339us/step - loss: 0.4574 - accuracy: 0.7792 Epoch 55/500 45/45 [==============================] - 0s 344us/step - loss: 0.4576 - accuracy: 0.7764 Epoch 56/500 45/45 [==============================] - 0s 342us/step - loss: 0.4571 - accuracy: 0.7792 Epoch 57/500 45/45 [==============================] - 0s 341us/step - loss: 0.4568 - accuracy: 0.7785 Epoch 58/500 45/45 [==============================] - 0s 339us/step - loss: 0.4562 - accuracy: 0.7785 Epoch 59/500 45/45 [==============================] - 0s 342us/step - loss: 0.4560 - accuracy: 0.7799 Epoch 60/500 45/45 [==============================] - 0s 339us/step - loss: 0.4553 - accuracy: 0.7806 Epoch 61/500 45/45 [==============================] - 0s 346us/step - loss: 0.4555 - accuracy: 0.7806 Epoch 62/500 45/45 [==============================] - 0s 336us/step - loss: 0.4552 - accuracy: 0.7799 Epoch 63/500 45/45 [==============================] - 0s 343us/step - loss: 0.4548 - accuracy: 0.7799 Epoch 64/500 45/45 [==============================] - 0s 342us/step - loss: 0.4546 - accuracy: 0.7806 Epoch 65/500 45/45 [==============================] - 0s 342us/step - loss: 0.4539 - accuracy: 0.7819 Epoch 66/500 45/45 [==============================] - 0s 351us/step - loss: 0.4541 - accuracy: 0.7812 Epoch 67/500 45/45 [==============================] - 0s 353us/step - loss: 0.4536 - accuracy: 0.7778 Epoch 68/500 45/45 [==============================] - 0s 351us/step - loss: 0.4532 - accuracy: 0.7771 Epoch 69/500 45/45 [==============================] - 0s 350us/step - loss: 0.4530 - accuracy: 0.7771 Epoch 70/500 45/45 [==============================] - 0s 333us/step - loss: 0.4527 - accuracy: 0.7806 Epoch 71/500 45/45 [==============================] - 0s 342us/step - loss: 0.4523 - accuracy: 0.7792 Epoch 72/500 45/45 [==============================] - 0s 355us/step - loss: 0.4517 - accuracy: 0.7771 Epoch 73/500 45/45 [==============================] - 0s 353us/step - loss: 0.4516 - accuracy: 0.7771 Epoch 74/500 45/45 [==============================] - 0s 345us/step - loss: 0.4510 - accuracy: 0.7840 Epoch 75/500 45/45 [==============================] - 0s 340us/step - loss: 0.4509 - accuracy: 0.7819 Epoch 76/500 45/45 [==============================] - 0s 349us/step - loss: 0.4503 - accuracy: 0.7806 Epoch 77/500 45/45 [==============================] - 0s 348us/step - loss: 0.4502 - accuracy: 0.7833 Epoch 78/500 45/45 [==============================] - 0s 338us/step - loss: 0.4501 - accuracy: 0.7812 Epoch 79/500 45/45 [==============================] - 0s 349us/step - loss: 0.4500 - accuracy: 0.7819 Epoch 80/500 45/45 [==============================] - 0s 347us/step - loss: 0.4499 - accuracy: 0.7799 Epoch 81/500 45/45 [==============================] - 0s 355us/step - loss: 0.4489 - accuracy: 0.7812 Epoch 82/500 45/45 [==============================] - 0s 343us/step - loss: 0.4487 - accuracy: 0.7826 Epoch 83/500 45/45 [==============================] - 0s 340us/step - loss: 0.4487 - accuracy: 0.7840 Epoch 84/500 45/45 [==============================] - 0s 342us/step - loss: 0.4480 - accuracy: 0.7854 Epoch 85/500 45/45 [==============================] - 0s 354us/step - loss: 0.4484 - accuracy: 0.7840 Epoch 86/500 45/45 [==============================] - 0s 350us/step - loss: 0.4479 - accuracy: 0.7819 Epoch 87/500 45/45 [==============================] - 0s 337us/step - loss: 0.4473 - accuracy: 0.7806 Epoch 88/500 45/45 [==============================] - 0s 344us/step - loss: 0.4472 - accuracy: 0.7840 Epoch 89/500 45/45 [==============================] - 0s 338us/step - loss: 0.4466 - accuracy: 0.7861 Epoch 90/500 45/45 [==============================] - 0s 349us/step - loss: 0.4461 - accuracy: 0.7882 Epoch 91/500 45/45 [==============================] - 0s 343us/step - loss: 0.4460 - accuracy: 0.7840 Epoch 92/500 45/45 [==============================] - 0s 332us/step - loss: 0.4455 - accuracy: 0.7917 Epoch 93/500 45/45 [==============================] - 0s 345us/step - loss: 0.4455 - accuracy: 0.7847 Epoch 94/500 45/45 [==============================] - 0s 346us/step - loss: 0.4450 - accuracy: 0.7868 Epoch 95/500 45/45 [==============================] - 0s 334us/step - loss: 0.4447 - accuracy: 0.7882 Epoch 96/500 45/45 [==============================] - 0s 340us/step - loss: 0.4449 - accuracy: 0.7910 Epoch 97/500 45/45 [==============================] - 0s 334us/step - loss: 0.4451 - accuracy: 0.7882 Epoch 98/500 45/45 [==============================] - 0s 338us/step - loss: 0.4441 - accuracy: 0.7937 Epoch 99/500 45/45 [==============================] - 0s 346us/step - loss: 0.4437 - accuracy: 0.7937 Epoch 100/500 45/45 [==============================] - 0s 338us/step - loss: 0.4436 - accuracy: 0.7944 Epoch 101/500 45/45 [==============================] - 0s 338us/step - loss: 0.4443 - accuracy: 0.7847 Epoch 102/500 45/45 [==============================] - 0s 344us/step - loss: 0.4427 - accuracy: 0.7972 Epoch 103/500 45/45 [==============================] - 0s 345us/step - loss: 0.4428 - accuracy: 0.7861 Epoch 104/500 45/45 [==============================] - 0s 351us/step - loss: 0.4416 - accuracy: 0.7993 Epoch 105/500 45/45 [==============================] - 0s 343us/step - loss: 0.4416 - accuracy: 0.7951 Epoch 106/500 45/45 [==============================] - 0s 346us/step - loss: 0.4413 - accuracy: 0.7924 Epoch 107/500 45/45 [==============================] - 0s 342us/step - loss: 0.4407 - accuracy: 0.7924 Epoch 108/500 45/45 [==============================] - 0s 347us/step - loss: 0.4407 - accuracy: 0.7896 Epoch 109/500 45/45 [==============================] - 0s 339us/step - loss: 0.4405 - accuracy: 0.7931 Epoch 110/500 45/45 [==============================] - 0s 339us/step - loss: 0.4398 - accuracy: 0.7937 Epoch 111/500 45/45 [==============================] - 0s 343us/step - loss: 0.4396 - accuracy: 0.7910 Epoch 112/500 45/45 [==============================] - 0s 344us/step - loss: 0.4392 - accuracy: 0.7896 Epoch 113/500 45/45 [==============================] - 0s 336us/step - loss: 0.4388 - accuracy: 0.7917 Epoch 114/500 45/45 [==============================] - 0s 343us/step - loss: 0.4395 - accuracy: 0.7910 Epoch 115/500 45/45 [==============================] - 0s 334us/step - loss: 0.4385 - accuracy: 0.7812 Epoch 116/500 45/45 [==============================] - 0s 346us/step - loss: 0.4377 - accuracy: 0.7931 Epoch 117/500 45/45 [==============================] - 0s 337us/step - loss: 0.4375 - accuracy: 0.7875 Epoch 118/500 45/45 [==============================] - 0s 340us/step - loss: 0.4375 - accuracy: 0.7910 Epoch 119/500 45/45 [==============================] - 0s 334us/step - loss: 0.4368 - accuracy: 0.7910 Epoch 120/500 45/45 [==============================] - 0s 344us/step - loss: 0.4382 - accuracy: 0.7924 Epoch 121/500 45/45 [==============================] - 0s 332us/step - loss: 0.4367 - accuracy: 0.7854 Epoch 122/500 45/45 [==============================] - 0s 339us/step - loss: 0.4356 - accuracy: 0.7917 Epoch 123/500 45/45 [==============================] - 0s 341us/step - loss: 0.4361 - accuracy: 0.7896 Epoch 124/500 45/45 [==============================] - 0s 340us/step - loss: 0.4356 - accuracy: 0.7875 Epoch 125/500 45/45 [==============================] - 0s 349us/step - loss: 0.4351 - accuracy: 0.7958 Epoch 126/500 45/45 [==============================] - 0s 348us/step - loss: 0.4348 - accuracy: 0.7896 Epoch 127/500 45/45 [==============================] - 0s 346us/step - loss: 0.4340 - accuracy: 0.7944 Epoch 128/500 45/45 [==============================] - 0s 343us/step - loss: 0.4337 - accuracy: 0.7931 Epoch 129/500 45/45 [==============================] - 0s 343us/step - loss: 0.4335 - accuracy: 0.7917 Epoch 130/500 45/45 [==============================] - 0s 348us/step - loss: 0.4337 - accuracy: 0.7910 Epoch 131/500 45/45 [==============================] - 0s 344us/step - loss: 0.4330 - accuracy: 0.7917 Epoch 132/500 45/45 [==============================] - 0s 350us/step - loss: 0.4327 - accuracy: 0.7937 Epoch 133/500 45/45 [==============================] - 0s 351us/step - loss: 0.4323 - accuracy: 0.7951 Epoch 134/500 45/45 [==============================] - 0s 346us/step - loss: 0.4330 - accuracy: 0.7882 Epoch 135/500 45/45 [==============================] - 0s 344us/step - loss: 0.4315 - accuracy: 0.7889 Epoch 136/500 45/45 [==============================] - 0s 343us/step - loss: 0.4319 - accuracy: 0.7951 Epoch 137/500 45/45 [==============================] - 0s 350us/step - loss: 0.4310 - accuracy: 0.7951 Epoch 138/500 45/45 [==============================] - 0s 350us/step - loss: 0.4306 - accuracy: 0.7924 Epoch 139/500 45/45 [==============================] - 0s 344us/step - loss: 0.4315 - accuracy: 0.7965 Epoch 140/500 45/45 [==============================] - 0s 337us/step - loss: 0.4303 - accuracy: 0.7972 Epoch 141/500 45/45 [==============================] - 0s 345us/step - loss: 0.4303 - accuracy: 0.7972 Epoch 142/500 45/45 [==============================] - 0s 345us/step - loss: 0.4303 - accuracy: 0.7965 Epoch 143/500 45/45 [==============================] - 0s 348us/step - loss: 0.4306 - accuracy: 0.7958 Epoch 144/500 45/45 [==============================] - 0s 348us/step - loss: 0.4295 - accuracy: 0.7958 Epoch 145/500 45/45 [==============================] - 0s 342us/step - loss: 0.4301 - accuracy: 0.8000 Epoch 146/500 45/45 [==============================] - 0s 346us/step - loss: 0.4295 - accuracy: 0.7924 Epoch 147/500 45/45 [==============================] - 0s 348us/step - loss: 0.4291 - accuracy: 0.7986 Epoch 148/500 45/45 [==============================] - 0s 351us/step - loss: 0.4289 - accuracy: 0.8007 Epoch 149/500 45/45 [==============================] - 0s 345us/step - loss: 0.4290 - accuracy: 0.7958 Epoch 150/500 45/45 [==============================] - 0s 338us/step - loss: 0.4289 - accuracy: 0.7979 Epoch 151/500 45/45 [==============================] - 0s 342us/step - loss: 0.4285 - accuracy: 0.7993 Epoch 152/500 45/45 [==============================] - 0s 342us/step - loss: 0.4285 - accuracy: 0.7910 Epoch 153/500 45/45 [==============================] - 0s 353us/step - loss: 0.4278 - accuracy: 0.7979 Epoch 154/500 45/45 [==============================] - 0s 336us/step - loss: 0.4280 - accuracy: 0.7979 Epoch 155/500 45/45 [==============================] - 0s 350us/step - loss: 0.4278 - accuracy: 0.7986 Epoch 156/500 45/45 [==============================] - 0s 343us/step - loss: 0.4280 - accuracy: 0.7937 Epoch 157/500 45/45 [==============================] - 0s 347us/step - loss: 0.4273 - accuracy: 0.7979 Epoch 158/500 45/45 [==============================] - 0s 351us/step - loss: 0.4277 - accuracy: 0.7993 Epoch 159/500 45/45 [==============================] - 0s 342us/step - loss: 0.4272 - accuracy: 0.7993 Epoch 160/500 45/45 [==============================] - 0s 350us/step - loss: 0.4269 - accuracy: 0.7979 Epoch 161/500 45/45 [==============================] - 0s 346us/step - loss: 0.4266 - accuracy: 0.8007 Epoch 162/500 45/45 [==============================] - 0s 339us/step - loss: 0.4264 - accuracy: 0.7986 Epoch 163/500 45/45 [==============================] - 0s 343us/step - loss: 0.4285 - accuracy: 0.7986 Epoch 164/500 45/45 [==============================] - 0s 347us/step - loss: 0.4268 - accuracy: 0.7986 Epoch 165/500 45/45 [==============================] - 0s 348us/step - loss: 0.4268 - accuracy: 0.7951 Epoch 166/500 45/45 [==============================] - 0s 334us/step - loss: 0.4268 - accuracy: 0.8000 Epoch 167/500 45/45 [==============================] - 0s 342us/step - loss: 0.4261 - accuracy: 0.7937 Epoch 168/500 45/45 [==============================] - 0s 350us/step - loss: 0.4259 - accuracy: 0.8000 Epoch 169/500 45/45 [==============================] - 0s 334us/step - loss: 0.4257 - accuracy: 0.7979 Epoch 170/500 45/45 [==============================] - 0s 339us/step - loss: 0.4251 - accuracy: 0.7958 Epoch 171/500 45/45 [==============================] - 0s 350us/step - loss: 0.4251 - accuracy: 0.8035 Epoch 172/500 45/45 [==============================] - 0s 346us/step - loss: 0.4259 - accuracy: 0.7972 Epoch 173/500 45/45 [==============================] - 0s 351us/step - loss: 0.4251 - accuracy: 0.7993 Epoch 174/500 45/45 [==============================] - 0s 344us/step - loss: 0.4252 - accuracy: 0.7979 Epoch 175/500 45/45 [==============================] - 0s 350us/step - loss: 0.4249 - accuracy: 0.8007 Epoch 176/500 45/45 [==============================] - 0s 336us/step - loss: 0.4255 - accuracy: 0.8014 Epoch 177/500 45/45 [==============================] - 0s 344us/step - loss: 0.4241 - accuracy: 0.7972 Epoch 178/500 45/45 [==============================] - 0s 341us/step - loss: 0.4243 - accuracy: 0.7979 Epoch 179/500 45/45 [==============================] - 0s 360us/step - loss: 0.4244 - accuracy: 0.7979 Epoch 180/500 45/45 [==============================] - 0s 345us/step - loss: 0.4245 - accuracy: 0.7958 Epoch 181/500 45/45 [==============================] - 0s 338us/step - loss: 0.4248 - accuracy: 0.7965 Epoch 182/500 45/45 [==============================] - 0s 336us/step - loss: 0.4240 - accuracy: 0.8007 Epoch 183/500 45/45 [==============================] - 0s 343us/step - loss: 0.4238 - accuracy: 0.7993 Epoch 184/500 45/45 [==============================] - 0s 336us/step - loss: 0.4239 - accuracy: 0.7986 Epoch 185/500 45/45 [==============================] - 0s 336us/step - loss: 0.4233 - accuracy: 0.7944 Epoch 186/500 45/45 [==============================] - 0s 348us/step - loss: 0.4235 - accuracy: 0.7951 Epoch 187/500 45/45 [==============================] - 0s 340us/step - loss: 0.4230 - accuracy: 0.8014 Epoch 188/500 45/45 [==============================] - 0s 335us/step - loss: 0.4237 - accuracy: 0.7972 Epoch 189/500 45/45 [==============================] - 0s 346us/step - loss: 0.4236 - accuracy: 0.7958 Epoch 190/500 45/45 [==============================] - 0s 352us/step - loss: 0.4231 - accuracy: 0.8021 Epoch 191/500 45/45 [==============================] - 0s 351us/step - loss: 0.4229 - accuracy: 0.7944 Epoch 192/500 45/45 [==============================] - 0s 350us/step - loss: 0.4224 - accuracy: 0.7951 Epoch 193/500 45/45 [==============================] - 0s 346us/step - loss: 0.4235 - accuracy: 0.8028 Epoch 194/500 45/45 [==============================] - 0s 347us/step - loss: 0.4224 - accuracy: 0.8021 Epoch 195/500 45/45 [==============================] - 0s 337us/step - loss: 0.4217 - accuracy: 0.7972 Epoch 196/500 45/45 [==============================] - 0s 350us/step - loss: 0.4227 - accuracy: 0.8021 Epoch 197/500 45/45 [==============================] - 0s 348us/step - loss: 0.4229 - accuracy: 0.7986 Epoch 198/500 45/45 [==============================] - 0s 343us/step - loss: 0.4225 - accuracy: 0.7972 Epoch 199/500 45/45 [==============================] - 0s 337us/step - loss: 0.4230 - accuracy: 0.8042 Epoch 200/500 45/45 [==============================] - 0s 348us/step - loss: 0.4221 - accuracy: 0.7937 Epoch 201/500 45/45 [==============================] - 0s 356us/step - loss: 0.4225 - accuracy: 0.8049 Epoch 202/500 45/45 [==============================] - 0s 341us/step - loss: 0.4228 - accuracy: 0.8035 Epoch 203/500 45/45 [==============================] - 0s 329us/step - loss: 0.4218 - accuracy: 0.8062 Epoch 204/500 45/45 [==============================] - 0s 349us/step - loss: 0.4212 - accuracy: 0.7993 Epoch 205/500 45/45 [==============================] - 0s 338us/step - loss: 0.4212 - accuracy: 0.7972 Epoch 206/500 45/45 [==============================] - 0s 344us/step - loss: 0.4211 - accuracy: 0.8014 Epoch 207/500 45/45 [==============================] - 0s 331us/step - loss: 0.4208 - accuracy: 0.8069 Epoch 208/500 45/45 [==============================] - 0s 346us/step - loss: 0.4213 - accuracy: 0.7972 Epoch 209/500 45/45 [==============================] - 0s 348us/step - loss: 0.4210 - accuracy: 0.8069 Epoch 210/500 45/45 [==============================] - 0s 349us/step - loss: 0.4216 - accuracy: 0.8076 Epoch 211/500 45/45 [==============================] - 0s 343us/step - loss: 0.4210 - accuracy: 0.8014 Epoch 212/500 45/45 [==============================] - 0s 340us/step - loss: 0.4213 - accuracy: 0.8014 Epoch 213/500 45/45 [==============================] - 0s 337us/step - loss: 0.4212 - accuracy: 0.8056 Epoch 214/500 45/45 [==============================] - 0s 348us/step - loss: 0.4210 - accuracy: 0.8049 Epoch 215/500 45/45 [==============================] - 0s 346us/step - loss: 0.4213 - accuracy: 0.8007 Epoch 216/500 45/45 [==============================] - 0s 349us/step - loss: 0.4203 - accuracy: 0.8035 Epoch 217/500 45/45 [==============================] - 0s 337us/step - loss: 0.4206 - accuracy: 0.8083 Epoch 218/500 45/45 [==============================] - 0s 343us/step - loss: 0.4202 - accuracy: 0.8007 Epoch 219/500 45/45 [==============================] - 0s 343us/step - loss: 0.4201 - accuracy: 0.8000 Epoch 220/500 45/45 [==============================] - 0s 343us/step - loss: 0.4199 - accuracy: 0.8021 Epoch 221/500 45/45 [==============================] - 0s 358us/step - loss: 0.4198 - accuracy: 0.8035 Epoch 222/500 45/45 [==============================] - 0s 342us/step - loss: 0.4190 - accuracy: 0.8097 Epoch 223/500 45/45 [==============================] - 0s 342us/step - loss: 0.4196 - accuracy: 0.8056 Epoch 224/500 45/45 [==============================] - 0s 337us/step - loss: 0.4208 - accuracy: 0.8097 Epoch 225/500 45/45 [==============================] - 0s 337us/step - loss: 0.4189 - accuracy: 0.8035 Epoch 226/500 45/45 [==============================] - 0s 340us/step - loss: 0.4191 - accuracy: 0.8056 Epoch 227/500 45/45 [==============================] - 0s 365us/step - loss: 0.4190 - accuracy: 0.8049 Epoch 228/500 45/45 [==============================] - 0s 351us/step - loss: 0.4191 - accuracy: 0.8007 Epoch 229/500 45/45 [==============================] - 0s 354us/step - loss: 0.4188 - accuracy: 0.8090 Epoch 230/500 45/45 [==============================] - 0s 362us/step - loss: 0.4183 - accuracy: 0.8097 Epoch 231/500 45/45 [==============================] - 0s 356us/step - loss: 0.4192 - accuracy: 0.8111 Epoch 232/500 45/45 [==============================] - 0s 355us/step - loss: 0.4188 - accuracy: 0.8083 Epoch 233/500 45/45 [==============================] - 0s 357us/step - loss: 0.4189 - accuracy: 0.7993 Epoch 234/500 45/45 [==============================] - 0s 350us/step - loss: 0.4194 - accuracy: 0.8111 Epoch 235/500 45/45 [==============================] - 0s 358us/step - loss: 0.4190 - accuracy: 0.8035 Epoch 236/500 45/45 [==============================] - 0s 355us/step - loss: 0.4189 - accuracy: 0.8076 Epoch 237/500 45/45 [==============================] - 0s 363us/step - loss: 0.4186 - accuracy: 0.8083 Epoch 238/500 45/45 [==============================] - 0s 387us/step - loss: 0.4181 - accuracy: 0.8090 Epoch 239/500 45/45 [==============================] - 0s 371us/step - loss: 0.4181 - accuracy: 0.8056 Epoch 240/500 45/45 [==============================] - 0s 355us/step - loss: 0.4185 - accuracy: 0.8049 Epoch 241/500 45/45 [==============================] - 0s 362us/step - loss: 0.4180 - accuracy: 0.8049 Epoch 242/500 45/45 [==============================] - 0s 369us/step - loss: 0.4183 - accuracy: 0.8062 Epoch 243/500 45/45 [==============================] - 0s 359us/step - loss: 0.4181 - accuracy: 0.8076 Epoch 244/500 45/45 [==============================] - 0s 349us/step - loss: 0.4173 - accuracy: 0.8028 Epoch 245/500 45/45 [==============================] - 0s 354us/step - loss: 0.4180 - accuracy: 0.8049 Epoch 246/500 45/45 [==============================] - 0s 357us/step - loss: 0.4180 - accuracy: 0.8083 Epoch 247/500 45/45 [==============================] - 0s 322us/step - loss: 0.4184 - accuracy: 0.8097 Epoch 248/500 45/45 [==============================] - 0s 359us/step - loss: 0.4175 - accuracy: 0.8104 Epoch 249/500 45/45 [==============================] - 0s 358us/step - loss: 0.4182 - accuracy: 0.8104 Epoch 250/500 45/45 [==============================] - 0s 358us/step - loss: 0.4178 - accuracy: 0.8174 Epoch 251/500 45/45 [==============================] - 0s 362us/step - loss: 0.4182 - accuracy: 0.8062 Epoch 252/500 45/45 [==============================] - 0s 343us/step - loss: 0.4176 - accuracy: 0.8111 Epoch 253/500 45/45 [==============================] - 0s 346us/step - loss: 0.4169 - accuracy: 0.8083 Epoch 254/500 45/45 [==============================] - 0s 338us/step - loss: 0.4173 - accuracy: 0.8076 Epoch 255/500 45/45 [==============================] - 0s 496us/step - loss: 0.4170 - accuracy: 0.8111 Epoch 256/500 45/45 [==============================] - 0s 356us/step - loss: 0.4171 - accuracy: 0.8097 Epoch 257/500 45/45 [==============================] - 0s 351us/step - loss: 0.4167 - accuracy: 0.8083 Epoch 258/500 45/45 [==============================] - 0s 356us/step - loss: 0.4170 - accuracy: 0.8076 Epoch 259/500 45/45 [==============================] - 0s 354us/step - loss: 0.4165 - accuracy: 0.8118 Epoch 260/500 45/45 [==============================] - 0s 349us/step - loss: 0.4168 - accuracy: 0.8132 Epoch 261/500 45/45 [==============================] - 0s 346us/step - loss: 0.4163 - accuracy: 0.8069 Epoch 262/500 45/45 [==============================] - 0s 341us/step - loss: 0.4163 - accuracy: 0.8069 Epoch 263/500 45/45 [==============================] - 0s 347us/step - loss: 0.4158 - accuracy: 0.8111 Epoch 264/500 45/45 [==============================] - 0s 346us/step - loss: 0.4166 - accuracy: 0.8111 Epoch 265/500 45/45 [==============================] - 0s 342us/step - loss: 0.4162 - accuracy: 0.8083 Epoch 266/500 45/45 [==============================] - 0s 346us/step - loss: 0.4156 - accuracy: 0.8097 Epoch 267/500 45/45 [==============================] - 0s 346us/step - loss: 0.4157 - accuracy: 0.8125 Epoch 268/500 45/45 [==============================] - 0s 346us/step - loss: 0.4159 - accuracy: 0.8111 Epoch 269/500 45/45 [==============================] - 0s 345us/step - loss: 0.4153 - accuracy: 0.8125 Epoch 270/500 45/45 [==============================] - 0s 353us/step - loss: 0.4152 - accuracy: 0.8083 Epoch 271/500 45/45 [==============================] - 0s 346us/step - loss: 0.4148 - accuracy: 0.8118 Epoch 272/500 45/45 [==============================] - 0s 349us/step - loss: 0.4154 - accuracy: 0.8111 Epoch 273/500 45/45 [==============================] - 0s 340us/step - loss: 0.4153 - accuracy: 0.8076 Epoch 274/500 45/45 [==============================] - 0s 349us/step - loss: 0.4161 - accuracy: 0.8104 Epoch 275/500 45/45 [==============================] - 0s 344us/step - loss: 0.4164 - accuracy: 0.8132 Epoch 276/500 45/45 [==============================] - 0s 341us/step - loss: 0.4158 - accuracy: 0.8097 Epoch 277/500 45/45 [==============================] - 0s 342us/step - loss: 0.4158 - accuracy: 0.8083 Epoch 278/500 45/45 [==============================] - 0s 345us/step - loss: 0.4143 - accuracy: 0.8083 Epoch 279/500 45/45 [==============================] - 0s 337us/step - loss: 0.4144 - accuracy: 0.8125 Epoch 280/500 45/45 [==============================] - 0s 359us/step - loss: 0.4143 - accuracy: 0.8160 Epoch 281/500 45/45 [==============================] - 0s 356us/step - loss: 0.4133 - accuracy: 0.8083 Epoch 282/500 45/45 [==============================] - 0s 350us/step - loss: 0.4141 - accuracy: 0.8090 Epoch 283/500 45/45 [==============================] - 0s 341us/step - loss: 0.4138 - accuracy: 0.8111 Epoch 284/500 45/45 [==============================] - 0s 352us/step - loss: 0.4128 - accuracy: 0.8125 Epoch 285/500 45/45 [==============================] - 0s 335us/step - loss: 0.4140 - accuracy: 0.8076 Epoch 286/500 45/45 [==============================] - 0s 330us/step - loss: 0.4136 - accuracy: 0.8090 Epoch 287/500 45/45 [==============================] - 0s 334us/step - loss: 0.4132 - accuracy: 0.8132 Epoch 288/500 45/45 [==============================] - 0s 349us/step - loss: 0.4142 - accuracy: 0.8139 Epoch 289/500 45/45 [==============================] - 0s 342us/step - loss: 0.4129 - accuracy: 0.8153 Epoch 290/500 45/45 [==============================] - 0s 337us/step - loss: 0.4132 - accuracy: 0.8146 Epoch 291/500 45/45 [==============================] - 0s 330us/step - loss: 0.4124 - accuracy: 0.8104 Epoch 292/500 45/45 [==============================] - 0s 359us/step - loss: 0.4119 - accuracy: 0.8125 Epoch 293/500 45/45 [==============================] - 0s 338us/step - loss: 0.4113 - accuracy: 0.8146 Epoch 294/500 45/45 [==============================] - 0s 332us/step - loss: 0.4121 - accuracy: 0.8132 Epoch 295/500 45/45 [==============================] - 0s 337us/step - loss: 0.4114 - accuracy: 0.8167 Epoch 296/500 45/45 [==============================] - 0s 341us/step - loss: 0.4119 - accuracy: 0.8153 Epoch 297/500 45/45 [==============================] - 0s 326us/step - loss: 0.4123 - accuracy: 0.8139 Epoch 298/500 45/45 [==============================] - 0s 341us/step - loss: 0.4116 - accuracy: 0.8125 Epoch 299/500 45/45 [==============================] - 0s 344us/step - loss: 0.4113 - accuracy: 0.8174 Epoch 300/500 45/45 [==============================] - 0s 340us/step - loss: 0.4115 - accuracy: 0.8125 Epoch 301/500 45/45 [==============================] - 0s 331us/step - loss: 0.4109 - accuracy: 0.8146 Epoch 302/500 45/45 [==============================] - 0s 343us/step - loss: 0.4109 - accuracy: 0.8139 Epoch 303/500 45/45 [==============================] - 0s 346us/step - loss: 0.4109 - accuracy: 0.8208 Epoch 304/500 45/45 [==============================] - 0s 345us/step - loss: 0.4110 - accuracy: 0.8139 Epoch 305/500 45/45 [==============================] - 0s 344us/step - loss: 0.4097 - accuracy: 0.8153 Epoch 306/500 45/45 [==============================] - 0s 339us/step - loss: 0.4099 - accuracy: 0.8132 Epoch 307/500 45/45 [==============================] - 0s 341us/step - loss: 0.4101 - accuracy: 0.8090 Epoch 308/500 45/45 [==============================] - 0s 339us/step - loss: 0.4099 - accuracy: 0.8160 Epoch 309/500 45/45 [==============================] - 0s 336us/step - loss: 0.4101 - accuracy: 0.8167 Epoch 310/500 45/45 [==============================] - 0s 338us/step - loss: 0.4098 - accuracy: 0.8111 Epoch 311/500 45/45 [==============================] - 0s 348us/step - loss: 0.4097 - accuracy: 0.8153 Epoch 312/500 45/45 [==============================] - 0s 346us/step - loss: 0.4091 - accuracy: 0.8118 Epoch 313/500 45/45 [==============================] - 0s 340us/step - loss: 0.4088 - accuracy: 0.8160 Epoch 314/500 45/45 [==============================] - 0s 341us/step - loss: 0.4089 - accuracy: 0.8167 Epoch 315/500 45/45 [==============================] - 0s 347us/step - loss: 0.4094 - accuracy: 0.8153 Epoch 316/500 45/45 [==============================] - 0s 344us/step - loss: 0.4088 - accuracy: 0.8139 Epoch 317/500 45/45 [==============================] - 0s 340us/step - loss: 0.4086 - accuracy: 0.8118 Epoch 318/500 45/45 [==============================] - 0s 339us/step - loss: 0.4091 - accuracy: 0.8153 Epoch 319/500 45/45 [==============================] - 0s 342us/step - loss: 0.4083 - accuracy: 0.8167 Epoch 320/500 45/45 [==============================] - 0s 354us/step - loss: 0.4085 - accuracy: 0.8069 Epoch 321/500 45/45 [==============================] - 0s 338us/step - loss: 0.4093 - accuracy: 0.8160 Epoch 322/500 45/45 [==============================] - 0s 342us/step - loss: 0.4081 - accuracy: 0.8132 Epoch 323/500 45/45 [==============================] - 0s 332us/step - loss: 0.4085 - accuracy: 0.8153 Epoch 324/500 45/45 [==============================] - 0s 342us/step - loss: 0.4083 - accuracy: 0.8146 Epoch 325/500 45/45 [==============================] - 0s 340us/step - loss: 0.4084 - accuracy: 0.8118 Epoch 326/500 45/45 [==============================] - 0s 335us/step - loss: 0.4080 - accuracy: 0.8125 Epoch 327/500 45/45 [==============================] - 0s 351us/step - loss: 0.4094 - accuracy: 0.8118 Epoch 328/500 45/45 [==============================] - 0s 346us/step - loss: 0.4076 - accuracy: 0.8181 Epoch 329/500 45/45 [==============================] - 0s 337us/step - loss: 0.4067 - accuracy: 0.8104 Epoch 330/500 45/45 [==============================] - 0s 341us/step - loss: 0.4072 - accuracy: 0.8090 Epoch 331/500 45/45 [==============================] - 0s 348us/step - loss: 0.4079 - accuracy: 0.8132 Epoch 332/500 45/45 [==============================] - 0s 341us/step - loss: 0.4078 - accuracy: 0.8125 Epoch 333/500 45/45 [==============================] - 0s 344us/step - loss: 0.4075 - accuracy: 0.8153 Epoch 334/500 45/45 [==============================] - 0s 350us/step - loss: 0.4068 - accuracy: 0.8132 Epoch 335/500 45/45 [==============================] - 0s 342us/step - loss: 0.4076 - accuracy: 0.8153 Epoch 336/500 45/45 [==============================] - 0s 338us/step - loss: 0.4071 - accuracy: 0.8160 Epoch 337/500 45/45 [==============================] - 0s 335us/step - loss: 0.4060 - accuracy: 0.8139 Epoch 338/500 45/45 [==============================] - 0s 347us/step - loss: 0.4065 - accuracy: 0.8174 Epoch 339/500 45/45 [==============================] - 0s 338us/step - loss: 0.4066 - accuracy: 0.8132 Epoch 340/500 45/45 [==============================] - 0s 344us/step - loss: 0.4059 - accuracy: 0.8167 Epoch 341/500 45/45 [==============================] - 0s 346us/step - loss: 0.4058 - accuracy: 0.8125 Epoch 342/500 45/45 [==============================] - 0s 347us/step - loss: 0.4065 - accuracy: 0.8118 Epoch 343/500 45/45 [==============================] - 0s 336us/step - loss: 0.4065 - accuracy: 0.8111 Epoch 344/500 45/45 [==============================] - 0s 328us/step - loss: 0.4062 - accuracy: 0.8174 Epoch 345/500 45/45 [==============================] - 0s 336us/step - loss: 0.4067 - accuracy: 0.8146 Epoch 346/500 45/45 [==============================] - 0s 350us/step - loss: 0.4061 - accuracy: 0.8153 Epoch 347/500 45/45 [==============================] - 0s 338us/step - loss: 0.4061 - accuracy: 0.8125 Epoch 348/500 45/45 [==============================] - 0s 338us/step - loss: 0.4059 - accuracy: 0.8125 Epoch 349/500 45/45 [==============================] - 0s 350us/step - loss: 0.4060 - accuracy: 0.8194 Epoch 350/500 45/45 [==============================] - 0s 345us/step - loss: 0.4054 - accuracy: 0.8097 Epoch 351/500 45/45 [==============================] - 0s 349us/step - loss: 0.4055 - accuracy: 0.8139 Epoch 352/500 45/45 [==============================] - 0s 351us/step - loss: 0.4065 - accuracy: 0.8167 Epoch 353/500 45/45 [==============================] - 0s 345us/step - loss: 0.4055 - accuracy: 0.8111 Epoch 354/500 45/45 [==============================] - 0s 343us/step - loss: 0.4052 - accuracy: 0.8104 Epoch 355/500 45/45 [==============================] - 0s 337us/step - loss: 0.4057 - accuracy: 0.8160 Epoch 356/500 45/45 [==============================] - 0s 346us/step - loss: 0.4057 - accuracy: 0.8132 Epoch 357/500 45/45 [==============================] - 0s 353us/step - loss: 0.4051 - accuracy: 0.8153 Epoch 358/500 45/45 [==============================] - 0s 338us/step - loss: 0.4057 - accuracy: 0.8090 Epoch 359/500 45/45 [==============================] - 0s 335us/step - loss: 0.4046 - accuracy: 0.8132 Epoch 360/500 45/45 [==============================] - 0s 338us/step - loss: 0.4052 - accuracy: 0.8132 Epoch 361/500 45/45 [==============================] - 0s 341us/step - loss: 0.4058 - accuracy: 0.8146 Epoch 362/500 45/45 [==============================] - 0s 346us/step - loss: 0.4055 - accuracy: 0.8111 Epoch 363/500 45/45 [==============================] - 0s 346us/step - loss: 0.4043 - accuracy: 0.8111 Epoch 364/500 45/45 [==============================] - 0s 330us/step - loss: 0.4053 - accuracy: 0.8146 Epoch 365/500 45/45 [==============================] - 0s 344us/step - loss: 0.4056 - accuracy: 0.8104 Epoch 366/500 45/45 [==============================] - 0s 351us/step - loss: 0.4059 - accuracy: 0.8125 Epoch 367/500 45/45 [==============================] - 0s 337us/step - loss: 0.4051 - accuracy: 0.8174 Epoch 368/500 45/45 [==============================] - 0s 337us/step - loss: 0.4050 - accuracy: 0.8139 Epoch 369/500 45/45 [==============================] - 0s 340us/step - loss: 0.4055 - accuracy: 0.8132 Epoch 370/500 45/45 [==============================] - 0s 343us/step - loss: 0.4049 - accuracy: 0.8083 Epoch 371/500 45/45 [==============================] - 0s 336us/step - loss: 0.4047 - accuracy: 0.8146 Epoch 372/500 45/45 [==============================] - 0s 341us/step - loss: 0.4055 - accuracy: 0.8167 Epoch 373/500 45/45 [==============================] - 0s 341us/step - loss: 0.4043 - accuracy: 0.8146 Epoch 374/500 45/45 [==============================] - 0s 345us/step - loss: 0.4051 - accuracy: 0.8090 Epoch 375/500 45/45 [==============================] - 0s 351us/step - loss: 0.4048 - accuracy: 0.8146 Epoch 376/500 45/45 [==============================] - 0s 341us/step - loss: 0.4046 - accuracy: 0.8167 Epoch 377/500 45/45 [==============================] - 0s 341us/step - loss: 0.4047 - accuracy: 0.8111 Epoch 378/500 45/45 [==============================] - 0s 343us/step - loss: 0.4043 - accuracy: 0.8139 Epoch 379/500 45/45 [==============================] - 0s 344us/step - loss: 0.4049 - accuracy: 0.8125 Epoch 380/500 45/45 [==============================] - 0s 339us/step - loss: 0.4042 - accuracy: 0.8111 Epoch 381/500 45/45 [==============================] - 0s 339us/step - loss: 0.4041 - accuracy: 0.8146 Epoch 382/500 45/45 [==============================] - 0s 333us/step - loss: 0.4061 - accuracy: 0.8104 Epoch 383/500 45/45 [==============================] - 0s 341us/step - loss: 0.4044 - accuracy: 0.8160 Epoch 384/500 45/45 [==============================] - 0s 349us/step - loss: 0.4046 - accuracy: 0.8153 Epoch 385/500 45/45 [==============================] - 0s 337us/step - loss: 0.4041 - accuracy: 0.8146 Epoch 386/500 45/45 [==============================] - 0s 337us/step - loss: 0.4040 - accuracy: 0.8118 Epoch 387/500 45/45 [==============================] - 0s 349us/step - loss: 0.4042 - accuracy: 0.8132 Epoch 388/500 45/45 [==============================] - 0s 342us/step - loss: 0.4046 - accuracy: 0.8118 Epoch 389/500 45/45 [==============================] - 0s 347us/step - loss: 0.4043 - accuracy: 0.8090 Epoch 390/500 45/45 [==============================] - 0s 349us/step - loss: 0.4050 - accuracy: 0.8139 Epoch 391/500 45/45 [==============================] - 0s 348us/step - loss: 0.4036 - accuracy: 0.8125 Epoch 392/500 45/45 [==============================] - 0s 338us/step - loss: 0.4039 - accuracy: 0.8174 Epoch 393/500 45/45 [==============================] - 0s 347us/step - loss: 0.4047 - accuracy: 0.8139 Epoch 394/500 45/45 [==============================] - 0s 345us/step - loss: 0.4048 - accuracy: 0.8146 Epoch 395/500 45/45 [==============================] - 0s 347us/step - loss: 0.4050 - accuracy: 0.8104 Epoch 396/500 45/45 [==============================] - 0s 348us/step - loss: 0.4048 - accuracy: 0.8125 Epoch 397/500 45/45 [==============================] - 0s 339us/step - loss: 0.4060 - accuracy: 0.8188 Epoch 398/500 45/45 [==============================] - 0s 341us/step - loss: 0.4041 - accuracy: 0.8153 Epoch 399/500 45/45 [==============================] - 0s 328us/step - loss: 0.4041 - accuracy: 0.8160 Epoch 400/500 45/45 [==============================] - 0s 338us/step - loss: 0.4035 - accuracy: 0.8083 Epoch 401/500 45/45 [==============================] - 0s 342us/step - loss: 0.4044 - accuracy: 0.8153 Epoch 402/500 45/45 [==============================] - 0s 349us/step - loss: 0.4049 - accuracy: 0.8125 Epoch 403/500 45/45 [==============================] - 0s 344us/step - loss: 0.4041 - accuracy: 0.8139 Epoch 404/500 45/45 [==============================] - 0s 344us/step - loss: 0.4032 - accuracy: 0.8167 Epoch 405/500 45/45 [==============================] - 0s 349us/step - loss: 0.4040 - accuracy: 0.8146 Epoch 406/500 45/45 [==============================] - 0s 341us/step - loss: 0.4039 - accuracy: 0.8111 Epoch 407/500 45/45 [==============================] - 0s 338us/step - loss: 0.4029 - accuracy: 0.8160 Epoch 408/500 45/45 [==============================] - 0s 351us/step - loss: 0.4041 - accuracy: 0.8111 Epoch 409/500 45/45 [==============================] - 0s 348us/step - loss: 0.4035 - accuracy: 0.8139 Epoch 410/500 45/45 [==============================] - 0s 346us/step - loss: 0.4037 - accuracy: 0.8174 Epoch 411/500 45/45 [==============================] - 0s 340us/step - loss: 0.4034 - accuracy: 0.8139 Epoch 412/500 45/45 [==============================] - 0s 340us/step - loss: 0.4035 - accuracy: 0.8181 Epoch 413/500 45/45 [==============================] - 0s 341us/step - loss: 0.4035 - accuracy: 0.8139 Epoch 414/500 45/45 [==============================] - 0s 343us/step - loss: 0.4038 - accuracy: 0.8132 Epoch 415/500 45/45 [==============================] - 0s 334us/step - loss: 0.4032 - accuracy: 0.8118 Epoch 416/500 45/45 [==============================] - 0s 348us/step - loss: 0.4028 - accuracy: 0.8181 Epoch 417/500 45/45 [==============================] - 0s 350us/step - loss: 0.4034 - accuracy: 0.8118 Epoch 418/500 45/45 [==============================] - 0s 338us/step - loss: 0.4032 - accuracy: 0.8181 Epoch 419/500 45/45 [==============================] - 0s 340us/step - loss: 0.4040 - accuracy: 0.8153 Epoch 420/500 45/45 [==============================] - 0s 345us/step - loss: 0.4036 - accuracy: 0.8146 Epoch 421/500 45/45 [==============================] - 0s 333us/step - loss: 0.4035 - accuracy: 0.8139 Epoch 422/500 45/45 [==============================] - 0s 345us/step - loss: 0.4033 - accuracy: 0.8188 Epoch 423/500 45/45 [==============================] - 0s 342us/step - loss: 0.4028 - accuracy: 0.8146 Epoch 424/500 45/45 [==============================] - 0s 338us/step - loss: 0.4032 - accuracy: 0.8146 Epoch 425/500 45/45 [==============================] - 0s 340us/step - loss: 0.4025 - accuracy: 0.8104 Epoch 426/500 45/45 [==============================] - 0s 348us/step - loss: 0.4034 - accuracy: 0.8146 Epoch 427/500 45/45 [==============================] - 0s 349us/step - loss: 0.4034 - accuracy: 0.8188 Epoch 428/500 45/45 [==============================] - 0s 340us/step - loss: 0.4024 - accuracy: 0.8160 Epoch 429/500 45/45 [==============================] - 0s 346us/step - loss: 0.4028 - accuracy: 0.8153 Epoch 430/500 45/45 [==============================] - 0s 336us/step - loss: 0.4022 - accuracy: 0.8125 Epoch 431/500 45/45 [==============================] - 0s 340us/step - loss: 0.4020 - accuracy: 0.8139 Epoch 432/500 45/45 [==============================] - 0s 336us/step - loss: 0.4027 - accuracy: 0.8153 Epoch 433/500 45/45 [==============================] - 0s 346us/step - loss: 0.4023 - accuracy: 0.8118 Epoch 434/500 45/45 [==============================] - 0s 351us/step - loss: 0.4024 - accuracy: 0.8125 Epoch 435/500 45/45 [==============================] - 0s 338us/step - loss: 0.4018 - accuracy: 0.8188 Epoch 436/500 45/45 [==============================] - 0s 345us/step - loss: 0.4021 - accuracy: 0.8132 Epoch 437/500 45/45 [==============================] - 0s 346us/step - loss: 0.4032 - accuracy: 0.8146 Epoch 438/500 45/45 [==============================] - 0s 343us/step - loss: 0.4019 - accuracy: 0.8118 Epoch 439/500 45/45 [==============================] - 0s 343us/step - loss: 0.4030 - accuracy: 0.8104 Epoch 440/500 45/45 [==============================] - 0s 338us/step - loss: 0.4024 - accuracy: 0.8146 Epoch 441/500 45/45 [==============================] - 0s 352us/step - loss: 0.4025 - accuracy: 0.8153 Epoch 442/500 45/45 [==============================] - 0s 344us/step - loss: 0.4027 - accuracy: 0.8104 Epoch 443/500 45/45 [==============================] - 0s 352us/step - loss: 0.4016 - accuracy: 0.8153 Epoch 444/500 45/45 [==============================] - 0s 341us/step - loss: 0.4025 - accuracy: 0.8104 Epoch 445/500 45/45 [==============================] - 0s 351us/step - loss: 0.4021 - accuracy: 0.8146 Epoch 446/500 45/45 [==============================] - 0s 349us/step - loss: 0.4023 - accuracy: 0.8118 Epoch 447/500 45/45 [==============================] - 0s 344us/step - loss: 0.4017 - accuracy: 0.8167 Epoch 448/500 45/45 [==============================] - 0s 339us/step - loss: 0.4013 - accuracy: 0.8146 Epoch 449/500 45/45 [==============================] - 0s 343us/step - loss: 0.4014 - accuracy: 0.8125 Epoch 450/500 45/45 [==============================] - 0s 353us/step - loss: 0.4022 - accuracy: 0.8153 Epoch 451/500 45/45 [==============================] - 0s 344us/step - loss: 0.4027 - accuracy: 0.8146 Epoch 452/500 45/45 [==============================] - 0s 345us/step - loss: 0.4044 - accuracy: 0.8069 Epoch 453/500 45/45 [==============================] - 0s 340us/step - loss: 0.4024 - accuracy: 0.8160 Epoch 454/500 45/45 [==============================] - 0s 340us/step - loss: 0.4017 - accuracy: 0.8139 Epoch 455/500 45/45 [==============================] - 0s 338us/step - loss: 0.4021 - accuracy: 0.8111 Epoch 456/500 45/45 [==============================] - 0s 343us/step - loss: 0.4018 - accuracy: 0.8125 Epoch 457/500 45/45 [==============================] - 0s 344us/step - loss: 0.4017 - accuracy: 0.8118 Epoch 458/500 45/45 [==============================] - 0s 344us/step - loss: 0.4010 - accuracy: 0.8139 Epoch 459/500 45/45 [==============================] - 0s 333us/step - loss: 0.4017 - accuracy: 0.8167 Epoch 460/500 45/45 [==============================] - 0s 345us/step - loss: 0.4016 - accuracy: 0.8132 Epoch 461/500 45/45 [==============================] - 0s 350us/step - loss: 0.4024 - accuracy: 0.8111 Epoch 462/500 45/45 [==============================] - 0s 339us/step - loss: 0.4018 - accuracy: 0.8153 Epoch 463/500 45/45 [==============================] - 0s 352us/step - loss: 0.4011 - accuracy: 0.8167 Epoch 464/500 45/45 [==============================] - 0s 350us/step - loss: 0.4012 - accuracy: 0.8160 Epoch 465/500 45/45 [==============================] - 0s 344us/step - loss: 0.4011 - accuracy: 0.8118 Epoch 466/500 45/45 [==============================] - 0s 352us/step - loss: 0.4017 - accuracy: 0.8174 Epoch 467/500 45/45 [==============================] - 0s 341us/step - loss: 0.4010 - accuracy: 0.8153 Epoch 468/500 45/45 [==============================] - 0s 343us/step - loss: 0.4007 - accuracy: 0.8153 Epoch 469/500 45/45 [==============================] - 0s 346us/step - loss: 0.4012 - accuracy: 0.8083 Epoch 470/500 45/45 [==============================] - 0s 341us/step - loss: 0.4013 - accuracy: 0.8153 Epoch 471/500 45/45 [==============================] - 0s 350us/step - loss: 0.4004 - accuracy: 0.8139 Epoch 472/500 45/45 [==============================] - 0s 342us/step - loss: 0.4001 - accuracy: 0.8146 Epoch 473/500 45/45 [==============================] - 0s 346us/step - loss: 0.4006 - accuracy: 0.8132 Epoch 474/500 45/45 [==============================] - 0s 343us/step - loss: 0.4010 - accuracy: 0.8139 Epoch 475/500 45/45 [==============================] - 0s 337us/step - loss: 0.4007 - accuracy: 0.8153 Epoch 476/500 45/45 [==============================] - 0s 344us/step - loss: 0.4009 - accuracy: 0.8153 Epoch 477/500 45/45 [==============================] - 0s 353us/step - loss: 0.4008 - accuracy: 0.8160 Epoch 478/500 45/45 [==============================] - 0s 339us/step - loss: 0.4013 - accuracy: 0.8139 Epoch 479/500 45/45 [==============================] - 0s 337us/step - loss: 0.4011 - accuracy: 0.8118 Epoch 480/500 45/45 [==============================] - 0s 341us/step - loss: 0.4004 - accuracy: 0.8167 Epoch 481/500 45/45 [==============================] - 0s 337us/step - loss: 0.4004 - accuracy: 0.8062 Epoch 482/500 45/45 [==============================] - 0s 338us/step - loss: 0.4001 - accuracy: 0.8139 Epoch 483/500 45/45 [==============================] - 0s 336us/step - loss: 0.4013 - accuracy: 0.8167 Epoch 484/500 45/45 [==============================] - 0s 342us/step - loss: 0.4003 - accuracy: 0.8153 Epoch 485/500 45/45 [==============================] - 0s 339us/step - loss: 0.3999 - accuracy: 0.8181 Epoch 486/500 45/45 [==============================] - 0s 353us/step - loss: 0.4006 - accuracy: 0.8146 Epoch 487/500 45/45 [==============================] - 0s 341us/step - loss: 0.4008 - accuracy: 0.8104 Epoch 488/500 45/45 [==============================] - 0s 688us/step - loss: 0.3996 - accuracy: 0.8174 Epoch 489/500 45/45 [==============================] - 0s 427us/step - loss: 0.4001 - accuracy: 0.8118 Epoch 490/500 45/45 [==============================] - 0s 350us/step - loss: 0.3999 - accuracy: 0.8118 Epoch 491/500 45/45 [==============================] - 0s 354us/step - loss: 0.4006 - accuracy: 0.8160 Epoch 492/500 45/45 [==============================] - 0s 355us/step - loss: 0.4020 - accuracy: 0.8146 Epoch 493/500 45/45 [==============================] - 0s 350us/step - loss: 0.4007 - accuracy: 0.8111 Epoch 494/500 45/45 [==============================] - 0s 338us/step - loss: 0.4001 - accuracy: 0.8118 Epoch 495/500 45/45 [==============================] - 0s 356us/step - loss: 0.4003 - accuracy: 0.8201 Epoch 496/500 45/45 [==============================] - 0s 340us/step - loss: 0.3998 - accuracy: 0.8146 Epoch 497/500 45/45 [==============================] - 0s 350us/step - loss: 0.3994 - accuracy: 0.8139 Epoch 498/500 45/45 [==============================] - 0s 347us/step - loss: 0.4002 - accuracy: 0.8125 Epoch 499/500 45/45 [==============================] - 0s 358us/step - loss: 0.4000 - accuracy: 0.8167 Epoch 500/500 45/45 [==============================] - 0s 340us/step - loss: 0.3998 - accuracy: 0.8153 5/5 [==============================] - 0s 436us/step Epoch 1/500 45/45 [==============================] - 0s 453us/step - loss: 0.6894 - accuracy: 0.6611 Epoch 2/500 45/45 [==============================] - 0s 411us/step - loss: 0.6772 - accuracy: 0.6618 Epoch 3/500 45/45 [==============================] - 0s 341us/step - loss: 0.6427 - accuracy: 0.6639 Epoch 4/500 45/45 [==============================] - 0s 339us/step - loss: 0.5834 - accuracy: 0.7306 Epoch 5/500 45/45 [==============================] - 0s 349us/step - loss: 0.5271 - accuracy: 0.7715 Epoch 6/500 45/45 [==============================] - 0s 334us/step - loss: 0.4943 - accuracy: 0.7653 Epoch 7/500 45/45 [==============================] - 0s 348us/step - loss: 0.4815 - accuracy: 0.7625 Epoch 8/500 45/45 [==============================] - 0s 338us/step - loss: 0.4756 - accuracy: 0.7632 Epoch 9/500 45/45 [==============================] - 0s 349us/step - loss: 0.4718 - accuracy: 0.7701 Epoch 10/500 45/45 [==============================] - 0s 354us/step - loss: 0.4703 - accuracy: 0.7625 Epoch 11/500 45/45 [==============================] - 0s 341us/step - loss: 0.4678 - accuracy: 0.7667 Epoch 12/500 45/45 [==============================] - 0s 337us/step - loss: 0.4666 - accuracy: 0.7667 Epoch 13/500 45/45 [==============================] - 0s 342us/step - loss: 0.4651 - accuracy: 0.7736 Epoch 14/500 45/45 [==============================] - 0s 341us/step - loss: 0.4643 - accuracy: 0.7715 Epoch 15/500 45/45 [==============================] - 0s 343us/step - loss: 0.4629 - accuracy: 0.7764 Epoch 16/500 45/45 [==============================] - 0s 336us/step - loss: 0.4624 - accuracy: 0.7750 Epoch 17/500 45/45 [==============================] - 0s 338us/step - loss: 0.4618 - accuracy: 0.7764 Epoch 18/500 45/45 [==============================] - 0s 331us/step - loss: 0.4609 - accuracy: 0.7729 Epoch 19/500 45/45 [==============================] - 0s 343us/step - loss: 0.4605 - accuracy: 0.7771 Epoch 20/500 45/45 [==============================] - 0s 341us/step - loss: 0.4597 - accuracy: 0.7743 Epoch 21/500 45/45 [==============================] - 0s 338us/step - loss: 0.4589 - accuracy: 0.7757 Epoch 22/500 45/45 [==============================] - 0s 351us/step - loss: 0.4591 - accuracy: 0.7778 Epoch 23/500 45/45 [==============================] - 0s 337us/step - loss: 0.4583 - accuracy: 0.7750 Epoch 24/500 45/45 [==============================] - 0s 343us/step - loss: 0.4574 - accuracy: 0.7757 Epoch 25/500 45/45 [==============================] - 0s 340us/step - loss: 0.4572 - accuracy: 0.7757 Epoch 26/500 45/45 [==============================] - 0s 345us/step - loss: 0.4564 - accuracy: 0.7771 Epoch 27/500 45/45 [==============================] - 0s 349us/step - loss: 0.4559 - accuracy: 0.7757 Epoch 28/500 45/45 [==============================] - 0s 337us/step - loss: 0.4561 - accuracy: 0.7764 Epoch 29/500 45/45 [==============================] - 0s 336us/step - loss: 0.4554 - accuracy: 0.7750 Epoch 30/500 45/45 [==============================] - 0s 346us/step - loss: 0.4545 - accuracy: 0.7764 Epoch 31/500 45/45 [==============================] - 0s 337us/step - loss: 0.4543 - accuracy: 0.7792 Epoch 32/500 45/45 [==============================] - 0s 353us/step - loss: 0.4540 - accuracy: 0.7771 Epoch 33/500 45/45 [==============================] - 0s 346us/step - loss: 0.4534 - accuracy: 0.7799 Epoch 34/500 45/45 [==============================] - 0s 338us/step - loss: 0.4535 - accuracy: 0.7771 Epoch 35/500 45/45 [==============================] - 0s 346us/step - loss: 0.4525 - accuracy: 0.7736 Epoch 36/500 45/45 [==============================] - 0s 349us/step - loss: 0.4524 - accuracy: 0.7806 Epoch 37/500 45/45 [==============================] - 0s 339us/step - loss: 0.4519 - accuracy: 0.7771 Epoch 38/500 45/45 [==============================] - 0s 337us/step - loss: 0.4512 - accuracy: 0.7743 Epoch 39/500 45/45 [==============================] - 0s 344us/step - loss: 0.4509 - accuracy: 0.7743 Epoch 40/500 45/45 [==============================] - 0s 342us/step - loss: 0.4500 - accuracy: 0.7764 Epoch 41/500 45/45 [==============================] - 0s 340us/step - loss: 0.4493 - accuracy: 0.7792 Epoch 42/500 45/45 [==============================] - 0s 345us/step - loss: 0.4488 - accuracy: 0.7778 Epoch 43/500 45/45 [==============================] - 0s 329us/step - loss: 0.4488 - accuracy: 0.7785 Epoch 44/500 45/45 [==============================] - 0s 340us/step - loss: 0.4488 - accuracy: 0.7840 Epoch 45/500 45/45 [==============================] - 0s 340us/step - loss: 0.4476 - accuracy: 0.7819 Epoch 46/500 45/45 [==============================] - 0s 349us/step - loss: 0.4471 - accuracy: 0.7826 Epoch 47/500 45/45 [==============================] - 0s 347us/step - loss: 0.4465 - accuracy: 0.7861 Epoch 48/500 45/45 [==============================] - 0s 331us/step - loss: 0.4464 - accuracy: 0.7875 Epoch 49/500 45/45 [==============================] - 0s 351us/step - loss: 0.4457 - accuracy: 0.7854 Epoch 50/500 45/45 [==============================] - 0s 341us/step - loss: 0.4455 - accuracy: 0.7854 Epoch 51/500 45/45 [==============================] - 0s 339us/step - loss: 0.4448 - accuracy: 0.7861 Epoch 52/500 45/45 [==============================] - 0s 341us/step - loss: 0.4449 - accuracy: 0.7861 Epoch 53/500 45/45 [==============================] - 0s 344us/step - loss: 0.4440 - accuracy: 0.7868 Epoch 54/500 45/45 [==============================] - 0s 338us/step - loss: 0.4435 - accuracy: 0.7854 Epoch 55/500 45/45 [==============================] - 0s 351us/step - loss: 0.4430 - accuracy: 0.7875 Epoch 56/500 45/45 [==============================] - 0s 345us/step - loss: 0.4430 - accuracy: 0.7875 Epoch 57/500 45/45 [==============================] - 0s 352us/step - loss: 0.4423 - accuracy: 0.7840 Epoch 58/500 45/45 [==============================] - 0s 348us/step - loss: 0.4426 - accuracy: 0.7833 Epoch 59/500 45/45 [==============================] - 0s 339us/step - loss: 0.4424 - accuracy: 0.7847 Epoch 60/500 45/45 [==============================] - 0s 351us/step - loss: 0.4420 - accuracy: 0.7868 Epoch 61/500 45/45 [==============================] - 0s 343us/step - loss: 0.4410 - accuracy: 0.7840 Epoch 62/500 45/45 [==============================] - 0s 338us/step - loss: 0.4406 - accuracy: 0.7833 Epoch 63/500 45/45 [==============================] - 0s 341us/step - loss: 0.4401 - accuracy: 0.7840 Epoch 64/500 45/45 [==============================] - 0s 334us/step - loss: 0.4399 - accuracy: 0.7875 Epoch 65/500 45/45 [==============================] - 0s 354us/step - loss: 0.4391 - accuracy: 0.7826 Epoch 66/500 45/45 [==============================] - 0s 349us/step - loss: 0.4390 - accuracy: 0.7882 Epoch 67/500 45/45 [==============================] - 0s 337us/step - loss: 0.4392 - accuracy: 0.7868 Epoch 68/500 45/45 [==============================] - 0s 346us/step - loss: 0.4380 - accuracy: 0.7847 Epoch 69/500 45/45 [==============================] - 0s 340us/step - loss: 0.4381 - accuracy: 0.7861 Epoch 70/500 45/45 [==============================] - 0s 345us/step - loss: 0.4374 - accuracy: 0.7861 Epoch 71/500 45/45 [==============================] - 0s 341us/step - loss: 0.4364 - accuracy: 0.7868 Epoch 72/500 45/45 [==============================] - 0s 349us/step - loss: 0.4358 - accuracy: 0.7875 Epoch 73/500 45/45 [==============================] - 0s 345us/step - loss: 0.4355 - accuracy: 0.7847 Epoch 74/500 45/45 [==============================] - 0s 347us/step - loss: 0.4352 - accuracy: 0.7861 Epoch 75/500 45/45 [==============================] - 0s 519us/step - loss: 0.4345 - accuracy: 0.7819 Epoch 76/500 45/45 [==============================] - 0s 358us/step - loss: 0.4335 - accuracy: 0.7854 Epoch 77/500 45/45 [==============================] - 0s 345us/step - loss: 0.4336 - accuracy: 0.7840 Epoch 78/500 45/45 [==============================] - 0s 345us/step - loss: 0.4327 - accuracy: 0.7875 Epoch 79/500 45/45 [==============================] - 0s 337us/step - loss: 0.4323 - accuracy: 0.7861 Epoch 80/500 45/45 [==============================] - 0s 335us/step - loss: 0.4315 - accuracy: 0.7875 Epoch 81/500 45/45 [==============================] - 0s 341us/step - loss: 0.4311 - accuracy: 0.7868 Epoch 82/500 45/45 [==============================] - 0s 341us/step - loss: 0.4305 - accuracy: 0.7889 Epoch 83/500 45/45 [==============================] - 0s 344us/step - loss: 0.4304 - accuracy: 0.7896 Epoch 84/500 45/45 [==============================] - 0s 343us/step - loss: 0.4305 - accuracy: 0.7889 Epoch 85/500 45/45 [==============================] - 0s 349us/step - loss: 0.4293 - accuracy: 0.7896 Epoch 86/500 45/45 [==============================] - 0s 342us/step - loss: 0.4295 - accuracy: 0.7875 Epoch 87/500 45/45 [==============================] - 0s 332us/step - loss: 0.4299 - accuracy: 0.7889 Epoch 88/500 45/45 [==============================] - 0s 339us/step - loss: 0.4281 - accuracy: 0.7937 Epoch 89/500 45/45 [==============================] - 0s 335us/step - loss: 0.4282 - accuracy: 0.7937 Epoch 90/500 45/45 [==============================] - 0s 335us/step - loss: 0.4277 - accuracy: 0.7931 Epoch 91/500 45/45 [==============================] - 0s 349us/step - loss: 0.4271 - accuracy: 0.7937 Epoch 92/500 45/45 [==============================] - 0s 338us/step - loss: 0.4266 - accuracy: 0.7951 Epoch 93/500 45/45 [==============================] - 0s 339us/step - loss: 0.4260 - accuracy: 0.7965 Epoch 94/500 45/45 [==============================] - 0s 340us/step - loss: 0.4260 - accuracy: 0.8000 Epoch 95/500 45/45 [==============================] - 0s 348us/step - loss: 0.4253 - accuracy: 0.7972 Epoch 96/500 45/45 [==============================] - 0s 340us/step - loss: 0.4254 - accuracy: 0.7965 Epoch 97/500 45/45 [==============================] - 0s 341us/step - loss: 0.4247 - accuracy: 0.8000 Epoch 98/500 45/45 [==============================] - 0s 335us/step - loss: 0.4243 - accuracy: 0.8007 Epoch 99/500 45/45 [==============================] - 0s 342us/step - loss: 0.4236 - accuracy: 0.8000 Epoch 100/500 45/45 [==============================] - 0s 343us/step - loss: 0.4236 - accuracy: 0.8021 Epoch 101/500 45/45 [==============================] - 0s 345us/step - loss: 0.4225 - accuracy: 0.7951 Epoch 102/500 45/45 [==============================] - 0s 340us/step - loss: 0.4218 - accuracy: 0.8028 Epoch 103/500 45/45 [==============================] - 0s 341us/step - loss: 0.4213 - accuracy: 0.8021 Epoch 104/500 45/45 [==============================] - 0s 342us/step - loss: 0.4210 - accuracy: 0.8021 Epoch 105/500 45/45 [==============================] - 0s 333us/step - loss: 0.4203 - accuracy: 0.8007 Epoch 106/500 45/45 [==============================] - 0s 336us/step - loss: 0.4204 - accuracy: 0.7986 Epoch 107/500 45/45 [==============================] - 0s 342us/step - loss: 0.4190 - accuracy: 0.8035 Epoch 108/500 45/45 [==============================] - 0s 344us/step - loss: 0.4187 - accuracy: 0.8028 Epoch 109/500 45/45 [==============================] - 0s 337us/step - loss: 0.4186 - accuracy: 0.8035 Epoch 110/500 45/45 [==============================] - 0s 347us/step - loss: 0.4178 - accuracy: 0.8062 Epoch 111/500 45/45 [==============================] - 0s 334us/step - loss: 0.4170 - accuracy: 0.8049 Epoch 112/500 45/45 [==============================] - 0s 336us/step - loss: 0.4166 - accuracy: 0.8049 Epoch 113/500 45/45 [==============================] - 0s 342us/step - loss: 0.4159 - accuracy: 0.8062 Epoch 114/500 45/45 [==============================] - 0s 338us/step - loss: 0.4156 - accuracy: 0.8042 Epoch 115/500 45/45 [==============================] - 0s 342us/step - loss: 0.4159 - accuracy: 0.8028 Epoch 116/500 45/45 [==============================] - 0s 339us/step - loss: 0.4148 - accuracy: 0.8035 Epoch 117/500 45/45 [==============================] - 0s 337us/step - loss: 0.4146 - accuracy: 0.8069 Epoch 118/500 45/45 [==============================] - 0s 335us/step - loss: 0.4142 - accuracy: 0.8062 Epoch 119/500 45/45 [==============================] - 0s 338us/step - loss: 0.4136 - accuracy: 0.8049 Epoch 120/500 45/45 [==============================] - 0s 338us/step - loss: 0.4141 - accuracy: 0.8056 Epoch 121/500 45/45 [==============================] - 0s 350us/step - loss: 0.4136 - accuracy: 0.8083 Epoch 122/500 45/45 [==============================] - 0s 333us/step - loss: 0.4127 - accuracy: 0.8069 Epoch 123/500 45/45 [==============================] - 0s 331us/step - loss: 0.4130 - accuracy: 0.8090 Epoch 124/500 45/45 [==============================] - 0s 348us/step - loss: 0.4139 - accuracy: 0.8069 Epoch 125/500 45/45 [==============================] - 0s 328us/step - loss: 0.4115 - accuracy: 0.8097 Epoch 126/500 45/45 [==============================] - 0s 345us/step - loss: 0.4119 - accuracy: 0.8083 Epoch 127/500 45/45 [==============================] - 0s 344us/step - loss: 0.4110 - accuracy: 0.8056 Epoch 128/500 45/45 [==============================] - 0s 341us/step - loss: 0.4110 - accuracy: 0.8076 Epoch 129/500 45/45 [==============================] - 0s 351us/step - loss: 0.4107 - accuracy: 0.8090 Epoch 130/500 45/45 [==============================] - 0s 338us/step - loss: 0.4103 - accuracy: 0.8056 Epoch 131/500 45/45 [==============================] - 0s 347us/step - loss: 0.4098 - accuracy: 0.8104 Epoch 132/500 45/45 [==============================] - 0s 339us/step - loss: 0.4092 - accuracy: 0.8111 Epoch 133/500 45/45 [==============================] - 0s 338us/step - loss: 0.4087 - accuracy: 0.8083 Epoch 134/500 45/45 [==============================] - 0s 342us/step - loss: 0.4080 - accuracy: 0.8090 Epoch 135/500 45/45 [==============================] - 0s 326us/step - loss: 0.4094 - accuracy: 0.8083 Epoch 136/500 45/45 [==============================] - 0s 345us/step - loss: 0.4073 - accuracy: 0.8118 Epoch 137/500 45/45 [==============================] - 0s 347us/step - loss: 0.4076 - accuracy: 0.8090 Epoch 138/500 45/45 [==============================] - 0s 325us/step - loss: 0.4076 - accuracy: 0.8125 Epoch 139/500 45/45 [==============================] - 0s 340us/step - loss: 0.4076 - accuracy: 0.8083 Epoch 140/500 45/45 [==============================] - 0s 341us/step - loss: 0.4072 - accuracy: 0.8132 Epoch 141/500 45/45 [==============================] - 0s 343us/step - loss: 0.4062 - accuracy: 0.8111 Epoch 142/500 45/45 [==============================] - 0s 340us/step - loss: 0.4061 - accuracy: 0.8083 Epoch 143/500 45/45 [==============================] - 0s 342us/step - loss: 0.4060 - accuracy: 0.8125 Epoch 144/500 45/45 [==============================] - 0s 330us/step - loss: 0.4049 - accuracy: 0.8104 Epoch 145/500 45/45 [==============================] - 0s 330us/step - loss: 0.4045 - accuracy: 0.8153 Epoch 146/500 45/45 [==============================] - 0s 339us/step - loss: 0.4049 - accuracy: 0.8146 Epoch 147/500 45/45 [==============================] - 0s 348us/step - loss: 0.4038 - accuracy: 0.8153 Epoch 148/500 45/45 [==============================] - 0s 342us/step - loss: 0.4040 - accuracy: 0.8097 Epoch 149/500 45/45 [==============================] - 0s 334us/step - loss: 0.4036 - accuracy: 0.8118 Epoch 150/500 45/45 [==============================] - 0s 336us/step - loss: 0.4039 - accuracy: 0.8111 Epoch 151/500 45/45 [==============================] - 0s 336us/step - loss: 0.4032 - accuracy: 0.8125 Epoch 152/500 45/45 [==============================] - 0s 346us/step - loss: 0.4032 - accuracy: 0.8160 Epoch 153/500 45/45 [==============================] - 0s 341us/step - loss: 0.4027 - accuracy: 0.8104 Epoch 154/500 45/45 [==============================] - 0s 330us/step - loss: 0.4019 - accuracy: 0.8174 Epoch 155/500 45/45 [==============================] - 0s 346us/step - loss: 0.4009 - accuracy: 0.8146 Epoch 156/500 45/45 [==============================] - 0s 336us/step - loss: 0.4020 - accuracy: 0.8125 Epoch 157/500 45/45 [==============================] - 0s 347us/step - loss: 0.4007 - accuracy: 0.8125 Epoch 158/500 45/45 [==============================] - 0s 337us/step - loss: 0.4012 - accuracy: 0.8153 Epoch 159/500 45/45 [==============================] - 0s 343us/step - loss: 0.3999 - accuracy: 0.8139 Epoch 160/500 45/45 [==============================] - 0s 340us/step - loss: 0.3993 - accuracy: 0.8146 Epoch 161/500 45/45 [==============================] - 0s 351us/step - loss: 0.3986 - accuracy: 0.8132 Epoch 162/500 45/45 [==============================] - 0s 336us/step - loss: 0.3989 - accuracy: 0.8125 Epoch 163/500 45/45 [==============================] - 0s 340us/step - loss: 0.3984 - accuracy: 0.8083 Epoch 164/500 45/45 [==============================] - 0s 328us/step - loss: 0.3978 - accuracy: 0.8181 Epoch 165/500 45/45 [==============================] - 0s 335us/step - loss: 0.3979 - accuracy: 0.8125 Epoch 166/500 45/45 [==============================] - 0s 326us/step - loss: 0.3975 - accuracy: 0.8181 Epoch 167/500 45/45 [==============================] - 0s 328us/step - loss: 0.3989 - accuracy: 0.8111 Epoch 168/500 45/45 [==============================] - 0s 338us/step - loss: 0.3974 - accuracy: 0.8153 Epoch 169/500 45/45 [==============================] - 0s 343us/step - loss: 0.3965 - accuracy: 0.8146 Epoch 170/500 45/45 [==============================] - 0s 329us/step - loss: 0.3957 - accuracy: 0.8153 Epoch 171/500 45/45 [==============================] - 0s 339us/step - loss: 0.3961 - accuracy: 0.8111 Epoch 172/500 45/45 [==============================] - 0s 335us/step - loss: 0.3963 - accuracy: 0.8153 Epoch 173/500 45/45 [==============================] - 0s 345us/step - loss: 0.3970 - accuracy: 0.8132 Epoch 174/500 45/45 [==============================] - 0s 333us/step - loss: 0.3954 - accuracy: 0.8111 Epoch 175/500 45/45 [==============================] - 0s 342us/step - loss: 0.3960 - accuracy: 0.8174 Epoch 176/500 45/45 [==============================] - 0s 347us/step - loss: 0.3950 - accuracy: 0.8111 Epoch 177/500 45/45 [==============================] - 0s 340us/step - loss: 0.3956 - accuracy: 0.8201 Epoch 178/500 45/45 [==============================] - 0s 344us/step - loss: 0.3951 - accuracy: 0.8097 Epoch 179/500 45/45 [==============================] - 0s 345us/step - loss: 0.3946 - accuracy: 0.8097 Epoch 180/500 45/45 [==============================] - 0s 329us/step - loss: 0.3948 - accuracy: 0.8139 Epoch 181/500 45/45 [==============================] - 0s 347us/step - loss: 0.3942 - accuracy: 0.8104 Epoch 182/500 45/45 [==============================] - 0s 345us/step - loss: 0.3944 - accuracy: 0.8104 Epoch 183/500 45/45 [==============================] - 0s 351us/step - loss: 0.3950 - accuracy: 0.8104 Epoch 184/500 45/45 [==============================] - 0s 339us/step - loss: 0.3944 - accuracy: 0.8160 Epoch 185/500 45/45 [==============================] - 0s 345us/step - loss: 0.3932 - accuracy: 0.8167 Epoch 186/500 45/45 [==============================] - 0s 337us/step - loss: 0.3932 - accuracy: 0.8139 Epoch 187/500 45/45 [==============================] - 0s 340us/step - loss: 0.3935 - accuracy: 0.8125 Epoch 188/500 45/45 [==============================] - 0s 341us/step - loss: 0.3929 - accuracy: 0.8139 Epoch 189/500 45/45 [==============================] - 0s 334us/step - loss: 0.3929 - accuracy: 0.8118 Epoch 190/500 45/45 [==============================] - 0s 341us/step - loss: 0.3932 - accuracy: 0.8139 Epoch 191/500 45/45 [==============================] - 0s 340us/step - loss: 0.3926 - accuracy: 0.8139 Epoch 192/500 45/45 [==============================] - 0s 346us/step - loss: 0.3928 - accuracy: 0.8181 Epoch 193/500 45/45 [==============================] - 0s 345us/step - loss: 0.3932 - accuracy: 0.8104 Epoch 194/500 45/45 [==============================] - 0s 345us/step - loss: 0.3927 - accuracy: 0.8194 Epoch 195/500 45/45 [==============================] - 0s 342us/step - loss: 0.3919 - accuracy: 0.8139 Epoch 196/500 45/45 [==============================] - 0s 334us/step - loss: 0.3924 - accuracy: 0.8160 Epoch 197/500 45/45 [==============================] - 0s 350us/step - loss: 0.3914 - accuracy: 0.8160 Epoch 198/500 45/45 [==============================] - 0s 348us/step - loss: 0.3917 - accuracy: 0.8167 Epoch 199/500 45/45 [==============================] - 0s 336us/step - loss: 0.3920 - accuracy: 0.8139 Epoch 200/500 45/45 [==============================] - 0s 336us/step - loss: 0.3913 - accuracy: 0.8125 Epoch 201/500 45/45 [==============================] - 0s 333us/step - loss: 0.3910 - accuracy: 0.8181 Epoch 202/500 45/45 [==============================] - 0s 350us/step - loss: 0.3920 - accuracy: 0.8132 Epoch 203/500 45/45 [==============================] - 0s 339us/step - loss: 0.3911 - accuracy: 0.8215 Epoch 204/500 45/45 [==============================] - 0s 334us/step - loss: 0.3907 - accuracy: 0.8181 Epoch 205/500 45/45 [==============================] - 0s 346us/step - loss: 0.3909 - accuracy: 0.8139 Epoch 206/500 45/45 [==============================] - 0s 330us/step - loss: 0.3903 - accuracy: 0.8194 Epoch 207/500 45/45 [==============================] - 0s 349us/step - loss: 0.3904 - accuracy: 0.8139 Epoch 208/500 45/45 [==============================] - 0s 346us/step - loss: 0.3908 - accuracy: 0.8174 Epoch 209/500 45/45 [==============================] - 0s 343us/step - loss: 0.3893 - accuracy: 0.8181 Epoch 210/500 45/45 [==============================] - 0s 342us/step - loss: 0.3906 - accuracy: 0.8139 Epoch 211/500 45/45 [==============================] - 0s 346us/step - loss: 0.3892 - accuracy: 0.8174 Epoch 212/500 45/45 [==============================] - 0s 339us/step - loss: 0.3894 - accuracy: 0.8174 Epoch 213/500 45/45 [==============================] - 0s 348us/step - loss: 0.3887 - accuracy: 0.8201 Epoch 214/500 45/45 [==============================] - 0s 351us/step - loss: 0.3901 - accuracy: 0.8153 Epoch 215/500 45/45 [==============================] - 0s 344us/step - loss: 0.3885 - accuracy: 0.8188 Epoch 216/500 45/45 [==============================] - 0s 343us/step - loss: 0.3889 - accuracy: 0.8188 Epoch 217/500 45/45 [==============================] - 0s 339us/step - loss: 0.3886 - accuracy: 0.8208 Epoch 218/500 45/45 [==============================] - 0s 342us/step - loss: 0.3891 - accuracy: 0.8222 Epoch 219/500 45/45 [==============================] - 0s 351us/step - loss: 0.3884 - accuracy: 0.8194 Epoch 220/500 45/45 [==============================] - 0s 346us/step - loss: 0.3889 - accuracy: 0.8222 Epoch 221/500 45/45 [==============================] - 0s 339us/step - loss: 0.3878 - accuracy: 0.8167 Epoch 222/500 45/45 [==============================] - 0s 347us/step - loss: 0.3875 - accuracy: 0.8215 Epoch 223/500 45/45 [==============================] - 0s 338us/step - loss: 0.3871 - accuracy: 0.8188 Epoch 224/500 45/45 [==============================] - 0s 350us/step - loss: 0.3873 - accuracy: 0.8174 Epoch 225/500 45/45 [==============================] - 0s 345us/step - loss: 0.3874 - accuracy: 0.8174 Epoch 226/500 45/45 [==============================] - 0s 338us/step - loss: 0.3873 - accuracy: 0.8215 Epoch 227/500 45/45 [==============================] - 0s 335us/step - loss: 0.3866 - accuracy: 0.8201 Epoch 228/500 45/45 [==============================] - 0s 322us/step - loss: 0.3873 - accuracy: 0.8181 Epoch 229/500 45/45 [==============================] - 0s 346us/step - loss: 0.3872 - accuracy: 0.8201 Epoch 230/500 45/45 [==============================] - 0s 338us/step - loss: 0.3868 - accuracy: 0.8181 Epoch 231/500 45/45 [==============================] - 0s 338us/step - loss: 0.3862 - accuracy: 0.8181 Epoch 232/500 45/45 [==============================] - 0s 348us/step - loss: 0.3868 - accuracy: 0.8181 Epoch 233/500 45/45 [==============================] - 0s 338us/step - loss: 0.3861 - accuracy: 0.8194 Epoch 234/500 45/45 [==============================] - 0s 334us/step - loss: 0.3862 - accuracy: 0.8208 Epoch 235/500 45/45 [==============================] - 0s 351us/step - loss: 0.3860 - accuracy: 0.8215 Epoch 236/500 45/45 [==============================] - 0s 337us/step - loss: 0.3863 - accuracy: 0.8201 Epoch 237/500 45/45 [==============================] - 0s 344us/step - loss: 0.3857 - accuracy: 0.8215 Epoch 238/500 45/45 [==============================] - 0s 348us/step - loss: 0.3852 - accuracy: 0.8201 Epoch 239/500 45/45 [==============================] - 0s 340us/step - loss: 0.3865 - accuracy: 0.8188 Epoch 240/500 45/45 [==============================] - 0s 350us/step - loss: 0.3862 - accuracy: 0.8188 Epoch 241/500 45/45 [==============================] - 0s 342us/step - loss: 0.3858 - accuracy: 0.8167 Epoch 242/500 45/45 [==============================] - 0s 336us/step - loss: 0.3857 - accuracy: 0.8215 Epoch 243/500 45/45 [==============================] - 0s 338us/step - loss: 0.3846 - accuracy: 0.8167 Epoch 244/500 45/45 [==============================] - 0s 347us/step - loss: 0.3847 - accuracy: 0.8188 Epoch 245/500 45/45 [==============================] - 0s 344us/step - loss: 0.3854 - accuracy: 0.8194 Epoch 246/500 45/45 [==============================] - 0s 333us/step - loss: 0.3850 - accuracy: 0.8208 Epoch 247/500 45/45 [==============================] - 0s 338us/step - loss: 0.3844 - accuracy: 0.8236 Epoch 248/500 45/45 [==============================] - 0s 343us/step - loss: 0.3836 - accuracy: 0.8215 Epoch 249/500 45/45 [==============================] - 0s 342us/step - loss: 0.3843 - accuracy: 0.8160 Epoch 250/500 45/45 [==============================] - 0s 332us/step - loss: 0.3846 - accuracy: 0.8208 Epoch 251/500 45/45 [==============================] - 0s 345us/step - loss: 0.3849 - accuracy: 0.8229 Epoch 252/500 45/45 [==============================] - 0s 347us/step - loss: 0.3852 - accuracy: 0.8194 Epoch 253/500 45/45 [==============================] - 0s 349us/step - loss: 0.3840 - accuracy: 0.8208 Epoch 254/500 45/45 [==============================] - 0s 354us/step - loss: 0.3842 - accuracy: 0.8174 Epoch 255/500 45/45 [==============================] - 0s 346us/step - loss: 0.3841 - accuracy: 0.8132 Epoch 256/500 45/45 [==============================] - 0s 345us/step - loss: 0.3838 - accuracy: 0.8188 Epoch 257/500 45/45 [==============================] - 0s 342us/step - loss: 0.3853 - accuracy: 0.8215 Epoch 258/500 45/45 [==============================] - 0s 342us/step - loss: 0.3826 - accuracy: 0.8222 Epoch 259/500 45/45 [==============================] - 0s 342us/step - loss: 0.3838 - accuracy: 0.8222 Epoch 260/500 45/45 [==============================] - 0s 344us/step - loss: 0.3823 - accuracy: 0.8222 Epoch 261/500 45/45 [==============================] - 0s 334us/step - loss: 0.3826 - accuracy: 0.8194 Epoch 262/500 45/45 [==============================] - 0s 343us/step - loss: 0.3828 - accuracy: 0.8222 Epoch 263/500 45/45 [==============================] - 0s 348us/step - loss: 0.3830 - accuracy: 0.8215 Epoch 264/500 45/45 [==============================] - 0s 334us/step - loss: 0.3829 - accuracy: 0.8215 Epoch 265/500 45/45 [==============================] - 0s 344us/step - loss: 0.3837 - accuracy: 0.8278 Epoch 266/500 45/45 [==============================] - 0s 332us/step - loss: 0.3825 - accuracy: 0.8222 Epoch 267/500 45/45 [==============================] - 0s 347us/step - loss: 0.3823 - accuracy: 0.8257 Epoch 268/500 45/45 [==============================] - 0s 339us/step - loss: 0.3827 - accuracy: 0.8250 Epoch 269/500 45/45 [==============================] - 0s 329us/step - loss: 0.3818 - accuracy: 0.8271 Epoch 270/500 45/45 [==============================] - 0s 346us/step - loss: 0.3822 - accuracy: 0.8208 Epoch 271/500 45/45 [==============================] - 0s 351us/step - loss: 0.3812 - accuracy: 0.8264 Epoch 272/500 45/45 [==============================] - 0s 331us/step - loss: 0.3813 - accuracy: 0.8250 Epoch 273/500 45/45 [==============================] - 0s 343us/step - loss: 0.3813 - accuracy: 0.8250 Epoch 274/500 45/45 [==============================] - 0s 335us/step - loss: 0.3805 - accuracy: 0.8174 Epoch 275/500 45/45 [==============================] - 0s 349us/step - loss: 0.3808 - accuracy: 0.8292 Epoch 276/500 45/45 [==============================] - 0s 333us/step - loss: 0.3809 - accuracy: 0.8257 Epoch 277/500 45/45 [==============================] - 0s 332us/step - loss: 0.3813 - accuracy: 0.8236 Epoch 278/500 45/45 [==============================] - 0s 337us/step - loss: 0.3803 - accuracy: 0.8264 Epoch 279/500 45/45 [==============================] - 0s 346us/step - loss: 0.3801 - accuracy: 0.8215 Epoch 280/500 45/45 [==============================] - 0s 345us/step - loss: 0.3798 - accuracy: 0.8313 Epoch 281/500 45/45 [==============================] - 0s 334us/step - loss: 0.3800 - accuracy: 0.8313 Epoch 282/500 45/45 [==============================] - 0s 338us/step - loss: 0.3798 - accuracy: 0.8243 Epoch 283/500 45/45 [==============================] - 0s 349us/step - loss: 0.3790 - accuracy: 0.8326 Epoch 284/500 45/45 [==============================] - 0s 349us/step - loss: 0.3788 - accuracy: 0.8285 Epoch 285/500 45/45 [==============================] - 0s 346us/step - loss: 0.3794 - accuracy: 0.8292 Epoch 286/500 45/45 [==============================] - 0s 346us/step - loss: 0.3788 - accuracy: 0.8313 Epoch 287/500 45/45 [==============================] - 0s 366us/step - loss: 0.3799 - accuracy: 0.8236 Epoch 288/500 45/45 [==============================] - 0s 349us/step - loss: 0.3790 - accuracy: 0.8278 Epoch 289/500 45/45 [==============================] - 0s 342us/step - loss: 0.3779 - accuracy: 0.8306 Epoch 290/500 45/45 [==============================] - 0s 346us/step - loss: 0.3779 - accuracy: 0.8299 Epoch 291/500 45/45 [==============================] - 0s 340us/step - loss: 0.3774 - accuracy: 0.8340 Epoch 292/500 45/45 [==============================] - 0s 335us/step - loss: 0.3775 - accuracy: 0.8271 Epoch 293/500 45/45 [==============================] - 0s 340us/step - loss: 0.3779 - accuracy: 0.8306 Epoch 294/500 45/45 [==============================] - 0s 341us/step - loss: 0.3768 - accuracy: 0.8333 Epoch 295/500 45/45 [==============================] - 0s 342us/step - loss: 0.3771 - accuracy: 0.8306 Epoch 296/500 45/45 [==============================] - 0s 342us/step - loss: 0.3768 - accuracy: 0.8285 Epoch 297/500 45/45 [==============================] - 0s 336us/step - loss: 0.3766 - accuracy: 0.8271 Epoch 298/500 45/45 [==============================] - 0s 329us/step - loss: 0.3761 - accuracy: 0.8313 Epoch 299/500 45/45 [==============================] - 0s 335us/step - loss: 0.3762 - accuracy: 0.8326 Epoch 300/500 45/45 [==============================] - 0s 334us/step - loss: 0.3772 - accuracy: 0.8326 Epoch 301/500 45/45 [==============================] - 0s 343us/step - loss: 0.3758 - accuracy: 0.8313 Epoch 302/500 45/45 [==============================] - 0s 341us/step - loss: 0.3757 - accuracy: 0.8257 Epoch 303/500 45/45 [==============================] - 0s 341us/step - loss: 0.3759 - accuracy: 0.8264 Epoch 304/500 45/45 [==============================] - 0s 348us/step - loss: 0.3752 - accuracy: 0.8313 Epoch 305/500 45/45 [==============================] - 0s 338us/step - loss: 0.3750 - accuracy: 0.8250 Epoch 306/500 45/45 [==============================] - 0s 347us/step - loss: 0.3758 - accuracy: 0.8271 Epoch 307/500 45/45 [==============================] - 0s 337us/step - loss: 0.3750 - accuracy: 0.8285 Epoch 308/500 45/45 [==============================] - 0s 344us/step - loss: 0.3742 - accuracy: 0.8257 Epoch 309/500 45/45 [==============================] - 0s 347us/step - loss: 0.3744 - accuracy: 0.8285 Epoch 310/500 45/45 [==============================] - 0s 331us/step - loss: 0.3741 - accuracy: 0.8306 Epoch 311/500 45/45 [==============================] - 0s 341us/step - loss: 0.3736 - accuracy: 0.8292 Epoch 312/500 45/45 [==============================] - 0s 336us/step - loss: 0.3745 - accuracy: 0.8285 Epoch 313/500 45/45 [==============================] - 0s 336us/step - loss: 0.3736 - accuracy: 0.8306 Epoch 314/500 45/45 [==============================] - 0s 333us/step - loss: 0.3732 - accuracy: 0.8313 Epoch 315/500 45/45 [==============================] - 0s 347us/step - loss: 0.3743 - accuracy: 0.8306 Epoch 316/500 45/45 [==============================] - 0s 348us/step - loss: 0.3731 - accuracy: 0.8292 Epoch 317/500 45/45 [==============================] - 0s 333us/step - loss: 0.3729 - accuracy: 0.8319 Epoch 318/500 45/45 [==============================] - 0s 336us/step - loss: 0.3731 - accuracy: 0.8299 Epoch 319/500 45/45 [==============================] - 0s 333us/step - loss: 0.3720 - accuracy: 0.8361 Epoch 320/500 45/45 [==============================] - 0s 345us/step - loss: 0.3725 - accuracy: 0.8313 Epoch 321/500 45/45 [==============================] - 0s 347us/step - loss: 0.3719 - accuracy: 0.8333 Epoch 322/500 45/45 [==============================] - 0s 339us/step - loss: 0.3720 - accuracy: 0.8306 Epoch 323/500 45/45 [==============================] - 0s 342us/step - loss: 0.3723 - accuracy: 0.8299 Epoch 324/500 45/45 [==============================] - 0s 333us/step - loss: 0.3719 - accuracy: 0.8326 Epoch 325/500 45/45 [==============================] - 0s 341us/step - loss: 0.3712 - accuracy: 0.8354 Epoch 326/500 45/45 [==============================] - 0s 343us/step - loss: 0.3719 - accuracy: 0.8340 Epoch 327/500 45/45 [==============================] - 0s 338us/step - loss: 0.3714 - accuracy: 0.8326 Epoch 328/500 45/45 [==============================] - 0s 336us/step - loss: 0.3711 - accuracy: 0.8326 Epoch 329/500 45/45 [==============================] - 0s 346us/step - loss: 0.3711 - accuracy: 0.8361 Epoch 330/500 45/45 [==============================] - 0s 338us/step - loss: 0.3721 - accuracy: 0.8347 Epoch 331/500 45/45 [==============================] - 0s 348us/step - loss: 0.3722 - accuracy: 0.8250 Epoch 332/500 45/45 [==============================] - 0s 352us/step - loss: 0.3723 - accuracy: 0.8264 Epoch 333/500 45/45 [==============================] - 0s 342us/step - loss: 0.3709 - accuracy: 0.8278 Epoch 334/500 45/45 [==============================] - 0s 334us/step - loss: 0.3710 - accuracy: 0.8306 Epoch 335/500 45/45 [==============================] - 0s 336us/step - loss: 0.3708 - accuracy: 0.8333 Epoch 336/500 45/45 [==============================] - 0s 339us/step - loss: 0.3699 - accuracy: 0.8306 Epoch 337/500 45/45 [==============================] - 0s 347us/step - loss: 0.3696 - accuracy: 0.8354 Epoch 338/500 45/45 [==============================] - 0s 335us/step - loss: 0.3696 - accuracy: 0.8347 Epoch 339/500 45/45 [==============================] - 0s 347us/step - loss: 0.3701 - accuracy: 0.8306 Epoch 340/500 45/45 [==============================] - 0s 345us/step - loss: 0.3689 - accuracy: 0.8326 Epoch 341/500 45/45 [==============================] - 0s 340us/step - loss: 0.3692 - accuracy: 0.8326 Epoch 342/500 45/45 [==============================] - 0s 340us/step - loss: 0.3691 - accuracy: 0.8333 Epoch 343/500 45/45 [==============================] - 0s 343us/step - loss: 0.3697 - accuracy: 0.8333 Epoch 344/500 45/45 [==============================] - 0s 335us/step - loss: 0.3694 - accuracy: 0.8306 Epoch 345/500 45/45 [==============================] - 0s 336us/step - loss: 0.3682 - accuracy: 0.8340 Epoch 346/500 45/45 [==============================] - 0s 348us/step - loss: 0.3689 - accuracy: 0.8326 Epoch 347/500 45/45 [==============================] - 0s 339us/step - loss: 0.3690 - accuracy: 0.8361 Epoch 348/500 45/45 [==============================] - 0s 338us/step - loss: 0.3697 - accuracy: 0.8319 Epoch 349/500 45/45 [==============================] - 0s 344us/step - loss: 0.3696 - accuracy: 0.8306 Epoch 350/500 45/45 [==============================] - 0s 335us/step - loss: 0.3688 - accuracy: 0.8319 Epoch 351/500 45/45 [==============================] - 0s 346us/step - loss: 0.3685 - accuracy: 0.8361 Epoch 352/500 45/45 [==============================] - 0s 345us/step - loss: 0.3684 - accuracy: 0.8361 Epoch 353/500 45/45 [==============================] - 0s 328us/step - loss: 0.3693 - accuracy: 0.8313 Epoch 354/500 45/45 [==============================] - 0s 337us/step - loss: 0.3682 - accuracy: 0.8333 Epoch 355/500 45/45 [==============================] - 0s 347us/step - loss: 0.3693 - accuracy: 0.8375 Epoch 356/500 45/45 [==============================] - 0s 337us/step - loss: 0.3680 - accuracy: 0.8354 Epoch 357/500 45/45 [==============================] - 0s 339us/step - loss: 0.3681 - accuracy: 0.8354 Epoch 358/500 45/45 [==============================] - 0s 341us/step - loss: 0.3673 - accuracy: 0.8361 Epoch 359/500 45/45 [==============================] - 0s 344us/step - loss: 0.3680 - accuracy: 0.8375 Epoch 360/500 45/45 [==============================] - 0s 336us/step - loss: 0.3675 - accuracy: 0.8389 Epoch 361/500 45/45 [==============================] - 0s 329us/step - loss: 0.3684 - accuracy: 0.8368 Epoch 362/500 45/45 [==============================] - 0s 343us/step - loss: 0.3675 - accuracy: 0.8375 Epoch 363/500 45/45 [==============================] - 0s 344us/step - loss: 0.3681 - accuracy: 0.8382 Epoch 364/500 45/45 [==============================] - 0s 346us/step - loss: 0.3675 - accuracy: 0.8354 Epoch 365/500 45/45 [==============================] - 0s 345us/step - loss: 0.3672 - accuracy: 0.8347 Epoch 366/500 45/45 [==============================] - 0s 341us/step - loss: 0.3665 - accuracy: 0.8382 Epoch 367/500 45/45 [==============================] - 0s 344us/step - loss: 0.3676 - accuracy: 0.8368 Epoch 368/500 45/45 [==============================] - 0s 344us/step - loss: 0.3682 - accuracy: 0.8389 Epoch 369/500 45/45 [==============================] - 0s 337us/step - loss: 0.3676 - accuracy: 0.8347 Epoch 370/500 45/45 [==============================] - 0s 347us/step - loss: 0.3684 - accuracy: 0.8340 Epoch 371/500 45/45 [==============================] - 0s 344us/step - loss: 0.3674 - accuracy: 0.8375 Epoch 372/500 45/45 [==============================] - 0s 338us/step - loss: 0.3670 - accuracy: 0.8389 Epoch 373/500 45/45 [==============================] - 0s 344us/step - loss: 0.3664 - accuracy: 0.8354 Epoch 374/500 45/45 [==============================] - 0s 342us/step - loss: 0.3669 - accuracy: 0.8396 Epoch 375/500 45/45 [==============================] - 0s 341us/step - loss: 0.3662 - accuracy: 0.8347 Epoch 376/500 45/45 [==============================] - 0s 340us/step - loss: 0.3681 - accuracy: 0.8375 Epoch 377/500 45/45 [==============================] - 0s 349us/step - loss: 0.3659 - accuracy: 0.8382 Epoch 378/500 45/45 [==============================] - 0s 333us/step - loss: 0.3673 - accuracy: 0.8354 Epoch 379/500 45/45 [==============================] - 0s 342us/step - loss: 0.3680 - accuracy: 0.8319 Epoch 380/500 45/45 [==============================] - 0s 342us/step - loss: 0.3656 - accuracy: 0.8382 Epoch 381/500 45/45 [==============================] - 0s 338us/step - loss: 0.3659 - accuracy: 0.8368 Epoch 382/500 45/45 [==============================] - 0s 333us/step - loss: 0.3655 - accuracy: 0.8340 Epoch 383/500 45/45 [==============================] - 0s 339us/step - loss: 0.3671 - accuracy: 0.8382 Epoch 384/500 45/45 [==============================] - 0s 340us/step - loss: 0.3658 - accuracy: 0.8361 Epoch 385/500 45/45 [==============================] - 0s 344us/step - loss: 0.3661 - accuracy: 0.8417 Epoch 386/500 45/45 [==============================] - 0s 338us/step - loss: 0.3676 - accuracy: 0.8361 Epoch 387/500 45/45 [==============================] - 0s 334us/step - loss: 0.3662 - accuracy: 0.8354 Epoch 388/500 45/45 [==============================] - 0s 351us/step - loss: 0.3661 - accuracy: 0.8375 Epoch 389/500 45/45 [==============================] - 0s 346us/step - loss: 0.3657 - accuracy: 0.8361 Epoch 390/500 45/45 [==============================] - 0s 349us/step - loss: 0.3657 - accuracy: 0.8368 Epoch 391/500 45/45 [==============================] - 0s 337us/step - loss: 0.3663 - accuracy: 0.8424 Epoch 392/500 45/45 [==============================] - 0s 345us/step - loss: 0.3651 - accuracy: 0.8361 Epoch 393/500 45/45 [==============================] - 0s 334us/step - loss: 0.3652 - accuracy: 0.8368 Epoch 394/500 45/45 [==============================] - 0s 343us/step - loss: 0.3661 - accuracy: 0.8347 Epoch 395/500 45/45 [==============================] - 0s 342us/step - loss: 0.3665 - accuracy: 0.8347 Epoch 396/500 45/45 [==============================] - 0s 336us/step - loss: 0.3661 - accuracy: 0.8299 Epoch 397/500 45/45 [==============================] - 0s 333us/step - loss: 0.3648 - accuracy: 0.8333 Epoch 398/500 45/45 [==============================] - 0s 339us/step - loss: 0.3648 - accuracy: 0.8361 Epoch 399/500 45/45 [==============================] - 0s 326us/step - loss: 0.3663 - accuracy: 0.8354 Epoch 400/500 45/45 [==============================] - 0s 346us/step - loss: 0.3658 - accuracy: 0.8340 Epoch 401/500 45/45 [==============================] - 0s 336us/step - loss: 0.3647 - accuracy: 0.8382 Epoch 402/500 45/45 [==============================] - 0s 347us/step - loss: 0.3651 - accuracy: 0.8326 Epoch 403/500 45/45 [==============================] - 0s 344us/step - loss: 0.3650 - accuracy: 0.8347 Epoch 404/500 45/45 [==============================] - 0s 342us/step - loss: 0.3637 - accuracy: 0.8361 Epoch 405/500 45/45 [==============================] - 0s 332us/step - loss: 0.3650 - accuracy: 0.8347 Epoch 406/500 45/45 [==============================] - 0s 336us/step - loss: 0.3648 - accuracy: 0.8340 Epoch 407/500 45/45 [==============================] - 0s 340us/step - loss: 0.3655 - accuracy: 0.8361 Epoch 408/500 45/45 [==============================] - 0s 343us/step - loss: 0.3641 - accuracy: 0.8361 Epoch 409/500 45/45 [==============================] - 0s 339us/step - loss: 0.3646 - accuracy: 0.8368 Epoch 410/500 45/45 [==============================] - 0s 337us/step - loss: 0.3657 - accuracy: 0.8389 Epoch 411/500 45/45 [==============================] - 0s 344us/step - loss: 0.3642 - accuracy: 0.8382 Epoch 412/500 45/45 [==============================] - 0s 340us/step - loss: 0.3645 - accuracy: 0.8313 Epoch 413/500 45/45 [==============================] - 0s 333us/step - loss: 0.3651 - accuracy: 0.8382 Epoch 414/500 45/45 [==============================] - 0s 333us/step - loss: 0.3653 - accuracy: 0.8347 Epoch 415/500 45/45 [==============================] - 0s 343us/step - loss: 0.3649 - accuracy: 0.8396 Epoch 416/500 45/45 [==============================] - 0s 350us/step - loss: 0.3648 - accuracy: 0.8375 Epoch 417/500 45/45 [==============================] - 0s 340us/step - loss: 0.3640 - accuracy: 0.8354 Epoch 418/500 45/45 [==============================] - 0s 343us/step - loss: 0.3649 - accuracy: 0.8340 Epoch 419/500 45/45 [==============================] - 0s 346us/step - loss: 0.3651 - accuracy: 0.8354 Epoch 420/500 45/45 [==============================] - 0s 349us/step - loss: 0.3645 - accuracy: 0.8382 Epoch 421/500 45/45 [==============================] - 0s 333us/step - loss: 0.3645 - accuracy: 0.8347 Epoch 422/500 45/45 [==============================] - 0s 348us/step - loss: 0.3641 - accuracy: 0.8354 Epoch 423/500 45/45 [==============================] - 0s 340us/step - loss: 0.3646 - accuracy: 0.8410 Epoch 424/500 45/45 [==============================] - 0s 334us/step - loss: 0.3636 - accuracy: 0.8340 Epoch 425/500 45/45 [==============================] - 0s 347us/step - loss: 0.3644 - accuracy: 0.8375 Epoch 426/500 45/45 [==============================] - 0s 345us/step - loss: 0.3652 - accuracy: 0.8347 Epoch 427/500 45/45 [==============================] - 0s 332us/step - loss: 0.3646 - accuracy: 0.8375 Epoch 428/500 45/45 [==============================] - 0s 345us/step - loss: 0.3635 - accuracy: 0.8417 Epoch 429/500 45/45 [==============================] - 0s 345us/step - loss: 0.3655 - accuracy: 0.8333 Epoch 430/500 45/45 [==============================] - 0s 352us/step - loss: 0.3635 - accuracy: 0.8403 Epoch 431/500 45/45 [==============================] - 0s 339us/step - loss: 0.3630 - accuracy: 0.8375 Epoch 432/500 45/45 [==============================] - 0s 339us/step - loss: 0.3634 - accuracy: 0.8361 Epoch 433/500 45/45 [==============================] - 0s 331us/step - loss: 0.3639 - accuracy: 0.8368 Epoch 434/500 45/45 [==============================] - 0s 344us/step - loss: 0.3642 - accuracy: 0.8375 Epoch 435/500 45/45 [==============================] - 0s 345us/step - loss: 0.3640 - accuracy: 0.8389 Epoch 436/500 45/45 [==============================] - 0s 334us/step - loss: 0.3648 - accuracy: 0.8382 Epoch 437/500 45/45 [==============================] - 0s 338us/step - loss: 0.3657 - accuracy: 0.8389 Epoch 438/500 45/45 [==============================] - 0s 336us/step - loss: 0.3633 - accuracy: 0.8431 Epoch 439/500 45/45 [==============================] - 0s 341us/step - loss: 0.3644 - accuracy: 0.8333 Epoch 440/500 45/45 [==============================] - 0s 345us/step - loss: 0.3630 - accuracy: 0.8410 Epoch 441/500 45/45 [==============================] - 0s 352us/step - loss: 0.3644 - accuracy: 0.8368 Epoch 442/500 45/45 [==============================] - 0s 345us/step - loss: 0.3638 - accuracy: 0.8382 Epoch 443/500 45/45 [==============================] - 0s 342us/step - loss: 0.3625 - accuracy: 0.8375 Epoch 444/500 45/45 [==============================] - 0s 345us/step - loss: 0.3630 - accuracy: 0.8389 Epoch 445/500 45/45 [==============================] - 0s 336us/step - loss: 0.3630 - accuracy: 0.8361 Epoch 446/500 45/45 [==============================] - 0s 353us/step - loss: 0.3631 - accuracy: 0.8389 Epoch 447/500 45/45 [==============================] - 0s 340us/step - loss: 0.3632 - accuracy: 0.8410 Epoch 448/500 45/45 [==============================] - 0s 511us/step - loss: 0.3635 - accuracy: 0.8382 Epoch 449/500 45/45 [==============================] - 0s 368us/step - loss: 0.3628 - accuracy: 0.8368 Epoch 450/500 45/45 [==============================] - 0s 344us/step - loss: 0.3646 - accuracy: 0.8396 Epoch 451/500 45/45 [==============================] - 0s 349us/step - loss: 0.3638 - accuracy: 0.8347 Epoch 452/500 45/45 [==============================] - 0s 344us/step - loss: 0.3626 - accuracy: 0.8396 Epoch 453/500 45/45 [==============================] - 0s 346us/step - loss: 0.3624 - accuracy: 0.8389 Epoch 454/500 45/45 [==============================] - 0s 336us/step - loss: 0.3631 - accuracy: 0.8368 Epoch 455/500 45/45 [==============================] - 0s 342us/step - loss: 0.3625 - accuracy: 0.8389 Epoch 456/500 45/45 [==============================] - 0s 334us/step - loss: 0.3635 - accuracy: 0.8403 Epoch 457/500 45/45 [==============================] - 0s 341us/step - loss: 0.3643 - accuracy: 0.8347 Epoch 458/500 45/45 [==============================] - 0s 341us/step - loss: 0.3642 - accuracy: 0.8438 Epoch 459/500 45/45 [==============================] - 0s 341us/step - loss: 0.3641 - accuracy: 0.8396 Epoch 460/500 45/45 [==============================] - 0s 355us/step - loss: 0.3632 - accuracy: 0.8389 Epoch 461/500 45/45 [==============================] - 0s 339us/step - loss: 0.3627 - accuracy: 0.8403 Epoch 462/500 45/45 [==============================] - 0s 344us/step - loss: 0.3632 - accuracy: 0.8368 Epoch 463/500 45/45 [==============================] - 0s 340us/step - loss: 0.3624 - accuracy: 0.8403 Epoch 464/500 45/45 [==============================] - 0s 343us/step - loss: 0.3616 - accuracy: 0.8417 Epoch 465/500 45/45 [==============================] - 0s 338us/step - loss: 0.3621 - accuracy: 0.8403 Epoch 466/500 45/45 [==============================] - 0s 335us/step - loss: 0.3628 - accuracy: 0.8354 Epoch 467/500 45/45 [==============================] - 0s 338us/step - loss: 0.3615 - accuracy: 0.8382 Epoch 468/500 45/45 [==============================] - 0s 344us/step - loss: 0.3640 - accuracy: 0.8368 Epoch 469/500 45/45 [==============================] - 0s 347us/step - loss: 0.3621 - accuracy: 0.8375 Epoch 470/500 45/45 [==============================] - 0s 335us/step - loss: 0.3624 - accuracy: 0.8382 Epoch 471/500 45/45 [==============================] - 0s 334us/step - loss: 0.3634 - accuracy: 0.8389 Epoch 472/500 45/45 [==============================] - 0s 334us/step - loss: 0.3615 - accuracy: 0.8389 Epoch 473/500 45/45 [==============================] - 0s 334us/step - loss: 0.3617 - accuracy: 0.8410 Epoch 474/500 45/45 [==============================] - 0s 335us/step - loss: 0.3624 - accuracy: 0.8410 Epoch 475/500 45/45 [==============================] - 0s 342us/step - loss: 0.3629 - accuracy: 0.8361 Epoch 476/500 45/45 [==============================] - 0s 334us/step - loss: 0.3620 - accuracy: 0.8375 Epoch 477/500 45/45 [==============================] - 0s 339us/step - loss: 0.3625 - accuracy: 0.8382 Epoch 478/500 45/45 [==============================] - 0s 338us/step - loss: 0.3631 - accuracy: 0.8389 Epoch 479/500 45/45 [==============================] - 0s 343us/step - loss: 0.3613 - accuracy: 0.8403 Epoch 480/500 45/45 [==============================] - 0s 339us/step - loss: 0.3623 - accuracy: 0.8417 Epoch 481/500 45/45 [==============================] - 0s 343us/step - loss: 0.3625 - accuracy: 0.8375 Epoch 482/500 45/45 [==============================] - 0s 335us/step - loss: 0.3622 - accuracy: 0.8403 Epoch 483/500 45/45 [==============================] - 0s 339us/step - loss: 0.3636 - accuracy: 0.8361 Epoch 484/500 45/45 [==============================] - 0s 342us/step - loss: 0.3620 - accuracy: 0.8451 Epoch 485/500 45/45 [==============================] - 0s 345us/step - loss: 0.3623 - accuracy: 0.8382 Epoch 486/500 45/45 [==============================] - 0s 343us/step - loss: 0.3617 - accuracy: 0.8361 Epoch 487/500 45/45 [==============================] - 0s 340us/step - loss: 0.3626 - accuracy: 0.8396 Epoch 488/500 45/45 [==============================] - 0s 343us/step - loss: 0.3618 - accuracy: 0.8375 Epoch 489/500 45/45 [==============================] - 0s 338us/step - loss: 0.3616 - accuracy: 0.8382 Epoch 490/500 45/45 [==============================] - 0s 342us/step - loss: 0.3620 - accuracy: 0.8410 Epoch 491/500 45/45 [==============================] - 0s 341us/step - loss: 0.3612 - accuracy: 0.8375 Epoch 492/500 45/45 [==============================] - 0s 338us/step - loss: 0.3619 - accuracy: 0.8410 Epoch 493/500 45/45 [==============================] - 0s 334us/step - loss: 0.3612 - accuracy: 0.8368 Epoch 494/500 45/45 [==============================] - 0s 336us/step - loss: 0.3609 - accuracy: 0.8403 Epoch 495/500 45/45 [==============================] - 0s 344us/step - loss: 0.3619 - accuracy: 0.8382 Epoch 496/500 45/45 [==============================] - 0s 332us/step - loss: 0.3612 - accuracy: 0.8382 Epoch 497/500 45/45 [==============================] - 0s 332us/step - loss: 0.3635 - accuracy: 0.8396 Epoch 498/500 45/45 [==============================] - 0s 343us/step - loss: 0.3621 - accuracy: 0.8403 Epoch 499/500 45/45 [==============================] - 0s 329us/step - loss: 0.3641 - accuracy: 0.8382 Epoch 500/500 45/45 [==============================] - 0s 334us/step - loss: 0.3610 - accuracy: 0.8403 5/5 [==============================] - 0s 431us/step Epoch 1/500 45/45 [==============================] - 0s 440us/step - loss: 0.6901 - accuracy: 0.6347 Epoch 2/500 45/45 [==============================] - 0s 407us/step - loss: 0.6766 - accuracy: 0.6514 Epoch 3/500 45/45 [==============================] - 0s 345us/step - loss: 0.6401 - accuracy: 0.6514 Epoch 4/500 45/45 [==============================] - 0s 355us/step - loss: 0.5827 - accuracy: 0.6764 Epoch 5/500 45/45 [==============================] - 0s 340us/step - loss: 0.5343 - accuracy: 0.7597 Epoch 6/500 45/45 [==============================] - 0s 343us/step - loss: 0.5060 - accuracy: 0.7694 Epoch 7/500 45/45 [==============================] - 0s 351us/step - loss: 0.4912 - accuracy: 0.7674 Epoch 8/500 45/45 [==============================] - 0s 354us/step - loss: 0.4825 - accuracy: 0.7618 Epoch 9/500 45/45 [==============================] - 0s 347us/step - loss: 0.4776 - accuracy: 0.7604 Epoch 10/500 45/45 [==============================] - 0s 348us/step - loss: 0.4741 - accuracy: 0.7618 Epoch 11/500 45/45 [==============================] - 0s 339us/step - loss: 0.4725 - accuracy: 0.7597 Epoch 12/500 45/45 [==============================] - 0s 342us/step - loss: 0.4705 - accuracy: 0.7618 Epoch 13/500 45/45 [==============================] - 0s 342us/step - loss: 0.4695 - accuracy: 0.7625 Epoch 14/500 45/45 [==============================] - 0s 357us/step - loss: 0.4682 - accuracy: 0.7639 Epoch 15/500 45/45 [==============================] - 0s 357us/step - loss: 0.4672 - accuracy: 0.7688 Epoch 16/500 45/45 [==============================] - 0s 347us/step - loss: 0.4665 - accuracy: 0.7715 Epoch 17/500 45/45 [==============================] - 0s 344us/step - loss: 0.4652 - accuracy: 0.7701 Epoch 18/500 45/45 [==============================] - 0s 344us/step - loss: 0.4642 - accuracy: 0.7715 Epoch 19/500 45/45 [==============================] - 0s 347us/step - loss: 0.4634 - accuracy: 0.7736 Epoch 20/500 45/45 [==============================] - 0s 352us/step - loss: 0.4628 - accuracy: 0.7736 Epoch 21/500 45/45 [==============================] - 0s 352us/step - loss: 0.4626 - accuracy: 0.7750 Epoch 22/500 45/45 [==============================] - 0s 338us/step - loss: 0.4617 - accuracy: 0.7743 Epoch 23/500 45/45 [==============================] - 0s 347us/step - loss: 0.4610 - accuracy: 0.7757 Epoch 24/500 45/45 [==============================] - 0s 347us/step - loss: 0.4602 - accuracy: 0.7771 Epoch 25/500 45/45 [==============================] - 0s 348us/step - loss: 0.4594 - accuracy: 0.7792 Epoch 26/500 45/45 [==============================] - 0s 343us/step - loss: 0.4589 - accuracy: 0.7799 Epoch 27/500 45/45 [==============================] - 0s 339us/step - loss: 0.4580 - accuracy: 0.7799 Epoch 28/500 45/45 [==============================] - 0s 354us/step - loss: 0.4572 - accuracy: 0.7806 Epoch 29/500 45/45 [==============================] - 0s 340us/step - loss: 0.4566 - accuracy: 0.7812 Epoch 30/500 45/45 [==============================] - 0s 358us/step - loss: 0.4561 - accuracy: 0.7806 Epoch 31/500 45/45 [==============================] - 0s 347us/step - loss: 0.4556 - accuracy: 0.7799 Epoch 32/500 45/45 [==============================] - 0s 355us/step - loss: 0.4549 - accuracy: 0.7806 Epoch 33/500 45/45 [==============================] - 0s 347us/step - loss: 0.4545 - accuracy: 0.7792 Epoch 34/500 45/45 [==============================] - 0s 343us/step - loss: 0.4537 - accuracy: 0.7833 Epoch 35/500 45/45 [==============================] - 0s 355us/step - loss: 0.4530 - accuracy: 0.7812 Epoch 36/500 45/45 [==============================] - 0s 340us/step - loss: 0.4527 - accuracy: 0.7799 Epoch 37/500 45/45 [==============================] - 0s 353us/step - loss: 0.4525 - accuracy: 0.7806 Epoch 38/500 45/45 [==============================] - 0s 356us/step - loss: 0.4517 - accuracy: 0.7833 Epoch 39/500 45/45 [==============================] - 0s 343us/step - loss: 0.4514 - accuracy: 0.7799 Epoch 40/500 45/45 [==============================] - 0s 341us/step - loss: 0.4516 - accuracy: 0.7833 Epoch 41/500 45/45 [==============================] - 0s 343us/step - loss: 0.4499 - accuracy: 0.7806 Epoch 42/500 45/45 [==============================] - 0s 348us/step - loss: 0.4500 - accuracy: 0.7799 Epoch 43/500 45/45 [==============================] - 0s 348us/step - loss: 0.4491 - accuracy: 0.7812 Epoch 44/500 45/45 [==============================] - 0s 339us/step - loss: 0.4489 - accuracy: 0.7840 Epoch 45/500 45/45 [==============================] - 0s 343us/step - loss: 0.4479 - accuracy: 0.7826 Epoch 46/500 45/45 [==============================] - 0s 346us/step - loss: 0.4476 - accuracy: 0.7833 Epoch 47/500 45/45 [==============================] - 0s 353us/step - loss: 0.4471 - accuracy: 0.7799 Epoch 48/500 45/45 [==============================] - 0s 341us/step - loss: 0.4471 - accuracy: 0.7833 Epoch 49/500 45/45 [==============================] - 0s 343us/step - loss: 0.4464 - accuracy: 0.7847 Epoch 50/500 45/45 [==============================] - 0s 348us/step - loss: 0.4461 - accuracy: 0.7868 Epoch 51/500 45/45 [==============================] - 0s 348us/step - loss: 0.4456 - accuracy: 0.7847 Epoch 52/500 45/45 [==============================] - 0s 338us/step - loss: 0.4446 - accuracy: 0.7847 Epoch 53/500 45/45 [==============================] - 0s 337us/step - loss: 0.4446 - accuracy: 0.7847 Epoch 54/500 45/45 [==============================] - 0s 347us/step - loss: 0.4435 - accuracy: 0.7826 Epoch 55/500 45/45 [==============================] - 0s 344us/step - loss: 0.4434 - accuracy: 0.7854 Epoch 56/500 45/45 [==============================] - 0s 349us/step - loss: 0.4431 - accuracy: 0.7847 Epoch 57/500 45/45 [==============================] - 0s 352us/step - loss: 0.4426 - accuracy: 0.7889 Epoch 58/500 45/45 [==============================] - 0s 348us/step - loss: 0.4419 - accuracy: 0.7854 Epoch 59/500 45/45 [==============================] - 0s 362us/step - loss: 0.4416 - accuracy: 0.7847 Epoch 60/500 45/45 [==============================] - 0s 353us/step - loss: 0.4412 - accuracy: 0.7847 Epoch 61/500 45/45 [==============================] - 0s 347us/step - loss: 0.4411 - accuracy: 0.7868 Epoch 62/500 45/45 [==============================] - 0s 357us/step - loss: 0.4410 - accuracy: 0.7868 Epoch 63/500 45/45 [==============================] - 0s 343us/step - loss: 0.4404 - accuracy: 0.7847 Epoch 64/500 45/45 [==============================] - 0s 343us/step - loss: 0.4398 - accuracy: 0.7875 Epoch 65/500 45/45 [==============================] - 0s 353us/step - loss: 0.4397 - accuracy: 0.7861 Epoch 66/500 45/45 [==============================] - 0s 344us/step - loss: 0.4389 - accuracy: 0.7889 Epoch 67/500 45/45 [==============================] - 0s 347us/step - loss: 0.4388 - accuracy: 0.7903 Epoch 68/500 45/45 [==============================] - 0s 352us/step - loss: 0.4379 - accuracy: 0.7896 Epoch 69/500 45/45 [==============================] - 0s 341us/step - loss: 0.4382 - accuracy: 0.7896 Epoch 70/500 45/45 [==============================] - 0s 344us/step - loss: 0.4375 - accuracy: 0.7889 Epoch 71/500 45/45 [==============================] - 0s 344us/step - loss: 0.4370 - accuracy: 0.7861 Epoch 72/500 45/45 [==============================] - 0s 357us/step - loss: 0.4371 - accuracy: 0.7917 Epoch 73/500 45/45 [==============================] - 0s 340us/step - loss: 0.4370 - accuracy: 0.7882 Epoch 74/500 45/45 [==============================] - 0s 340us/step - loss: 0.4359 - accuracy: 0.7889 Epoch 75/500 45/45 [==============================] - 0s 345us/step - loss: 0.4358 - accuracy: 0.7917 Epoch 76/500 45/45 [==============================] - 0s 362us/step - loss: 0.4353 - accuracy: 0.7910 Epoch 77/500 45/45 [==============================] - 0s 339us/step - loss: 0.4355 - accuracy: 0.7882 Epoch 78/500 45/45 [==============================] - 0s 334us/step - loss: 0.4347 - accuracy: 0.7910 Epoch 79/500 45/45 [==============================] - 0s 348us/step - loss: 0.4349 - accuracy: 0.7903 Epoch 80/500 45/45 [==============================] - 0s 349us/step - loss: 0.4348 - accuracy: 0.7875 Epoch 81/500 45/45 [==============================] - 0s 348us/step - loss: 0.4341 - accuracy: 0.7910 Epoch 82/500 45/45 [==============================] - 0s 348us/step - loss: 0.4333 - accuracy: 0.7917 Epoch 83/500 45/45 [==============================] - 0s 345us/step - loss: 0.4338 - accuracy: 0.7924 Epoch 84/500 45/45 [==============================] - 0s 358us/step - loss: 0.4329 - accuracy: 0.7910 Epoch 85/500 45/45 [==============================] - 0s 350us/step - loss: 0.4330 - accuracy: 0.7896 Epoch 86/500 45/45 [==============================] - 0s 345us/step - loss: 0.4318 - accuracy: 0.7931 Epoch 87/500 45/45 [==============================] - 0s 356us/step - loss: 0.4316 - accuracy: 0.7937 Epoch 88/500 45/45 [==============================] - 0s 353us/step - loss: 0.4314 - accuracy: 0.7937 Epoch 89/500 45/45 [==============================] - 0s 350us/step - loss: 0.4310 - accuracy: 0.7986 Epoch 90/500 45/45 [==============================] - 0s 353us/step - loss: 0.4309 - accuracy: 0.7986 Epoch 91/500 45/45 [==============================] - 0s 352us/step - loss: 0.4306 - accuracy: 0.7993 Epoch 92/500 45/45 [==============================] - 0s 345us/step - loss: 0.4302 - accuracy: 0.7958 Epoch 93/500 45/45 [==============================] - 0s 349us/step - loss: 0.4302 - accuracy: 0.7986 Epoch 94/500 45/45 [==============================] - 0s 344us/step - loss: 0.4295 - accuracy: 0.7979 Epoch 95/500 45/45 [==============================] - 0s 350us/step - loss: 0.4295 - accuracy: 0.8028 Epoch 96/500 45/45 [==============================] - 0s 341us/step - loss: 0.4297 - accuracy: 0.8028 Epoch 97/500 45/45 [==============================] - 0s 353us/step - loss: 0.4285 - accuracy: 0.8021 Epoch 98/500 45/45 [==============================] - 0s 346us/step - loss: 0.4285 - accuracy: 0.8014 Epoch 99/500 45/45 [==============================] - 0s 347us/step - loss: 0.4281 - accuracy: 0.8028 Epoch 100/500 45/45 [==============================] - 0s 353us/step - loss: 0.4281 - accuracy: 0.8021 Epoch 101/500 45/45 [==============================] - 0s 346us/step - loss: 0.4273 - accuracy: 0.8062 Epoch 102/500 45/45 [==============================] - 0s 349us/step - loss: 0.4276 - accuracy: 0.8028 Epoch 103/500 45/45 [==============================] - 0s 368us/step - loss: 0.4272 - accuracy: 0.8028 Epoch 104/500 45/45 [==============================] - 0s 403us/step - loss: 0.4265 - accuracy: 0.8090 Epoch 105/500 45/45 [==============================] - 0s 388us/step - loss: 0.4266 - accuracy: 0.8035 Epoch 106/500 45/45 [==============================] - 0s 367us/step - loss: 0.4264 - accuracy: 0.8028 Epoch 107/500 45/45 [==============================] - 0s 357us/step - loss: 0.4266 - accuracy: 0.8062 Epoch 108/500 45/45 [==============================] - 0s 358us/step - loss: 0.4260 - accuracy: 0.8076 Epoch 109/500 45/45 [==============================] - 0s 357us/step - loss: 0.4255 - accuracy: 0.8083 Epoch 110/500 45/45 [==============================] - 0s 353us/step - loss: 0.4255 - accuracy: 0.8076 Epoch 111/500 45/45 [==============================] - 0s 358us/step - loss: 0.4249 - accuracy: 0.8097 Epoch 112/500 45/45 [==============================] - 0s 359us/step - loss: 0.4253 - accuracy: 0.8069 Epoch 113/500 45/45 [==============================] - 0s 353us/step - loss: 0.4244 - accuracy: 0.8062 Epoch 114/500 45/45 [==============================] - 0s 354us/step - loss: 0.4241 - accuracy: 0.8083 Epoch 115/500 45/45 [==============================] - 0s 350us/step - loss: 0.4241 - accuracy: 0.8062 Epoch 116/500 45/45 [==============================] - 0s 353us/step - loss: 0.4241 - accuracy: 0.8056 Epoch 117/500 45/45 [==============================] - 0s 354us/step - loss: 0.4241 - accuracy: 0.8035 Epoch 118/500 45/45 [==============================] - 0s 364us/step - loss: 0.4238 - accuracy: 0.8076 Epoch 119/500 45/45 [==============================] - 0s 384us/step - loss: 0.4236 - accuracy: 0.8014 Epoch 120/500 45/45 [==============================] - 0s 374us/step - loss: 0.4236 - accuracy: 0.8097 Epoch 121/500 45/45 [==============================] - 0s 369us/step - loss: 0.4233 - accuracy: 0.8069 Epoch 122/500 45/45 [==============================] - 0s 369us/step - loss: 0.4233 - accuracy: 0.8069 Epoch 123/500 45/45 [==============================] - 0s 366us/step - loss: 0.4228 - accuracy: 0.8042 Epoch 124/500 45/45 [==============================] - 0s 364us/step - loss: 0.4223 - accuracy: 0.8069 Epoch 125/500 45/45 [==============================] - 0s 360us/step - loss: 0.4224 - accuracy: 0.8097 Epoch 126/500 45/45 [==============================] - 0s 362us/step - loss: 0.4223 - accuracy: 0.8007 Epoch 127/500 45/45 [==============================] - 0s 375us/step - loss: 0.4221 - accuracy: 0.8062 Epoch 128/500 45/45 [==============================] - 0s 372us/step - loss: 0.4217 - accuracy: 0.8056 Epoch 129/500 45/45 [==============================] - 0s 358us/step - loss: 0.4219 - accuracy: 0.8125 Epoch 130/500 45/45 [==============================] - 0s 379us/step - loss: 0.4221 - accuracy: 0.7986 Epoch 131/500 45/45 [==============================] - 0s 366us/step - loss: 0.4220 - accuracy: 0.8076 Epoch 132/500 45/45 [==============================] - 0s 359us/step - loss: 0.4215 - accuracy: 0.8062 Epoch 133/500 45/45 [==============================] - 0s 349us/step - loss: 0.4211 - accuracy: 0.8076 Epoch 134/500 45/45 [==============================] - 0s 354us/step - loss: 0.4214 - accuracy: 0.8062 Epoch 135/500 45/45 [==============================] - 0s 365us/step - loss: 0.4210 - accuracy: 0.8069 Epoch 136/500 45/45 [==============================] - 0s 367us/step - loss: 0.4213 - accuracy: 0.8042 Epoch 137/500 45/45 [==============================] - 0s 343us/step - loss: 0.4207 - accuracy: 0.8090 Epoch 138/500 45/45 [==============================] - 0s 362us/step - loss: 0.4206 - accuracy: 0.8028 Epoch 139/500 45/45 [==============================] - 0s 356us/step - loss: 0.4205 - accuracy: 0.8042 Epoch 140/500 45/45 [==============================] - 0s 367us/step - loss: 0.4206 - accuracy: 0.8097 Epoch 141/500 45/45 [==============================] - 0s 351us/step - loss: 0.4199 - accuracy: 0.8056 Epoch 142/500 45/45 [==============================] - 0s 357us/step - loss: 0.4209 - accuracy: 0.8007 Epoch 143/500 45/45 [==============================] - 0s 349us/step - loss: 0.4196 - accuracy: 0.8014 Epoch 144/500 45/45 [==============================] - 0s 351us/step - loss: 0.4197 - accuracy: 0.8028 Epoch 145/500 45/45 [==============================] - 0s 354us/step - loss: 0.4199 - accuracy: 0.8035 Epoch 146/500 45/45 [==============================] - 0s 361us/step - loss: 0.4193 - accuracy: 0.8118 Epoch 147/500 45/45 [==============================] - 0s 355us/step - loss: 0.4191 - accuracy: 0.7993 Epoch 148/500 45/45 [==============================] - 0s 349us/step - loss: 0.4188 - accuracy: 0.8097 Epoch 149/500 45/45 [==============================] - 0s 342us/step - loss: 0.4187 - accuracy: 0.8000 Epoch 150/500 45/45 [==============================] - 0s 344us/step - loss: 0.4185 - accuracy: 0.8042 Epoch 151/500 45/45 [==============================] - 0s 355us/step - loss: 0.4184 - accuracy: 0.8014 Epoch 152/500 45/45 [==============================] - 0s 338us/step - loss: 0.4185 - accuracy: 0.8090 Epoch 153/500 45/45 [==============================] - 0s 348us/step - loss: 0.4191 - accuracy: 0.7993 Epoch 154/500 45/45 [==============================] - 0s 366us/step - loss: 0.4186 - accuracy: 0.8062 Epoch 155/500 45/45 [==============================] - 0s 375us/step - loss: 0.4175 - accuracy: 0.8035 Epoch 156/500 45/45 [==============================] - 0s 371us/step - loss: 0.4184 - accuracy: 0.8069 Epoch 157/500 45/45 [==============================] - 0s 378us/step - loss: 0.4180 - accuracy: 0.8042 Epoch 158/500 45/45 [==============================] - 0s 360us/step - loss: 0.4182 - accuracy: 0.8056 Epoch 159/500 45/45 [==============================] - 0s 359us/step - loss: 0.4180 - accuracy: 0.8056 Epoch 160/500 45/45 [==============================] - 0s 359us/step - loss: 0.4178 - accuracy: 0.8118 Epoch 161/500 45/45 [==============================] - 0s 369us/step - loss: 0.4179 - accuracy: 0.8000 Epoch 162/500 45/45 [==============================] - 0s 368us/step - loss: 0.4175 - accuracy: 0.8035 Epoch 163/500 45/45 [==============================] - 0s 383us/step - loss: 0.4171 - accuracy: 0.8042 Epoch 164/500 45/45 [==============================] - 0s 364us/step - loss: 0.4172 - accuracy: 0.8076 Epoch 165/500 45/45 [==============================] - 0s 371us/step - loss: 0.4167 - accuracy: 0.8042 Epoch 166/500 45/45 [==============================] - 0s 361us/step - loss: 0.4170 - accuracy: 0.8035 Epoch 167/500 45/45 [==============================] - 0s 471us/step - loss: 0.4166 - accuracy: 0.8035 Epoch 168/500 45/45 [==============================] - 0s 356us/step - loss: 0.4166 - accuracy: 0.8042 Epoch 169/500 45/45 [==============================] - 0s 349us/step - loss: 0.4161 - accuracy: 0.8021 Epoch 170/500 45/45 [==============================] - 0s 362us/step - loss: 0.4159 - accuracy: 0.8083 Epoch 171/500 45/45 [==============================] - 0s 358us/step - loss: 0.4156 - accuracy: 0.8035 Epoch 172/500 45/45 [==============================] - 0s 353us/step - loss: 0.4154 - accuracy: 0.8069 Epoch 173/500 45/45 [==============================] - 0s 356us/step - loss: 0.4161 - accuracy: 0.8056 Epoch 174/500 45/45 [==============================] - 0s 356us/step - loss: 0.4152 - accuracy: 0.8090 Epoch 175/500 45/45 [==============================] - 0s 352us/step - loss: 0.4158 - accuracy: 0.8083 Epoch 176/500 45/45 [==============================] - 0s 353us/step - loss: 0.4156 - accuracy: 0.8062 Epoch 177/500 45/45 [==============================] - 0s 349us/step - loss: 0.4155 - accuracy: 0.8076 Epoch 178/500 45/45 [==============================] - 0s 353us/step - loss: 0.4154 - accuracy: 0.8069 Epoch 179/500 45/45 [==============================] - 0s 340us/step - loss: 0.4154 - accuracy: 0.8069 Epoch 180/500 45/45 [==============================] - 0s 358us/step - loss: 0.4145 - accuracy: 0.8097 Epoch 181/500 45/45 [==============================] - 0s 346us/step - loss: 0.4146 - accuracy: 0.8069 Epoch 182/500 45/45 [==============================] - 0s 348us/step - loss: 0.4157 - accuracy: 0.8035 Epoch 183/500 45/45 [==============================] - 0s 364us/step - loss: 0.4152 - accuracy: 0.8132 Epoch 184/500 45/45 [==============================] - 0s 340us/step - loss: 0.4136 - accuracy: 0.8090 Epoch 185/500 45/45 [==============================] - 0s 354us/step - loss: 0.4137 - accuracy: 0.8083 Epoch 186/500 45/45 [==============================] - 0s 378us/step - loss: 0.4140 - accuracy: 0.8104 Epoch 187/500 45/45 [==============================] - 0s 374us/step - loss: 0.4139 - accuracy: 0.8090 Epoch 188/500 45/45 [==============================] - 0s 387us/step - loss: 0.4138 - accuracy: 0.8090 Epoch 189/500 45/45 [==============================] - 0s 397us/step - loss: 0.4133 - accuracy: 0.8118 Epoch 190/500 45/45 [==============================] - 0s 399us/step - loss: 0.4136 - accuracy: 0.8083 Epoch 191/500 45/45 [==============================] - 0s 388us/step - loss: 0.4131 - accuracy: 0.8090 Epoch 192/500 45/45 [==============================] - 0s 369us/step - loss: 0.4132 - accuracy: 0.8118 Epoch 193/500 45/45 [==============================] - 0s 368us/step - loss: 0.4128 - accuracy: 0.8083 Epoch 194/500 45/45 [==============================] - 0s 383us/step - loss: 0.4124 - accuracy: 0.8090 Epoch 195/500 45/45 [==============================] - 0s 387us/step - loss: 0.4128 - accuracy: 0.8146 Epoch 196/500 45/45 [==============================] - 0s 381us/step - loss: 0.4133 - accuracy: 0.8104 Epoch 197/500 45/45 [==============================] - 0s 379us/step - loss: 0.4126 - accuracy: 0.8083 Epoch 198/500 45/45 [==============================] - 0s 359us/step - loss: 0.4132 - accuracy: 0.8076 Epoch 199/500 45/45 [==============================] - 0s 343us/step - loss: 0.4122 - accuracy: 0.8153 Epoch 200/500 45/45 [==============================] - 0s 353us/step - loss: 0.4117 - accuracy: 0.8111 Epoch 201/500 45/45 [==============================] - 0s 351us/step - loss: 0.4130 - accuracy: 0.8125 Epoch 202/500 45/45 [==============================] - 0s 333us/step - loss: 0.4124 - accuracy: 0.8174 Epoch 203/500 45/45 [==============================] - 0s 366us/step - loss: 0.4116 - accuracy: 0.8139 Epoch 204/500 45/45 [==============================] - 0s 366us/step - loss: 0.4112 - accuracy: 0.8146 Epoch 205/500 45/45 [==============================] - 0s 358us/step - loss: 0.4111 - accuracy: 0.8153 Epoch 206/500 45/45 [==============================] - 0s 344us/step - loss: 0.4108 - accuracy: 0.8160 Epoch 207/500 45/45 [==============================] - 0s 351us/step - loss: 0.4105 - accuracy: 0.8146 Epoch 208/500 45/45 [==============================] - 0s 348us/step - loss: 0.4105 - accuracy: 0.8153 Epoch 209/500 45/45 [==============================] - 0s 357us/step - loss: 0.4100 - accuracy: 0.8104 Epoch 210/500 45/45 [==============================] - 0s 348us/step - loss: 0.4101 - accuracy: 0.8167 Epoch 211/500 45/45 [==============================] - 0s 349us/step - loss: 0.4097 - accuracy: 0.8146 Epoch 212/500 45/45 [==============================] - 0s 355us/step - loss: 0.4101 - accuracy: 0.8146 Epoch 213/500 45/45 [==============================] - 0s 348us/step - loss: 0.4095 - accuracy: 0.8167 Epoch 214/500 45/45 [==============================] - 0s 347us/step - loss: 0.4093 - accuracy: 0.8167 Epoch 215/500 45/45 [==============================] - 0s 351us/step - loss: 0.4088 - accuracy: 0.8104 Epoch 216/500 45/45 [==============================] - 0s 347us/step - loss: 0.4088 - accuracy: 0.8104 Epoch 217/500 45/45 [==============================] - 0s 343us/step - loss: 0.4089 - accuracy: 0.8174 Epoch 218/500 45/45 [==============================] - 0s 346us/step - loss: 0.4092 - accuracy: 0.8146 Epoch 219/500 45/45 [==============================] - 0s 341us/step - loss: 0.4087 - accuracy: 0.8181 Epoch 220/500 45/45 [==============================] - 0s 347us/step - loss: 0.4081 - accuracy: 0.8146 Epoch 221/500 45/45 [==============================] - 0s 349us/step - loss: 0.4084 - accuracy: 0.8118 Epoch 222/500 45/45 [==============================] - 0s 356us/step - loss: 0.4090 - accuracy: 0.8194 Epoch 223/500 45/45 [==============================] - 0s 339us/step - loss: 0.4084 - accuracy: 0.8146 Epoch 224/500 45/45 [==============================] - 0s 346us/step - loss: 0.4079 - accuracy: 0.8146 Epoch 225/500 45/45 [==============================] - 0s 345us/step - loss: 0.4073 - accuracy: 0.8160 Epoch 226/500 45/45 [==============================] - 0s 358us/step - loss: 0.4072 - accuracy: 0.8139 Epoch 227/500 45/45 [==============================] - 0s 343us/step - loss: 0.4066 - accuracy: 0.8188 Epoch 228/500 45/45 [==============================] - 0s 360us/step - loss: 0.4074 - accuracy: 0.8146 Epoch 229/500 45/45 [==============================] - 0s 352us/step - loss: 0.4063 - accuracy: 0.8104 Epoch 230/500 45/45 [==============================] - 0s 355us/step - loss: 0.4064 - accuracy: 0.8160 Epoch 231/500 45/45 [==============================] - 0s 344us/step - loss: 0.4067 - accuracy: 0.8146 Epoch 232/500 45/45 [==============================] - 0s 362us/step - loss: 0.4056 - accuracy: 0.8139 Epoch 233/500 45/45 [==============================] - 0s 353us/step - loss: 0.4057 - accuracy: 0.8146 Epoch 234/500 45/45 [==============================] - 0s 346us/step - loss: 0.4059 - accuracy: 0.8097 Epoch 235/500 45/45 [==============================] - 0s 346us/step - loss: 0.4063 - accuracy: 0.8132 Epoch 236/500 45/45 [==============================] - 0s 349us/step - loss: 0.4063 - accuracy: 0.8167 Epoch 237/500 45/45 [==============================] - 0s 356us/step - loss: 0.4062 - accuracy: 0.8146 Epoch 238/500 45/45 [==============================] - 0s 342us/step - loss: 0.4058 - accuracy: 0.8118 Epoch 239/500 45/45 [==============================] - 0s 352us/step - loss: 0.4054 - accuracy: 0.8132 Epoch 240/500 45/45 [==============================] - 0s 358us/step - loss: 0.4049 - accuracy: 0.8132 Epoch 241/500 45/45 [==============================] - 0s 349us/step - loss: 0.4052 - accuracy: 0.8132 Epoch 242/500 45/45 [==============================] - 0s 344us/step - loss: 0.4055 - accuracy: 0.8132 Epoch 243/500 45/45 [==============================] - 0s 346us/step - loss: 0.4048 - accuracy: 0.8104 Epoch 244/500 45/45 [==============================] - 0s 352us/step - loss: 0.4042 - accuracy: 0.8125 Epoch 245/500 45/45 [==============================] - 0s 349us/step - loss: 0.4048 - accuracy: 0.8097 Epoch 246/500 45/45 [==============================] - 0s 352us/step - loss: 0.4040 - accuracy: 0.8118 Epoch 247/500 45/45 [==============================] - 0s 350us/step - loss: 0.4035 - accuracy: 0.8090 Epoch 248/500 45/45 [==============================] - 0s 343us/step - loss: 0.4040 - accuracy: 0.8181 Epoch 249/500 45/45 [==============================] - 0s 352us/step - loss: 0.4039 - accuracy: 0.8104 Epoch 250/500 45/45 [==============================] - 0s 356us/step - loss: 0.4045 - accuracy: 0.8146 Epoch 251/500 45/45 [==============================] - 0s 351us/step - loss: 0.4032 - accuracy: 0.8139 Epoch 252/500 45/45 [==============================] - 0s 346us/step - loss: 0.4030 - accuracy: 0.8104 Epoch 253/500 45/45 [==============================] - 0s 350us/step - loss: 0.4034 - accuracy: 0.8167 Epoch 254/500 45/45 [==============================] - 0s 348us/step - loss: 0.4031 - accuracy: 0.8118 Epoch 255/500 45/45 [==============================] - 0s 363us/step - loss: 0.4033 - accuracy: 0.8139 Epoch 256/500 45/45 [==============================] - 0s 345us/step - loss: 0.4032 - accuracy: 0.8153 Epoch 257/500 45/45 [==============================] - 0s 353us/step - loss: 0.4034 - accuracy: 0.8132 Epoch 258/500 45/45 [==============================] - 0s 344us/step - loss: 0.4033 - accuracy: 0.8097 Epoch 259/500 45/45 [==============================] - 0s 345us/step - loss: 0.4023 - accuracy: 0.8132 Epoch 260/500 45/45 [==============================] - 0s 348us/step - loss: 0.4025 - accuracy: 0.8139 Epoch 261/500 45/45 [==============================] - 0s 352us/step - loss: 0.4023 - accuracy: 0.8139 Epoch 262/500 45/45 [==============================] - 0s 345us/step - loss: 0.4025 - accuracy: 0.8125 Epoch 263/500 45/45 [==============================] - 0s 345us/step - loss: 0.4022 - accuracy: 0.8146 Epoch 264/500 45/45 [==============================] - 0s 339us/step - loss: 0.4015 - accuracy: 0.8097 Epoch 265/500 45/45 [==============================] - 0s 354us/step - loss: 0.4023 - accuracy: 0.8069 Epoch 266/500 45/45 [==============================] - 0s 349us/step - loss: 0.4011 - accuracy: 0.8229 Epoch 267/500 45/45 [==============================] - 0s 340us/step - loss: 0.4024 - accuracy: 0.8090 Epoch 268/500 45/45 [==============================] - 0s 350us/step - loss: 0.4015 - accuracy: 0.8132 Epoch 269/500 45/45 [==============================] - 0s 492us/step - loss: 0.4012 - accuracy: 0.8125 Epoch 270/500 45/45 [==============================] - 0s 366us/step - loss: 0.4020 - accuracy: 0.8118 Epoch 271/500 45/45 [==============================] - 0s 364us/step - loss: 0.4011 - accuracy: 0.8160 Epoch 272/500 45/45 [==============================] - 0s 358us/step - loss: 0.4020 - accuracy: 0.8174 Epoch 273/500 45/45 [==============================] - 0s 357us/step - loss: 0.4019 - accuracy: 0.8174 Epoch 274/500 45/45 [==============================] - 0s 357us/step - loss: 0.4012 - accuracy: 0.8125 Epoch 275/500 45/45 [==============================] - 0s 349us/step - loss: 0.4004 - accuracy: 0.8146 Epoch 276/500 45/45 [==============================] - 0s 345us/step - loss: 0.4002 - accuracy: 0.8167 Epoch 277/500 45/45 [==============================] - 0s 348us/step - loss: 0.3999 - accuracy: 0.8250 Epoch 278/500 45/45 [==============================] - 0s 356us/step - loss: 0.4009 - accuracy: 0.8160 Epoch 279/500 45/45 [==============================] - 0s 346us/step - loss: 0.4005 - accuracy: 0.8160 Epoch 280/500 45/45 [==============================] - 0s 340us/step - loss: 0.3997 - accuracy: 0.8194 Epoch 281/500 45/45 [==============================] - 0s 354us/step - loss: 0.3991 - accuracy: 0.8208 Epoch 282/500 45/45 [==============================] - 0s 349us/step - loss: 0.3994 - accuracy: 0.8194 Epoch 283/500 45/45 [==============================] - 0s 337us/step - loss: 0.3984 - accuracy: 0.8208 Epoch 284/500 45/45 [==============================] - 0s 357us/step - loss: 0.3993 - accuracy: 0.8167 Epoch 285/500 45/45 [==============================] - 0s 345us/step - loss: 0.3990 - accuracy: 0.8236 Epoch 286/500 45/45 [==============================] - 0s 333us/step - loss: 0.3986 - accuracy: 0.8208 Epoch 287/500 45/45 [==============================] - 0s 346us/step - loss: 0.3992 - accuracy: 0.8229 Epoch 288/500 45/45 [==============================] - 0s 354us/step - loss: 0.3994 - accuracy: 0.8188 Epoch 289/500 45/45 [==============================] - 0s 351us/step - loss: 0.3984 - accuracy: 0.8188 Epoch 290/500 45/45 [==============================] - 0s 353us/step - loss: 0.3978 - accuracy: 0.8243 Epoch 291/500 45/45 [==============================] - 0s 330us/step - loss: 0.3976 - accuracy: 0.8201 Epoch 292/500 45/45 [==============================] - 0s 349us/step - loss: 0.3985 - accuracy: 0.8208 Epoch 293/500 45/45 [==============================] - 0s 352us/step - loss: 0.3993 - accuracy: 0.8229 Epoch 294/500 45/45 [==============================] - 0s 356us/step - loss: 0.3979 - accuracy: 0.8229 Epoch 295/500 45/45 [==============================] - 0s 351us/step - loss: 0.3981 - accuracy: 0.8208 Epoch 296/500 45/45 [==============================] - 0s 352us/step - loss: 0.3977 - accuracy: 0.8222 Epoch 297/500 45/45 [==============================] - 0s 350us/step - loss: 0.3969 - accuracy: 0.8236 Epoch 298/500 45/45 [==============================] - 0s 347us/step - loss: 0.3976 - accuracy: 0.8257 Epoch 299/500 45/45 [==============================] - 0s 352us/step - loss: 0.3973 - accuracy: 0.8264 Epoch 300/500 45/45 [==============================] - 0s 338us/step - loss: 0.3983 - accuracy: 0.8201 Epoch 301/500 45/45 [==============================] - 0s 343us/step - loss: 0.3979 - accuracy: 0.8250 Epoch 302/500 45/45 [==============================] - 0s 342us/step - loss: 0.3966 - accuracy: 0.8278 Epoch 303/500 45/45 [==============================] - 0s 348us/step - loss: 0.3961 - accuracy: 0.8229 Epoch 304/500 45/45 [==============================] - 0s 346us/step - loss: 0.3966 - accuracy: 0.8257 Epoch 305/500 45/45 [==============================] - 0s 355us/step - loss: 0.3974 - accuracy: 0.8271 Epoch 306/500 45/45 [==============================] - 0s 340us/step - loss: 0.3969 - accuracy: 0.8201 Epoch 307/500 45/45 [==============================] - 0s 333us/step - loss: 0.3964 - accuracy: 0.8264 Epoch 308/500 45/45 [==============================] - 0s 336us/step - loss: 0.3966 - accuracy: 0.8243 Epoch 309/500 45/45 [==============================] - 0s 348us/step - loss: 0.3954 - accuracy: 0.8257 Epoch 310/500 45/45 [==============================] - 0s 348us/step - loss: 0.3955 - accuracy: 0.8271 Epoch 311/500 45/45 [==============================] - 0s 338us/step - loss: 0.3955 - accuracy: 0.8229 Epoch 312/500 45/45 [==============================] - 0s 347us/step - loss: 0.3964 - accuracy: 0.8250 Epoch 313/500 45/45 [==============================] - 0s 348us/step - loss: 0.3951 - accuracy: 0.8257 Epoch 314/500 45/45 [==============================] - 0s 343us/step - loss: 0.3947 - accuracy: 0.8250 Epoch 315/500 45/45 [==============================] - 0s 348us/step - loss: 0.3943 - accuracy: 0.8257 Epoch 316/500 45/45 [==============================] - 0s 355us/step - loss: 0.3947 - accuracy: 0.8229 Epoch 317/500 45/45 [==============================] - 0s 350us/step - loss: 0.3940 - accuracy: 0.8222 Epoch 318/500 45/45 [==============================] - 0s 347us/step - loss: 0.3940 - accuracy: 0.8236 Epoch 319/500 45/45 [==============================] - 0s 370us/step - loss: 0.3944 - accuracy: 0.8229 Epoch 320/500 45/45 [==============================] - 0s 374us/step - loss: 0.3948 - accuracy: 0.8222 Epoch 321/500 45/45 [==============================] - 0s 357us/step - loss: 0.3947 - accuracy: 0.8215 Epoch 322/500 45/45 [==============================] - 0s 353us/step - loss: 0.3947 - accuracy: 0.8250 Epoch 323/500 45/45 [==============================] - 0s 357us/step - loss: 0.3933 - accuracy: 0.8257 Epoch 324/500 45/45 [==============================] - 0s 341us/step - loss: 0.3938 - accuracy: 0.8299 Epoch 325/500 45/45 [==============================] - 0s 350us/step - loss: 0.3945 - accuracy: 0.8250 Epoch 326/500 45/45 [==============================] - 0s 353us/step - loss: 0.3932 - accuracy: 0.8299 Epoch 327/500 45/45 [==============================] - 0s 353us/step - loss: 0.3930 - accuracy: 0.8229 Epoch 328/500 45/45 [==============================] - 0s 353us/step - loss: 0.3923 - accuracy: 0.8250 Epoch 329/500 45/45 [==============================] - 0s 347us/step - loss: 0.3943 - accuracy: 0.8236 Epoch 330/500 45/45 [==============================] - 0s 344us/step - loss: 0.3921 - accuracy: 0.8333 Epoch 331/500 45/45 [==============================] - 0s 353us/step - loss: 0.3922 - accuracy: 0.8285 Epoch 332/500 45/45 [==============================] - 0s 344us/step - loss: 0.3923 - accuracy: 0.8222 Epoch 333/500 45/45 [==============================] - 0s 351us/step - loss: 0.3916 - accuracy: 0.8285 Epoch 334/500 45/45 [==============================] - 0s 357us/step - loss: 0.3915 - accuracy: 0.8229 Epoch 335/500 45/45 [==============================] - 0s 350us/step - loss: 0.3904 - accuracy: 0.8306 Epoch 336/500 45/45 [==============================] - 0s 348us/step - loss: 0.3912 - accuracy: 0.8306 Epoch 337/500 45/45 [==============================] - 0s 352us/step - loss: 0.3904 - accuracy: 0.8243 Epoch 338/500 45/45 [==============================] - 0s 353us/step - loss: 0.3903 - accuracy: 0.8299 Epoch 339/500 45/45 [==============================] - 0s 354us/step - loss: 0.3898 - accuracy: 0.8285 Epoch 340/500 45/45 [==============================] - 0s 348us/step - loss: 0.3904 - accuracy: 0.8285 Epoch 341/500 45/45 [==============================] - 0s 351us/step - loss: 0.3897 - accuracy: 0.8306 Epoch 342/500 45/45 [==============================] - 0s 342us/step - loss: 0.3906 - accuracy: 0.8278 Epoch 343/500 45/45 [==============================] - 0s 351us/step - loss: 0.3895 - accuracy: 0.8243 Epoch 344/500 45/45 [==============================] - 0s 351us/step - loss: 0.3899 - accuracy: 0.8257 Epoch 345/500 45/45 [==============================] - 0s 348us/step - loss: 0.3893 - accuracy: 0.8292 Epoch 346/500 45/45 [==============================] - 0s 346us/step - loss: 0.3896 - accuracy: 0.8299 Epoch 347/500 45/45 [==============================] - 0s 351us/step - loss: 0.3894 - accuracy: 0.8278 Epoch 348/500 45/45 [==============================] - 0s 348us/step - loss: 0.3892 - accuracy: 0.8299 Epoch 349/500 45/45 [==============================] - 0s 344us/step - loss: 0.3882 - accuracy: 0.8285 Epoch 350/500 45/45 [==============================] - 0s 342us/step - loss: 0.3888 - accuracy: 0.8313 Epoch 351/500 45/45 [==============================] - 0s 348us/step - loss: 0.3892 - accuracy: 0.8250 Epoch 352/500 45/45 [==============================] - 0s 358us/step - loss: 0.3887 - accuracy: 0.8306 Epoch 353/500 45/45 [==============================] - 0s 348us/step - loss: 0.3880 - accuracy: 0.8306 Epoch 354/500 45/45 [==============================] - 0s 347us/step - loss: 0.3871 - accuracy: 0.8257 Epoch 355/500 45/45 [==============================] - 0s 348us/step - loss: 0.3868 - accuracy: 0.8313 Epoch 356/500 45/45 [==============================] - 0s 347us/step - loss: 0.3875 - accuracy: 0.8285 Epoch 357/500 45/45 [==============================] - 0s 353us/step - loss: 0.3866 - accuracy: 0.8340 Epoch 358/500 45/45 [==============================] - 0s 344us/step - loss: 0.3880 - accuracy: 0.8340 Epoch 359/500 45/45 [==============================] - 0s 350us/step - loss: 0.3874 - accuracy: 0.8292 Epoch 360/500 45/45 [==============================] - 0s 340us/step - loss: 0.3867 - accuracy: 0.8319 Epoch 361/500 45/45 [==============================] - 0s 349us/step - loss: 0.3866 - accuracy: 0.8333 Epoch 362/500 45/45 [==============================] - 0s 348us/step - loss: 0.3864 - accuracy: 0.8313 Epoch 363/500 45/45 [==============================] - 0s 345us/step - loss: 0.3859 - accuracy: 0.8326 Epoch 364/500 45/45 [==============================] - 0s 340us/step - loss: 0.3880 - accuracy: 0.8271 Epoch 365/500 45/45 [==============================] - 0s 349us/step - loss: 0.3877 - accuracy: 0.8278 Epoch 366/500 45/45 [==============================] - 0s 358us/step - loss: 0.3887 - accuracy: 0.8340 Epoch 367/500 45/45 [==============================] - 0s 346us/step - loss: 0.3855 - accuracy: 0.8299 Epoch 368/500 45/45 [==============================] - 0s 353us/step - loss: 0.3858 - accuracy: 0.8326 Epoch 369/500 45/45 [==============================] - 0s 352us/step - loss: 0.3858 - accuracy: 0.8306 Epoch 370/500 45/45 [==============================] - 0s 344us/step - loss: 0.3864 - accuracy: 0.8278 Epoch 371/500 45/45 [==============================] - 0s 354us/step - loss: 0.3864 - accuracy: 0.8347 Epoch 372/500 45/45 [==============================] - 0s 340us/step - loss: 0.3857 - accuracy: 0.8285 Epoch 373/500 45/45 [==============================] - 0s 352us/step - loss: 0.3850 - accuracy: 0.8313 Epoch 374/500 45/45 [==============================] - 0s 344us/step - loss: 0.3848 - accuracy: 0.8326 Epoch 375/500 45/45 [==============================] - 0s 351us/step - loss: 0.3851 - accuracy: 0.8306 Epoch 376/500 45/45 [==============================] - 0s 345us/step - loss: 0.3846 - accuracy: 0.8306 Epoch 377/500 45/45 [==============================] - 0s 358us/step - loss: 0.3849 - accuracy: 0.8354 Epoch 378/500 45/45 [==============================] - 0s 338us/step - loss: 0.3844 - accuracy: 0.8347 Epoch 379/500 45/45 [==============================] - 0s 346us/step - loss: 0.3854 - accuracy: 0.8285 Epoch 380/500 45/45 [==============================] - 0s 351us/step - loss: 0.3848 - accuracy: 0.8340 Epoch 381/500 45/45 [==============================] - 0s 347us/step - loss: 0.3843 - accuracy: 0.8299 Epoch 382/500 45/45 [==============================] - 0s 354us/step - loss: 0.3840 - accuracy: 0.8319 Epoch 383/500 45/45 [==============================] - 0s 349us/step - loss: 0.3839 - accuracy: 0.8319 Epoch 384/500 45/45 [==============================] - 0s 350us/step - loss: 0.3851 - accuracy: 0.8319 Epoch 385/500 45/45 [==============================] - 0s 358us/step - loss: 0.3847 - accuracy: 0.8340 Epoch 386/500 45/45 [==============================] - 0s 352us/step - loss: 0.3841 - accuracy: 0.8319 Epoch 387/500 45/45 [==============================] - 0s 355us/step - loss: 0.3850 - accuracy: 0.8299 Epoch 388/500 45/45 [==============================] - 0s 346us/step - loss: 0.3839 - accuracy: 0.8333 Epoch 389/500 45/45 [==============================] - 0s 343us/step - loss: 0.3841 - accuracy: 0.8313 Epoch 390/500 45/45 [==============================] - 0s 357us/step - loss: 0.3844 - accuracy: 0.8333 Epoch 391/500 45/45 [==============================] - 0s 346us/step - loss: 0.3837 - accuracy: 0.8313 Epoch 392/500 45/45 [==============================] - 0s 344us/step - loss: 0.3834 - accuracy: 0.8333 Epoch 393/500 45/45 [==============================] - 0s 346us/step - loss: 0.3837 - accuracy: 0.8333 Epoch 394/500 45/45 [==============================] - 0s 354us/step - loss: 0.3825 - accuracy: 0.8285 Epoch 395/500 45/45 [==============================] - 0s 345us/step - loss: 0.3847 - accuracy: 0.8326 Epoch 396/500 45/45 [==============================] - 0s 357us/step - loss: 0.3832 - accuracy: 0.8292 Epoch 397/500 45/45 [==============================] - 0s 355us/step - loss: 0.3825 - accuracy: 0.8278 Epoch 398/500 45/45 [==============================] - 0s 347us/step - loss: 0.3831 - accuracy: 0.8326 Epoch 399/500 45/45 [==============================] - 0s 335us/step - loss: 0.3836 - accuracy: 0.8306 Epoch 400/500 45/45 [==============================] - 0s 364us/step - loss: 0.3837 - accuracy: 0.8313 Epoch 401/500 45/45 [==============================] - 0s 341us/step - loss: 0.3824 - accuracy: 0.8326 Epoch 402/500 45/45 [==============================] - 0s 348us/step - loss: 0.3826 - accuracy: 0.8361 Epoch 403/500 45/45 [==============================] - 0s 341us/step - loss: 0.3822 - accuracy: 0.8313 Epoch 404/500 45/45 [==============================] - 0s 350us/step - loss: 0.3819 - accuracy: 0.8306 Epoch 405/500 45/45 [==============================] - 0s 347us/step - loss: 0.3820 - accuracy: 0.8326 Epoch 406/500 45/45 [==============================] - 0s 357us/step - loss: 0.3816 - accuracy: 0.8306 Epoch 407/500 45/45 [==============================] - 0s 358us/step - loss: 0.3822 - accuracy: 0.8285 Epoch 408/500 45/45 [==============================] - 0s 361us/step - loss: 0.3830 - accuracy: 0.8292 Epoch 409/500 45/45 [==============================] - 0s 346us/step - loss: 0.3830 - accuracy: 0.8333 Epoch 410/500 45/45 [==============================] - 0s 354us/step - loss: 0.3822 - accuracy: 0.8333 Epoch 411/500 45/45 [==============================] - 0s 361us/step - loss: 0.3809 - accuracy: 0.8313 Epoch 412/500 45/45 [==============================] - 0s 355us/step - loss: 0.3816 - accuracy: 0.8313 Epoch 413/500 45/45 [==============================] - 0s 343us/step - loss: 0.3805 - accuracy: 0.8292 Epoch 414/500 45/45 [==============================] - 0s 355us/step - loss: 0.3811 - accuracy: 0.8285 Epoch 415/500 45/45 [==============================] - 0s 342us/step - loss: 0.3817 - accuracy: 0.8333 Epoch 416/500 45/45 [==============================] - 0s 358us/step - loss: 0.3808 - accuracy: 0.8292 Epoch 417/500 45/45 [==============================] - 0s 340us/step - loss: 0.3813 - accuracy: 0.8278 Epoch 418/500 45/45 [==============================] - 0s 350us/step - loss: 0.3820 - accuracy: 0.8278 Epoch 419/500 45/45 [==============================] - 0s 349us/step - loss: 0.3813 - accuracy: 0.8326 Epoch 420/500 45/45 [==============================] - 0s 346us/step - loss: 0.3811 - accuracy: 0.8347 Epoch 421/500 45/45 [==============================] - 0s 338us/step - loss: 0.3811 - accuracy: 0.8306 Epoch 422/500 45/45 [==============================] - 0s 348us/step - loss: 0.3811 - accuracy: 0.8299 Epoch 423/500 45/45 [==============================] - 0s 364us/step - loss: 0.3815 - accuracy: 0.8326 Epoch 424/500 45/45 [==============================] - 0s 344us/step - loss: 0.3809 - accuracy: 0.8319 Epoch 425/500 45/45 [==============================] - 0s 352us/step - loss: 0.3806 - accuracy: 0.8292 Epoch 426/500 45/45 [==============================] - 0s 345us/step - loss: 0.3803 - accuracy: 0.8313 Epoch 427/500 45/45 [==============================] - 0s 339us/step - loss: 0.3806 - accuracy: 0.8361 Epoch 428/500 45/45 [==============================] - 0s 334us/step - loss: 0.3800 - accuracy: 0.8340 Epoch 429/500 45/45 [==============================] - 0s 355us/step - loss: 0.3789 - accuracy: 0.8368 Epoch 430/500 45/45 [==============================] - 0s 346us/step - loss: 0.3815 - accuracy: 0.8299 Epoch 431/500 45/45 [==============================] - 0s 345us/step - loss: 0.3801 - accuracy: 0.8354 Epoch 432/500 45/45 [==============================] - 0s 356us/step - loss: 0.3802 - accuracy: 0.8306 Epoch 433/500 45/45 [==============================] - 0s 346us/step - loss: 0.3793 - accuracy: 0.8340 Epoch 434/500 45/45 [==============================] - 0s 347us/step - loss: 0.3802 - accuracy: 0.8326 Epoch 435/500 45/45 [==============================] - 0s 351us/step - loss: 0.3807 - accuracy: 0.8347 Epoch 436/500 45/45 [==============================] - 0s 352us/step - loss: 0.3796 - accuracy: 0.8313 Epoch 437/500 45/45 [==============================] - 0s 344us/step - loss: 0.3793 - accuracy: 0.8326 Epoch 438/500 45/45 [==============================] - 0s 352us/step - loss: 0.3792 - accuracy: 0.8361 Epoch 439/500 45/45 [==============================] - 0s 342us/step - loss: 0.3797 - accuracy: 0.8333 Epoch 440/500 45/45 [==============================] - 0s 342us/step - loss: 0.3793 - accuracy: 0.8354 Epoch 441/500 45/45 [==============================] - 0s 350us/step - loss: 0.3806 - accuracy: 0.8319 Epoch 442/500 45/45 [==============================] - 0s 347us/step - loss: 0.3796 - accuracy: 0.8347 Epoch 443/500 45/45 [==============================] - 0s 334us/step - loss: 0.3796 - accuracy: 0.8306 Epoch 444/500 45/45 [==============================] - 0s 344us/step - loss: 0.3790 - accuracy: 0.8347 Epoch 445/500 45/45 [==============================] - 0s 349us/step - loss: 0.3787 - accuracy: 0.8340 Epoch 446/500 45/45 [==============================] - 0s 349us/step - loss: 0.3788 - accuracy: 0.8333 Epoch 447/500 45/45 [==============================] - 0s 344us/step - loss: 0.3787 - accuracy: 0.8333 Epoch 448/500 45/45 [==============================] - 0s 350us/step - loss: 0.3794 - accuracy: 0.8340 Epoch 449/500 45/45 [==============================] - 0s 343us/step - loss: 0.3786 - accuracy: 0.8326 Epoch 450/500 45/45 [==============================] - 0s 342us/step - loss: 0.3783 - accuracy: 0.8354 Epoch 451/500 45/45 [==============================] - 0s 342us/step - loss: 0.3786 - accuracy: 0.8326 Epoch 452/500 45/45 [==============================] - 0s 361us/step - loss: 0.3779 - accuracy: 0.8368 Epoch 453/500 45/45 [==============================] - 0s 354us/step - loss: 0.3785 - accuracy: 0.8292 Epoch 454/500 45/45 [==============================] - 0s 352us/step - loss: 0.3781 - accuracy: 0.8333 Epoch 455/500 45/45 [==============================] - 0s 352us/step - loss: 0.3782 - accuracy: 0.8333 Epoch 456/500 45/45 [==============================] - 0s 348us/step - loss: 0.3779 - accuracy: 0.8333 Epoch 457/500 45/45 [==============================] - 0s 352us/step - loss: 0.3777 - accuracy: 0.8326 Epoch 458/500 45/45 [==============================] - 0s 351us/step - loss: 0.3775 - accuracy: 0.8319 Epoch 459/500 45/45 [==============================] - 0s 350us/step - loss: 0.3784 - accuracy: 0.8326 Epoch 460/500 45/45 [==============================] - 0s 353us/step - loss: 0.3773 - accuracy: 0.8333 Epoch 461/500 45/45 [==============================] - 0s 351us/step - loss: 0.3781 - accuracy: 0.8340 Epoch 462/500 45/45 [==============================] - 0s 350us/step - loss: 0.3781 - accuracy: 0.8347 Epoch 463/500 45/45 [==============================] - 0s 343us/step - loss: 0.3790 - accuracy: 0.8285 Epoch 464/500 45/45 [==============================] - 0s 348us/step - loss: 0.3778 - accuracy: 0.8347 Epoch 465/500 45/45 [==============================] - 0s 353us/step - loss: 0.3778 - accuracy: 0.8299 Epoch 466/500 45/45 [==============================] - 0s 345us/step - loss: 0.3777 - accuracy: 0.8306 Epoch 467/500 45/45 [==============================] - 0s 349us/step - loss: 0.3777 - accuracy: 0.8319 Epoch 468/500 45/45 [==============================] - 0s 350us/step - loss: 0.3786 - accuracy: 0.8340 Epoch 469/500 45/45 [==============================] - 0s 345us/step - loss: 0.3801 - accuracy: 0.8333 Epoch 470/500 45/45 [==============================] - 0s 359us/step - loss: 0.3770 - accuracy: 0.8347 Epoch 471/500 45/45 [==============================] - 0s 338us/step - loss: 0.3784 - accuracy: 0.8271 Epoch 472/500 45/45 [==============================] - 0s 353us/step - loss: 0.3788 - accuracy: 0.8347 Epoch 473/500 45/45 [==============================] - 0s 349us/step - loss: 0.3771 - accuracy: 0.8319 Epoch 474/500 45/45 [==============================] - 0s 338us/step - loss: 0.3766 - accuracy: 0.8319 Epoch 475/500 45/45 [==============================] - 0s 357us/step - loss: 0.3782 - accuracy: 0.8271 Epoch 476/500 45/45 [==============================] - 0s 348us/step - loss: 0.3766 - accuracy: 0.8333 Epoch 477/500 45/45 [==============================] - 0s 347us/step - loss: 0.3771 - accuracy: 0.8333 Epoch 478/500 45/45 [==============================] - 0s 363us/step - loss: 0.3773 - accuracy: 0.8306 Epoch 479/500 45/45 [==============================] - 0s 355us/step - loss: 0.3773 - accuracy: 0.8326 Epoch 480/500 45/45 [==============================] - 0s 360us/step - loss: 0.3781 - accuracy: 0.8306 Epoch 481/500 45/45 [==============================] - 0s 340us/step - loss: 0.3772 - accuracy: 0.8333 Epoch 482/500 45/45 [==============================] - 0s 353us/step - loss: 0.3772 - accuracy: 0.8313 Epoch 483/500 45/45 [==============================] - 0s 347us/step - loss: 0.3768 - accuracy: 0.8285 Epoch 484/500 45/45 [==============================] - 0s 347us/step - loss: 0.3777 - accuracy: 0.8299 Epoch 485/500 45/45 [==============================] - 0s 338us/step - loss: 0.3779 - accuracy: 0.8333 Epoch 486/500 45/45 [==============================] - 0s 348us/step - loss: 0.3769 - accuracy: 0.8313 Epoch 487/500 45/45 [==============================] - 0s 349us/step - loss: 0.3770 - accuracy: 0.8319 Epoch 488/500 45/45 [==============================] - 0s 341us/step - loss: 0.3777 - accuracy: 0.8278 Epoch 489/500 45/45 [==============================] - 0s 346us/step - loss: 0.3768 - accuracy: 0.8285 Epoch 490/500 45/45 [==============================] - 0s 353us/step - loss: 0.3769 - accuracy: 0.8306 Epoch 491/500 45/45 [==============================] - 0s 346us/step - loss: 0.3766 - accuracy: 0.8285 Epoch 492/500 45/45 [==============================] - 0s 350us/step - loss: 0.3767 - accuracy: 0.8292 Epoch 493/500 45/45 [==============================] - 0s 356us/step - loss: 0.3761 - accuracy: 0.8313 Epoch 494/500 45/45 [==============================] - 0s 351us/step - loss: 0.3773 - accuracy: 0.8313 Epoch 495/500 45/45 [==============================] - 0s 346us/step - loss: 0.3775 - accuracy: 0.8306 Epoch 496/500 45/45 [==============================] - 0s 361us/step - loss: 0.3764 - accuracy: 0.8306 Epoch 497/500 45/45 [==============================] - 0s 344us/step - loss: 0.3764 - accuracy: 0.8313 Epoch 498/500 45/45 [==============================] - 0s 347us/step - loss: 0.3779 - accuracy: 0.8306 Epoch 499/500 45/45 [==============================] - 0s 346us/step - loss: 0.3762 - accuracy: 0.8285 Epoch 500/500 45/45 [==============================] - 0s 346us/step - loss: 0.3760 - accuracy: 0.8299 5/5 [==============================] - 0s 421us/step Epoch 1/500 45/45 [==============================] - 0s 447us/step - loss: 0.6901 - accuracy: 0.6424 Epoch 2/500 45/45 [==============================] - 0s 414us/step - loss: 0.6818 - accuracy: 0.6521 Epoch 3/500 45/45 [==============================] - 0s 351us/step - loss: 0.6655 - accuracy: 0.6764 Epoch 4/500 45/45 [==============================] - 0s 344us/step - loss: 0.6350 - accuracy: 0.7576 Epoch 5/500 45/45 [==============================] - 0s 328us/step - loss: 0.5961 - accuracy: 0.7444 Epoch 6/500 45/45 [==============================] - 0s 345us/step - loss: 0.5605 - accuracy: 0.7465 Epoch 7/500 45/45 [==============================] - 0s 328us/step - loss: 0.5319 - accuracy: 0.7417 Epoch 8/500 45/45 [==============================] - 0s 340us/step - loss: 0.5120 - accuracy: 0.7493 Epoch 9/500 45/45 [==============================] - 0s 327us/step - loss: 0.4997 - accuracy: 0.7458 Epoch 10/500 45/45 [==============================] - 0s 345us/step - loss: 0.4927 - accuracy: 0.7500 Epoch 11/500 45/45 [==============================] - 0s 343us/step - loss: 0.4875 - accuracy: 0.7507 Epoch 12/500 45/45 [==============================] - 0s 345us/step - loss: 0.4838 - accuracy: 0.7521 Epoch 13/500 45/45 [==============================] - 0s 335us/step - loss: 0.4814 - accuracy: 0.7549 Epoch 14/500 45/45 [==============================] - 0s 345us/step - loss: 0.4801 - accuracy: 0.7507 Epoch 15/500 45/45 [==============================] - 0s 347us/step - loss: 0.4784 - accuracy: 0.7521 Epoch 16/500 45/45 [==============================] - 0s 333us/step - loss: 0.4773 - accuracy: 0.7514 Epoch 17/500 45/45 [==============================] - 0s 334us/step - loss: 0.4764 - accuracy: 0.7569 Epoch 18/500 45/45 [==============================] - 0s 339us/step - loss: 0.4752 - accuracy: 0.7542 Epoch 19/500 45/45 [==============================] - 0s 334us/step - loss: 0.4744 - accuracy: 0.7542 Epoch 20/500 45/45 [==============================] - 0s 337us/step - loss: 0.4738 - accuracy: 0.7583 Epoch 21/500 45/45 [==============================] - 0s 338us/step - loss: 0.4729 - accuracy: 0.7542 Epoch 22/500 45/45 [==============================] - 0s 335us/step - loss: 0.4729 - accuracy: 0.7569 Epoch 23/500 45/45 [==============================] - 0s 337us/step - loss: 0.4719 - accuracy: 0.7556 Epoch 24/500 45/45 [==============================] - 0s 335us/step - loss: 0.4710 - accuracy: 0.7611 Epoch 25/500 45/45 [==============================] - 0s 335us/step - loss: 0.4705 - accuracy: 0.7576 Epoch 26/500 45/45 [==============================] - 0s 332us/step - loss: 0.4701 - accuracy: 0.7521 Epoch 27/500 45/45 [==============================] - 0s 339us/step - loss: 0.4693 - accuracy: 0.7597 Epoch 28/500 45/45 [==============================] - 0s 338us/step - loss: 0.4687 - accuracy: 0.7625 Epoch 29/500 45/45 [==============================] - 0s 338us/step - loss: 0.4680 - accuracy: 0.7590 Epoch 30/500 45/45 [==============================] - 0s 335us/step - loss: 0.4675 - accuracy: 0.7583 Epoch 31/500 45/45 [==============================] - 0s 336us/step - loss: 0.4673 - accuracy: 0.7611 Epoch 32/500 45/45 [==============================] - 0s 337us/step - loss: 0.4667 - accuracy: 0.7625 Epoch 33/500 45/45 [==============================] - 0s 330us/step - loss: 0.4665 - accuracy: 0.7625 Epoch 34/500 45/45 [==============================] - 0s 338us/step - loss: 0.4661 - accuracy: 0.7646 Epoch 35/500 45/45 [==============================] - 0s 339us/step - loss: 0.4656 - accuracy: 0.7653 Epoch 36/500 45/45 [==============================] - 0s 339us/step - loss: 0.4656 - accuracy: 0.7674 Epoch 37/500 45/45 [==============================] - 0s 336us/step - loss: 0.4649 - accuracy: 0.7667 Epoch 38/500 45/45 [==============================] - 0s 341us/step - loss: 0.4648 - accuracy: 0.7653 Epoch 39/500 45/45 [==============================] - 0s 334us/step - loss: 0.4645 - accuracy: 0.7660 Epoch 40/500 45/45 [==============================] - 0s 336us/step - loss: 0.4638 - accuracy: 0.7674 Epoch 41/500 45/45 [==============================] - 0s 333us/step - loss: 0.4636 - accuracy: 0.7667 Epoch 42/500 45/45 [==============================] - 0s 346us/step - loss: 0.4636 - accuracy: 0.7646 Epoch 43/500 45/45 [==============================] - 0s 347us/step - loss: 0.4627 - accuracy: 0.7681 Epoch 44/500 45/45 [==============================] - 0s 340us/step - loss: 0.4622 - accuracy: 0.7681 Epoch 45/500 45/45 [==============================] - 0s 328us/step - loss: 0.4626 - accuracy: 0.7715 Epoch 46/500 45/45 [==============================] - 0s 333us/step - loss: 0.4617 - accuracy: 0.7688 Epoch 47/500 45/45 [==============================] - 0s 327us/step - loss: 0.4607 - accuracy: 0.7674 Epoch 48/500 45/45 [==============================] - 0s 339us/step - loss: 0.4608 - accuracy: 0.7701 Epoch 49/500 45/45 [==============================] - 0s 345us/step - loss: 0.4605 - accuracy: 0.7715 Epoch 50/500 45/45 [==============================] - 0s 337us/step - loss: 0.4595 - accuracy: 0.7660 Epoch 51/500 45/45 [==============================] - 0s 351us/step - loss: 0.4593 - accuracy: 0.7667 Epoch 52/500 45/45 [==============================] - 0s 335us/step - loss: 0.4591 - accuracy: 0.7708 Epoch 53/500 45/45 [==============================] - 0s 331us/step - loss: 0.4585 - accuracy: 0.7743 Epoch 54/500 45/45 [==============================] - 0s 340us/step - loss: 0.4583 - accuracy: 0.7715 Epoch 55/500 45/45 [==============================] - 0s 330us/step - loss: 0.4583 - accuracy: 0.7750 Epoch 56/500 45/45 [==============================] - 0s 336us/step - loss: 0.4579 - accuracy: 0.7736 Epoch 57/500 45/45 [==============================] - 0s 339us/step - loss: 0.4573 - accuracy: 0.7750 Epoch 58/500 45/45 [==============================] - 0s 331us/step - loss: 0.4570 - accuracy: 0.7722 Epoch 59/500 45/45 [==============================] - 0s 333us/step - loss: 0.4568 - accuracy: 0.7757 Epoch 60/500 45/45 [==============================] - 0s 343us/step - loss: 0.4564 - accuracy: 0.7764 Epoch 61/500 45/45 [==============================] - 0s 330us/step - loss: 0.4559 - accuracy: 0.7743 Epoch 62/500 45/45 [==============================] - 0s 332us/step - loss: 0.4556 - accuracy: 0.7736 Epoch 63/500 45/45 [==============================] - 0s 332us/step - loss: 0.4557 - accuracy: 0.7736 Epoch 64/500 45/45 [==============================] - 0s 340us/step - loss: 0.4554 - accuracy: 0.7736 Epoch 65/500 45/45 [==============================] - 0s 333us/step - loss: 0.4551 - accuracy: 0.7708 Epoch 66/500 45/45 [==============================] - 0s 334us/step - loss: 0.4544 - accuracy: 0.7750 Epoch 67/500 45/45 [==============================] - 0s 342us/step - loss: 0.4545 - accuracy: 0.7750 Epoch 68/500 45/45 [==============================] - 0s 330us/step - loss: 0.4544 - accuracy: 0.7708 Epoch 69/500 45/45 [==============================] - 0s 334us/step - loss: 0.4537 - accuracy: 0.7764 Epoch 70/500 45/45 [==============================] - 0s 334us/step - loss: 0.4535 - accuracy: 0.7785 Epoch 71/500 45/45 [==============================] - 0s 342us/step - loss: 0.4531 - accuracy: 0.7778 Epoch 72/500 45/45 [==============================] - 0s 323us/step - loss: 0.4528 - accuracy: 0.7771 Epoch 73/500 45/45 [==============================] - 0s 334us/step - loss: 0.4528 - accuracy: 0.7771 Epoch 74/500 45/45 [==============================] - 0s 345us/step - loss: 0.4529 - accuracy: 0.7812 Epoch 75/500 45/45 [==============================] - 0s 333us/step - loss: 0.4521 - accuracy: 0.7799 Epoch 76/500 45/45 [==============================] - 0s 333us/step - loss: 0.4514 - accuracy: 0.7806 Epoch 77/500 45/45 [==============================] - 0s 344us/step - loss: 0.4511 - accuracy: 0.7806 Epoch 78/500 45/45 [==============================] - 0s 332us/step - loss: 0.4509 - accuracy: 0.7792 Epoch 79/500 45/45 [==============================] - 0s 341us/step - loss: 0.4510 - accuracy: 0.7812 Epoch 80/500 45/45 [==============================] - 0s 333us/step - loss: 0.4507 - accuracy: 0.7799 Epoch 81/500 45/45 [==============================] - 0s 337us/step - loss: 0.4495 - accuracy: 0.7854 Epoch 82/500 45/45 [==============================] - 0s 359us/step - loss: 0.4496 - accuracy: 0.7840 Epoch 83/500 45/45 [==============================] - 0s 322us/step - loss: 0.4491 - accuracy: 0.7792 Epoch 84/500 45/45 [==============================] - 0s 334us/step - loss: 0.4493 - accuracy: 0.7826 Epoch 85/500 45/45 [==============================] - 0s 337us/step - loss: 0.4484 - accuracy: 0.7840 Epoch 86/500 45/45 [==============================] - 0s 347us/step - loss: 0.4481 - accuracy: 0.7833 Epoch 87/500 45/45 [==============================] - 0s 340us/step - loss: 0.4481 - accuracy: 0.7819 Epoch 88/500 45/45 [==============================] - 0s 341us/step - loss: 0.4477 - accuracy: 0.7840 Epoch 89/500 45/45 [==============================] - 0s 336us/step - loss: 0.4468 - accuracy: 0.7861 Epoch 90/500 45/45 [==============================] - 0s 339us/step - loss: 0.4469 - accuracy: 0.7840 Epoch 91/500 45/45 [==============================] - 0s 333us/step - loss: 0.4464 - accuracy: 0.7847 Epoch 92/500 45/45 [==============================] - 0s 334us/step - loss: 0.4460 - accuracy: 0.7819 Epoch 93/500 45/45 [==============================] - 0s 361us/step - loss: 0.4455 - accuracy: 0.7819 Epoch 94/500 45/45 [==============================] - 0s 337us/step - loss: 0.4451 - accuracy: 0.7819 Epoch 95/500 45/45 [==============================] - 0s 334us/step - loss: 0.4449 - accuracy: 0.7812 Epoch 96/500 45/45 [==============================] - 0s 340us/step - loss: 0.4445 - accuracy: 0.7826 Epoch 97/500 45/45 [==============================] - 0s 350us/step - loss: 0.4438 - accuracy: 0.7812 Epoch 98/500 45/45 [==============================] - 0s 340us/step - loss: 0.4433 - accuracy: 0.7799 Epoch 99/500 45/45 [==============================] - 0s 335us/step - loss: 0.4431 - accuracy: 0.7806 Epoch 100/500 45/45 [==============================] - 0s 332us/step - loss: 0.4427 - accuracy: 0.7826 Epoch 101/500 45/45 [==============================] - 0s 344us/step - loss: 0.4423 - accuracy: 0.7812 Epoch 102/500 45/45 [==============================] - 0s 331us/step - loss: 0.4416 - accuracy: 0.7792 Epoch 103/500 45/45 [==============================] - 0s 338us/step - loss: 0.4411 - accuracy: 0.7799 Epoch 104/500 45/45 [==============================] - 0s 338us/step - loss: 0.4407 - accuracy: 0.7812 Epoch 105/500 45/45 [==============================] - 0s 326us/step - loss: 0.4411 - accuracy: 0.7826 Epoch 106/500 45/45 [==============================] - 0s 334us/step - loss: 0.4401 - accuracy: 0.7792 Epoch 107/500 45/45 [==============================] - 0s 337us/step - loss: 0.4396 - accuracy: 0.7778 Epoch 108/500 45/45 [==============================] - 0s 338us/step - loss: 0.4391 - accuracy: 0.7785 Epoch 109/500 45/45 [==============================] - 0s 336us/step - loss: 0.4390 - accuracy: 0.7819 Epoch 110/500 45/45 [==============================] - 0s 331us/step - loss: 0.4383 - accuracy: 0.7806 Epoch 111/500 45/45 [==============================] - 0s 335us/step - loss: 0.4377 - accuracy: 0.7833 Epoch 112/500 45/45 [==============================] - 0s 342us/step - loss: 0.4373 - accuracy: 0.7792 Epoch 113/500 45/45 [==============================] - 0s 333us/step - loss: 0.4371 - accuracy: 0.7799 Epoch 114/500 45/45 [==============================] - 0s 338us/step - loss: 0.4367 - accuracy: 0.7833 Epoch 115/500 45/45 [==============================] - 0s 335us/step - loss: 0.4359 - accuracy: 0.7812 Epoch 116/500 45/45 [==============================] - 0s 353us/step - loss: 0.4364 - accuracy: 0.7806 Epoch 117/500 45/45 [==============================] - 0s 331us/step - loss: 0.4354 - accuracy: 0.7757 Epoch 118/500 45/45 [==============================] - 0s 327us/step - loss: 0.4351 - accuracy: 0.7833 Epoch 119/500 45/45 [==============================] - 0s 331us/step - loss: 0.4344 - accuracy: 0.7792 Epoch 120/500 45/45 [==============================] - 0s 345us/step - loss: 0.4348 - accuracy: 0.7764 Epoch 121/500 45/45 [==============================] - 0s 329us/step - loss: 0.4348 - accuracy: 0.7833 Epoch 122/500 45/45 [==============================] - 0s 337us/step - loss: 0.4339 - accuracy: 0.7854 Epoch 123/500 45/45 [==============================] - 0s 340us/step - loss: 0.4342 - accuracy: 0.7847 Epoch 124/500 45/45 [==============================] - 0s 535us/step - loss: 0.4332 - accuracy: 0.7840 Epoch 125/500 45/45 [==============================] - 0s 358us/step - loss: 0.4340 - accuracy: 0.7806 Epoch 126/500 45/45 [==============================] - 0s 348us/step - loss: 0.4327 - accuracy: 0.7868 Epoch 127/500 45/45 [==============================] - 0s 348us/step - loss: 0.4323 - accuracy: 0.7875 Epoch 128/500 45/45 [==============================] - 0s 364us/step - loss: 0.4326 - accuracy: 0.7840 Epoch 129/500 45/45 [==============================] - 0s 346us/step - loss: 0.4325 - accuracy: 0.7778 Epoch 130/500 45/45 [==============================] - 0s 349us/step - loss: 0.4324 - accuracy: 0.7826 Epoch 131/500 45/45 [==============================] - 0s 332us/step - loss: 0.4323 - accuracy: 0.7812 Epoch 132/500 45/45 [==============================] - 0s 335us/step - loss: 0.4316 - accuracy: 0.7854 Epoch 133/500 45/45 [==============================] - 0s 329us/step - loss: 0.4302 - accuracy: 0.7861 Epoch 134/500 45/45 [==============================] - 0s 348us/step - loss: 0.4300 - accuracy: 0.7868 Epoch 135/500 45/45 [==============================] - 0s 334us/step - loss: 0.4301 - accuracy: 0.7875 Epoch 136/500 45/45 [==============================] - 0s 331us/step - loss: 0.4295 - accuracy: 0.7847 Epoch 137/500 45/45 [==============================] - 0s 336us/step - loss: 0.4303 - accuracy: 0.7889 Epoch 138/500 45/45 [==============================] - 0s 339us/step - loss: 0.4296 - accuracy: 0.7854 Epoch 139/500 45/45 [==============================] - 0s 332us/step - loss: 0.4300 - accuracy: 0.7826 Epoch 140/500 45/45 [==============================] - 0s 331us/step - loss: 0.4287 - accuracy: 0.7931 Epoch 141/500 45/45 [==============================] - 0s 342us/step - loss: 0.4295 - accuracy: 0.7903 Epoch 142/500 45/45 [==============================] - 0s 332us/step - loss: 0.4287 - accuracy: 0.7861 Epoch 143/500 45/45 [==============================] - 0s 343us/step - loss: 0.4286 - accuracy: 0.7910 Epoch 144/500 45/45 [==============================] - 0s 348us/step - loss: 0.4273 - accuracy: 0.7896 Epoch 145/500 45/45 [==============================] - 0s 332us/step - loss: 0.4271 - accuracy: 0.7931 Epoch 146/500 45/45 [==============================] - 0s 340us/step - loss: 0.4270 - accuracy: 0.7875 Epoch 147/500 45/45 [==============================] - 0s 338us/step - loss: 0.4279 - accuracy: 0.7903 Epoch 148/500 45/45 [==============================] - 0s 334us/step - loss: 0.4268 - accuracy: 0.7896 Epoch 149/500 45/45 [==============================] - 0s 346us/step - loss: 0.4265 - accuracy: 0.7889 Epoch 150/500 45/45 [==============================] - 0s 342us/step - loss: 0.4261 - accuracy: 0.7910 Epoch 151/500 45/45 [==============================] - 0s 343us/step - loss: 0.4256 - accuracy: 0.7861 Epoch 152/500 45/45 [==============================] - 0s 338us/step - loss: 0.4260 - accuracy: 0.7868 Epoch 153/500 45/45 [==============================] - 0s 330us/step - loss: 0.4256 - accuracy: 0.7903 Epoch 154/500 45/45 [==============================] - 0s 342us/step - loss: 0.4248 - accuracy: 0.7896 Epoch 155/500 45/45 [==============================] - 0s 339us/step - loss: 0.4247 - accuracy: 0.7868 Epoch 156/500 45/45 [==============================] - 0s 333us/step - loss: 0.4251 - accuracy: 0.7896 Epoch 157/500 45/45 [==============================] - 0s 334us/step - loss: 0.4243 - accuracy: 0.7847 Epoch 158/500 45/45 [==============================] - 0s 333us/step - loss: 0.4238 - accuracy: 0.7854 Epoch 159/500 45/45 [==============================] - 0s 338us/step - loss: 0.4241 - accuracy: 0.7840 Epoch 160/500 45/45 [==============================] - 0s 350us/step - loss: 0.4235 - accuracy: 0.7854 Epoch 161/500 45/45 [==============================] - 0s 337us/step - loss: 0.4235 - accuracy: 0.7868 Epoch 162/500 45/45 [==============================] - 0s 334us/step - loss: 0.4228 - accuracy: 0.7861 Epoch 163/500 45/45 [==============================] - 0s 340us/step - loss: 0.4224 - accuracy: 0.7875 Epoch 164/500 45/45 [==============================] - 0s 329us/step - loss: 0.4224 - accuracy: 0.7861 Epoch 165/500 45/45 [==============================] - 0s 354us/step - loss: 0.4221 - accuracy: 0.7812 Epoch 166/500 45/45 [==============================] - 0s 331us/step - loss: 0.4216 - accuracy: 0.7861 Epoch 167/500 45/45 [==============================] - 0s 325us/step - loss: 0.4212 - accuracy: 0.7847 Epoch 168/500 45/45 [==============================] - 0s 333us/step - loss: 0.4218 - accuracy: 0.7861 Epoch 169/500 45/45 [==============================] - 0s 338us/step - loss: 0.4210 - accuracy: 0.7889 Epoch 170/500 45/45 [==============================] - 0s 357us/step - loss: 0.4214 - accuracy: 0.7840 Epoch 171/500 45/45 [==============================] - 0s 336us/step - loss: 0.4202 - accuracy: 0.7826 Epoch 172/500 45/45 [==============================] - 0s 342us/step - loss: 0.4204 - accuracy: 0.7882 Epoch 173/500 45/45 [==============================] - 0s 335us/step - loss: 0.4200 - accuracy: 0.7847 Epoch 174/500 45/45 [==============================] - 0s 331us/step - loss: 0.4196 - accuracy: 0.7854 Epoch 175/500 45/45 [==============================] - 0s 342us/step - loss: 0.4194 - accuracy: 0.7819 Epoch 176/500 45/45 [==============================] - 0s 347us/step - loss: 0.4195 - accuracy: 0.7847 Epoch 177/500 45/45 [==============================] - 0s 333us/step - loss: 0.4189 - accuracy: 0.7840 Epoch 178/500 45/45 [==============================] - 0s 339us/step - loss: 0.4184 - accuracy: 0.7840 Epoch 179/500 45/45 [==============================] - 0s 334us/step - loss: 0.4175 - accuracy: 0.7840 Epoch 180/500 45/45 [==============================] - 0s 339us/step - loss: 0.4168 - accuracy: 0.7840 Epoch 181/500 45/45 [==============================] - 0s 339us/step - loss: 0.4165 - accuracy: 0.7840 Epoch 182/500 45/45 [==============================] - 0s 348us/step - loss: 0.4160 - accuracy: 0.7840 Epoch 183/500 45/45 [==============================] - 0s 337us/step - loss: 0.4158 - accuracy: 0.7847 Epoch 184/500 45/45 [==============================] - 0s 353us/step - loss: 0.4155 - accuracy: 0.7910 Epoch 185/500 45/45 [==============================] - 0s 354us/step - loss: 0.4151 - accuracy: 0.7861 Epoch 186/500 45/45 [==============================] - 0s 331us/step - loss: 0.4144 - accuracy: 0.7903 Epoch 187/500 45/45 [==============================] - 0s 335us/step - loss: 0.4143 - accuracy: 0.7868 Epoch 188/500 45/45 [==============================] - 0s 337us/step - loss: 0.4143 - accuracy: 0.7924 Epoch 189/500 45/45 [==============================] - 0s 336us/step - loss: 0.4144 - accuracy: 0.7868 Epoch 190/500 45/45 [==============================] - 0s 333us/step - loss: 0.4135 - accuracy: 0.7861 Epoch 191/500 45/45 [==============================] - 0s 341us/step - loss: 0.4137 - accuracy: 0.7875 Epoch 192/500 45/45 [==============================] - 0s 327us/step - loss: 0.4131 - accuracy: 0.7847 Epoch 193/500 45/45 [==============================] - 0s 322us/step - loss: 0.4128 - accuracy: 0.7882 Epoch 194/500 45/45 [==============================] - 0s 335us/step - loss: 0.4125 - accuracy: 0.7896 Epoch 195/500 45/45 [==============================] - 0s 338us/step - loss: 0.4120 - accuracy: 0.7910 Epoch 196/500 45/45 [==============================] - 0s 367us/step - loss: 0.4119 - accuracy: 0.7896 Epoch 197/500 45/45 [==============================] - 0s 351us/step - loss: 0.4123 - accuracy: 0.7931 Epoch 198/500 45/45 [==============================] - 0s 359us/step - loss: 0.4110 - accuracy: 0.7868 Epoch 199/500 45/45 [==============================] - 0s 348us/step - loss: 0.4116 - accuracy: 0.7931 Epoch 200/500 45/45 [==============================] - 0s 339us/step - loss: 0.4119 - accuracy: 0.7889 Epoch 201/500 45/45 [==============================] - 0s 330us/step - loss: 0.4105 - accuracy: 0.7917 Epoch 202/500 45/45 [==============================] - 0s 336us/step - loss: 0.4100 - accuracy: 0.7875 Epoch 203/500 45/45 [==============================] - 0s 351us/step - loss: 0.4099 - accuracy: 0.7924 Epoch 204/500 45/45 [==============================] - 0s 367us/step - loss: 0.4103 - accuracy: 0.7882 Epoch 205/500 45/45 [==============================] - 0s 348us/step - loss: 0.4105 - accuracy: 0.7903 Epoch 206/500 45/45 [==============================] - 0s 331us/step - loss: 0.4094 - accuracy: 0.7868 Epoch 207/500 45/45 [==============================] - 0s 336us/step - loss: 0.4092 - accuracy: 0.7958 Epoch 208/500 45/45 [==============================] - 0s 336us/step - loss: 0.4092 - accuracy: 0.7875 Epoch 209/500 45/45 [==============================] - 0s 336us/step - loss: 0.4086 - accuracy: 0.7958 Epoch 210/500 45/45 [==============================] - 0s 329us/step - loss: 0.4082 - accuracy: 0.7917 Epoch 211/500 45/45 [==============================] - 0s 334us/step - loss: 0.4079 - accuracy: 0.7917 Epoch 212/500 45/45 [==============================] - 0s 323us/step - loss: 0.4079 - accuracy: 0.7951 Epoch 213/500 45/45 [==============================] - 0s 341us/step - loss: 0.4079 - accuracy: 0.7972 Epoch 214/500 45/45 [==============================] - 0s 341us/step - loss: 0.4080 - accuracy: 0.7931 Epoch 215/500 45/45 [==============================] - 0s 334us/step - loss: 0.4079 - accuracy: 0.7924 Epoch 216/500 45/45 [==============================] - 0s 335us/step - loss: 0.4078 - accuracy: 0.7944 Epoch 217/500 45/45 [==============================] - 0s 337us/step - loss: 0.4073 - accuracy: 0.7924 Epoch 218/500 45/45 [==============================] - 0s 336us/step - loss: 0.4075 - accuracy: 0.7958 Epoch 219/500 45/45 [==============================] - 0s 339us/step - loss: 0.4063 - accuracy: 0.7910 Epoch 220/500 45/45 [==============================] - 0s 333us/step - loss: 0.4059 - accuracy: 0.7896 Epoch 221/500 45/45 [==============================] - 0s 335us/step - loss: 0.4057 - accuracy: 0.8000 Epoch 222/500 45/45 [==============================] - 0s 336us/step - loss: 0.4071 - accuracy: 0.7951 Epoch 223/500 45/45 [==============================] - 0s 340us/step - loss: 0.4058 - accuracy: 0.7868 Epoch 224/500 45/45 [==============================] - 0s 330us/step - loss: 0.4054 - accuracy: 0.7931 Epoch 225/500 45/45 [==============================] - 0s 334us/step - loss: 0.4051 - accuracy: 0.7937 Epoch 226/500 45/45 [==============================] - 0s 340us/step - loss: 0.4048 - accuracy: 0.7861 Epoch 227/500 45/45 [==============================] - 0s 332us/step - loss: 0.4049 - accuracy: 0.7986 Epoch 228/500 45/45 [==============================] - 0s 335us/step - loss: 0.4047 - accuracy: 0.7931 Epoch 229/500 45/45 [==============================] - 0s 328us/step - loss: 0.4054 - accuracy: 0.7937 Epoch 230/500 45/45 [==============================] - 0s 336us/step - loss: 0.4042 - accuracy: 0.7931 Epoch 231/500 45/45 [==============================] - 0s 336us/step - loss: 0.4044 - accuracy: 0.8000 Epoch 232/500 45/45 [==============================] - 0s 331us/step - loss: 0.4053 - accuracy: 0.7944 Epoch 233/500 45/45 [==============================] - 0s 339us/step - loss: 0.4038 - accuracy: 0.7958 Epoch 234/500 45/45 [==============================] - 0s 346us/step - loss: 0.4042 - accuracy: 0.7972 Epoch 235/500 45/45 [==============================] - 0s 330us/step - loss: 0.4036 - accuracy: 0.7979 Epoch 236/500 45/45 [==============================] - 0s 349us/step - loss: 0.4033 - accuracy: 0.8000 Epoch 237/500 45/45 [==============================] - 0s 336us/step - loss: 0.4032 - accuracy: 0.7972 Epoch 238/500 45/45 [==============================] - 0s 346us/step - loss: 0.4031 - accuracy: 0.8007 Epoch 239/500 45/45 [==============================] - 0s 335us/step - loss: 0.4033 - accuracy: 0.7937 Epoch 240/500 45/45 [==============================] - 0s 343us/step - loss: 0.4027 - accuracy: 0.8062 Epoch 241/500 45/45 [==============================] - 0s 338us/step - loss: 0.4029 - accuracy: 0.7944 Epoch 242/500 45/45 [==============================] - 0s 348us/step - loss: 0.4034 - accuracy: 0.8014 Epoch 243/500 45/45 [==============================] - 0s 331us/step - loss: 0.4029 - accuracy: 0.8021 Epoch 244/500 45/45 [==============================] - 0s 340us/step - loss: 0.4020 - accuracy: 0.8014 Epoch 245/500 45/45 [==============================] - 0s 336us/step - loss: 0.4013 - accuracy: 0.8049 Epoch 246/500 45/45 [==============================] - 0s 350us/step - loss: 0.4017 - accuracy: 0.7979 Epoch 247/500 45/45 [==============================] - 0s 341us/step - loss: 0.4016 - accuracy: 0.8049 Epoch 248/500 45/45 [==============================] - 0s 337us/step - loss: 0.4019 - accuracy: 0.7965 Epoch 249/500 45/45 [==============================] - 0s 338us/step - loss: 0.4008 - accuracy: 0.8028 Epoch 250/500 45/45 [==============================] - 0s 331us/step - loss: 0.4011 - accuracy: 0.8000 Epoch 251/500 45/45 [==============================] - 0s 336us/step - loss: 0.4007 - accuracy: 0.7979 Epoch 252/500 45/45 [==============================] - 0s 338us/step - loss: 0.4006 - accuracy: 0.8049 Epoch 253/500 45/45 [==============================] - 0s 334us/step - loss: 0.4008 - accuracy: 0.7993 Epoch 254/500 45/45 [==============================] - 0s 328us/step - loss: 0.4000 - accuracy: 0.8028 Epoch 255/500 45/45 [==============================] - 0s 327us/step - loss: 0.4006 - accuracy: 0.8014 Epoch 256/500 45/45 [==============================] - 0s 333us/step - loss: 0.4000 - accuracy: 0.8083 Epoch 257/500 45/45 [==============================] - 0s 338us/step - loss: 0.3997 - accuracy: 0.8007 Epoch 258/500 45/45 [==============================] - 0s 337us/step - loss: 0.4002 - accuracy: 0.8014 Epoch 259/500 45/45 [==============================] - 0s 331us/step - loss: 0.3987 - accuracy: 0.8028 Epoch 260/500 45/45 [==============================] - 0s 328us/step - loss: 0.3991 - accuracy: 0.8042 Epoch 261/500 45/45 [==============================] - 0s 338us/step - loss: 0.3985 - accuracy: 0.8062 Epoch 262/500 45/45 [==============================] - 0s 335us/step - loss: 0.3987 - accuracy: 0.8028 Epoch 263/500 45/45 [==============================] - 0s 334us/step - loss: 0.3987 - accuracy: 0.7951 Epoch 264/500 45/45 [==============================] - 0s 334us/step - loss: 0.3985 - accuracy: 0.8014 Epoch 265/500 45/45 [==============================] - 0s 344us/step - loss: 0.3977 - accuracy: 0.8021 Epoch 266/500 45/45 [==============================] - 0s 349us/step - loss: 0.3977 - accuracy: 0.8028 Epoch 267/500 45/45 [==============================] - 0s 335us/step - loss: 0.3976 - accuracy: 0.8056 Epoch 268/500 45/45 [==============================] - 0s 332us/step - loss: 0.3973 - accuracy: 0.8042 Epoch 269/500 45/45 [==============================] - 0s 330us/step - loss: 0.3965 - accuracy: 0.8069 Epoch 270/500 45/45 [==============================] - 0s 343us/step - loss: 0.3967 - accuracy: 0.8069 Epoch 271/500 45/45 [==============================] - 0s 328us/step - loss: 0.3964 - accuracy: 0.8056 Epoch 272/500 45/45 [==============================] - 0s 336us/step - loss: 0.3966 - accuracy: 0.8028 Epoch 273/500 45/45 [==============================] - 0s 325us/step - loss: 0.3970 - accuracy: 0.8056 Epoch 274/500 45/45 [==============================] - 0s 339us/step - loss: 0.3960 - accuracy: 0.8056 Epoch 275/500 45/45 [==============================] - 0s 339us/step - loss: 0.3963 - accuracy: 0.8069 Epoch 276/500 45/45 [==============================] - 0s 337us/step - loss: 0.3958 - accuracy: 0.8049 Epoch 277/500 45/45 [==============================] - 0s 332us/step - loss: 0.3957 - accuracy: 0.8097 Epoch 278/500 45/45 [==============================] - 0s 324us/step - loss: 0.3952 - accuracy: 0.8035 Epoch 279/500 45/45 [==============================] - 0s 336us/step - loss: 0.3950 - accuracy: 0.8062 Epoch 280/500 45/45 [==============================] - 0s 325us/step - loss: 0.3946 - accuracy: 0.8035 Epoch 281/500 45/45 [==============================] - 0s 338us/step - loss: 0.3950 - accuracy: 0.8049 Epoch 282/500 45/45 [==============================] - 0s 345us/step - loss: 0.3943 - accuracy: 0.8069 Epoch 283/500 45/45 [==============================] - 0s 334us/step - loss: 0.3940 - accuracy: 0.8035 Epoch 284/500 45/45 [==============================] - 0s 335us/step - loss: 0.3940 - accuracy: 0.8076 Epoch 285/500 45/45 [==============================] - 0s 327us/step - loss: 0.3931 - accuracy: 0.8076 Epoch 286/500 45/45 [==============================] - 0s 319us/step - loss: 0.3938 - accuracy: 0.8097 Epoch 287/500 45/45 [==============================] - 0s 336us/step - loss: 0.3931 - accuracy: 0.8083 Epoch 288/500 45/45 [==============================] - 0s 332us/step - loss: 0.3936 - accuracy: 0.8069 Epoch 289/500 45/45 [==============================] - 0s 331us/step - loss: 0.3929 - accuracy: 0.8097 Epoch 290/500 45/45 [==============================] - 0s 331us/step - loss: 0.3931 - accuracy: 0.8076 Epoch 291/500 45/45 [==============================] - 0s 340us/step - loss: 0.3927 - accuracy: 0.8062 Epoch 292/500 45/45 [==============================] - 0s 335us/step - loss: 0.3928 - accuracy: 0.8104 Epoch 293/500 45/45 [==============================] - 0s 334us/step - loss: 0.3917 - accuracy: 0.8083 Epoch 294/500 45/45 [==============================] - 0s 344us/step - loss: 0.3921 - accuracy: 0.8076 Epoch 295/500 45/45 [==============================] - 0s 338us/step - loss: 0.3933 - accuracy: 0.8104 Epoch 296/500 45/45 [==============================] - 0s 337us/step - loss: 0.3912 - accuracy: 0.8111 Epoch 297/500 45/45 [==============================] - 0s 325us/step - loss: 0.3911 - accuracy: 0.8125 Epoch 298/500 45/45 [==============================] - 0s 325us/step - loss: 0.3907 - accuracy: 0.8083 Epoch 299/500 45/45 [==============================] - 0s 334us/step - loss: 0.3907 - accuracy: 0.8069 Epoch 300/500 45/45 [==============================] - 0s 343us/step - loss: 0.3908 - accuracy: 0.8118 Epoch 301/500 45/45 [==============================] - 0s 332us/step - loss: 0.3901 - accuracy: 0.8132 Epoch 302/500 45/45 [==============================] - 0s 331us/step - loss: 0.3906 - accuracy: 0.8125 Epoch 303/500 45/45 [==============================] - 0s 328us/step - loss: 0.3893 - accuracy: 0.8104 Epoch 304/500 45/45 [==============================] - 0s 332us/step - loss: 0.3900 - accuracy: 0.8146 Epoch 305/500 45/45 [==============================] - 0s 337us/step - loss: 0.3902 - accuracy: 0.8104 Epoch 306/500 45/45 [==============================] - 0s 337us/step - loss: 0.3890 - accuracy: 0.8118 Epoch 307/500 45/45 [==============================] - 0s 348us/step - loss: 0.3887 - accuracy: 0.8125 Epoch 308/500 45/45 [==============================] - 0s 339us/step - loss: 0.3889 - accuracy: 0.8118 Epoch 309/500 45/45 [==============================] - 0s 335us/step - loss: 0.3883 - accuracy: 0.8132 Epoch 310/500 45/45 [==============================] - 0s 334us/step - loss: 0.3882 - accuracy: 0.8118 Epoch 311/500 45/45 [==============================] - 0s 344us/step - loss: 0.3881 - accuracy: 0.8118 Epoch 312/500 45/45 [==============================] - 0s 339us/step - loss: 0.3878 - accuracy: 0.8125 Epoch 313/500 45/45 [==============================] - 0s 335us/step - loss: 0.3876 - accuracy: 0.8132 Epoch 314/500 45/45 [==============================] - 0s 340us/step - loss: 0.3875 - accuracy: 0.8104 Epoch 315/500 45/45 [==============================] - 0s 321us/step - loss: 0.3874 - accuracy: 0.8125 Epoch 316/500 45/45 [==============================] - 0s 347us/step - loss: 0.3869 - accuracy: 0.8125 Epoch 317/500 45/45 [==============================] - 0s 332us/step - loss: 0.3875 - accuracy: 0.8160 Epoch 318/500 45/45 [==============================] - 0s 334us/step - loss: 0.3869 - accuracy: 0.8132 Epoch 319/500 45/45 [==============================] - 0s 338us/step - loss: 0.3867 - accuracy: 0.8118 Epoch 320/500 45/45 [==============================] - 0s 344us/step - loss: 0.3873 - accuracy: 0.8090 Epoch 321/500 45/45 [==============================] - 0s 332us/step - loss: 0.3865 - accuracy: 0.8132 Epoch 322/500 45/45 [==============================] - 0s 339us/step - loss: 0.3878 - accuracy: 0.8146 Epoch 323/500 45/45 [==============================] - 0s 340us/step - loss: 0.3868 - accuracy: 0.8160 Epoch 324/500 45/45 [==============================] - 0s 339us/step - loss: 0.3866 - accuracy: 0.8083 Epoch 325/500 45/45 [==============================] - 0s 336us/step - loss: 0.3861 - accuracy: 0.8125 Epoch 326/500 45/45 [==============================] - 0s 334us/step - loss: 0.3854 - accuracy: 0.8146 Epoch 327/500 45/45 [==============================] - 0s 331us/step - loss: 0.3859 - accuracy: 0.8118 Epoch 328/500 45/45 [==============================] - 0s 333us/step - loss: 0.3852 - accuracy: 0.8188 Epoch 329/500 45/45 [==============================] - 0s 334us/step - loss: 0.3850 - accuracy: 0.8118 Epoch 330/500 45/45 [==============================] - 0s 326us/step - loss: 0.3848 - accuracy: 0.8167 Epoch 331/500 45/45 [==============================] - 0s 319us/step - loss: 0.3850 - accuracy: 0.8146 Epoch 332/500 45/45 [==============================] - 0s 332us/step - loss: 0.3852 - accuracy: 0.8132 Epoch 333/500 45/45 [==============================] - 0s 332us/step - loss: 0.3844 - accuracy: 0.8188 Epoch 334/500 45/45 [==============================] - 0s 341us/step - loss: 0.3851 - accuracy: 0.8139 Epoch 335/500 45/45 [==============================] - 0s 328us/step - loss: 0.3843 - accuracy: 0.8153 Epoch 336/500 45/45 [==============================] - 0s 324us/step - loss: 0.3845 - accuracy: 0.8174 Epoch 337/500 45/45 [==============================] - 0s 322us/step - loss: 0.3849 - accuracy: 0.8139 Epoch 338/500 45/45 [==============================] - 0s 341us/step - loss: 0.3850 - accuracy: 0.8194 Epoch 339/500 45/45 [==============================] - 0s 381us/step - loss: 0.3836 - accuracy: 0.8153 Epoch 340/500 45/45 [==============================] - 0s 354us/step - loss: 0.3846 - accuracy: 0.8181 Epoch 341/500 45/45 [==============================] - 0s 337us/step - loss: 0.3842 - accuracy: 0.8167 Epoch 342/500 45/45 [==============================] - 0s 348us/step - loss: 0.3833 - accuracy: 0.8167 Epoch 343/500 45/45 [==============================] - 0s 332us/step - loss: 0.3833 - accuracy: 0.8188 Epoch 344/500 45/45 [==============================] - 0s 347us/step - loss: 0.3833 - accuracy: 0.8125 Epoch 345/500 45/45 [==============================] - 0s 332us/step - loss: 0.3831 - accuracy: 0.8194 Epoch 346/500 45/45 [==============================] - 0s 334us/step - loss: 0.3838 - accuracy: 0.8132 Epoch 347/500 45/45 [==============================] - 0s 338us/step - loss: 0.3838 - accuracy: 0.8181 Epoch 348/500 45/45 [==============================] - 0s 344us/step - loss: 0.3832 - accuracy: 0.8188 Epoch 349/500 45/45 [==============================] - 0s 326us/step - loss: 0.3830 - accuracy: 0.8194 Epoch 350/500 45/45 [==============================] - 0s 331us/step - loss: 0.3833 - accuracy: 0.8201 Epoch 351/500 45/45 [==============================] - 0s 338us/step - loss: 0.3834 - accuracy: 0.8174 Epoch 352/500 45/45 [==============================] - 0s 335us/step - loss: 0.3828 - accuracy: 0.8174 Epoch 353/500 45/45 [==============================] - 0s 337us/step - loss: 0.3829 - accuracy: 0.8167 Epoch 354/500 45/45 [==============================] - 0s 342us/step - loss: 0.3832 - accuracy: 0.8174 Epoch 355/500 45/45 [==============================] - 0s 340us/step - loss: 0.3835 - accuracy: 0.8188 Epoch 356/500 45/45 [==============================] - 0s 330us/step - loss: 0.3828 - accuracy: 0.8167 Epoch 357/500 45/45 [==============================] - 0s 340us/step - loss: 0.3832 - accuracy: 0.8188 Epoch 358/500 45/45 [==============================] - 0s 344us/step - loss: 0.3828 - accuracy: 0.8188 Epoch 359/500 45/45 [==============================] - 0s 329us/step - loss: 0.3821 - accuracy: 0.8194 Epoch 360/500 45/45 [==============================] - 0s 329us/step - loss: 0.3825 - accuracy: 0.8160 Epoch 361/500 45/45 [==============================] - 0s 342us/step - loss: 0.3824 - accuracy: 0.8181 Epoch 362/500 45/45 [==============================] - 0s 336us/step - loss: 0.3826 - accuracy: 0.8160 Epoch 363/500 45/45 [==============================] - 0s 338us/step - loss: 0.3825 - accuracy: 0.8208 Epoch 364/500 45/45 [==============================] - 0s 335us/step - loss: 0.3826 - accuracy: 0.8153 Epoch 365/500 45/45 [==============================] - 0s 343us/step - loss: 0.3821 - accuracy: 0.8167 Epoch 366/500 45/45 [==============================] - 0s 336us/step - loss: 0.3822 - accuracy: 0.8174 Epoch 367/500 45/45 [==============================] - 0s 343us/step - loss: 0.3829 - accuracy: 0.8188 Epoch 368/500 45/45 [==============================] - 0s 331us/step - loss: 0.3816 - accuracy: 0.8174 Epoch 369/500 45/45 [==============================] - 0s 328us/step - loss: 0.3819 - accuracy: 0.8167 Epoch 370/500 45/45 [==============================] - 0s 339us/step - loss: 0.3818 - accuracy: 0.8174 Epoch 371/500 45/45 [==============================] - 0s 336us/step - loss: 0.3823 - accuracy: 0.8174 Epoch 372/500 45/45 [==============================] - 0s 336us/step - loss: 0.3820 - accuracy: 0.8174 Epoch 373/500 45/45 [==============================] - 0s 331us/step - loss: 0.3814 - accuracy: 0.8201 Epoch 374/500 45/45 [==============================] - 0s 337us/step - loss: 0.3816 - accuracy: 0.8160 Epoch 375/500 45/45 [==============================] - 0s 329us/step - loss: 0.3821 - accuracy: 0.8194 Epoch 376/500 45/45 [==============================] - 0s 340us/step - loss: 0.3822 - accuracy: 0.8167 Epoch 377/500 45/45 [==============================] - 0s 338us/step - loss: 0.3823 - accuracy: 0.8174 Epoch 378/500 45/45 [==============================] - 0s 343us/step - loss: 0.3817 - accuracy: 0.8153 Epoch 379/500 45/45 [==============================] - 0s 331us/step - loss: 0.3819 - accuracy: 0.8174 Epoch 380/500 45/45 [==============================] - 0s 344us/step - loss: 0.3816 - accuracy: 0.8181 Epoch 381/500 45/45 [==============================] - 0s 350us/step - loss: 0.3808 - accuracy: 0.8222 Epoch 382/500 45/45 [==============================] - 0s 334us/step - loss: 0.3812 - accuracy: 0.8174 Epoch 383/500 45/45 [==============================] - 0s 328us/step - loss: 0.3816 - accuracy: 0.8153 Epoch 384/500 45/45 [==============================] - 0s 331us/step - loss: 0.3805 - accuracy: 0.8201 Epoch 385/500 45/45 [==============================] - 0s 339us/step - loss: 0.3806 - accuracy: 0.8194 Epoch 386/500 45/45 [==============================] - 0s 361us/step - loss: 0.3809 - accuracy: 0.8174 Epoch 387/500 45/45 [==============================] - 0s 339us/step - loss: 0.3812 - accuracy: 0.8208 Epoch 388/500 45/45 [==============================] - 0s 333us/step - loss: 0.3811 - accuracy: 0.8188 Epoch 389/500 45/45 [==============================] - 0s 346us/step - loss: 0.3807 - accuracy: 0.8236 Epoch 390/500 45/45 [==============================] - 0s 337us/step - loss: 0.3805 - accuracy: 0.8160 Epoch 391/500 45/45 [==============================] - 0s 359us/step - loss: 0.3805 - accuracy: 0.8215 Epoch 392/500 45/45 [==============================] - 0s 338us/step - loss: 0.3806 - accuracy: 0.8160 Epoch 393/500 45/45 [==============================] - 0s 347us/step - loss: 0.3820 - accuracy: 0.8181 Epoch 394/500 45/45 [==============================] - 0s 345us/step - loss: 0.3808 - accuracy: 0.8174 Epoch 395/500 45/45 [==============================] - 0s 338us/step - loss: 0.3813 - accuracy: 0.8201 Epoch 396/500 45/45 [==============================] - 0s 356us/step - loss: 0.3804 - accuracy: 0.8181 Epoch 397/500 45/45 [==============================] - 0s 341us/step - loss: 0.3802 - accuracy: 0.8194 Epoch 398/500 45/45 [==============================] - 0s 327us/step - loss: 0.3799 - accuracy: 0.8181 Epoch 399/500 45/45 [==============================] - 0s 339us/step - loss: 0.3800 - accuracy: 0.8236 Epoch 400/500 45/45 [==============================] - 0s 326us/step - loss: 0.3798 - accuracy: 0.8222 Epoch 401/500 45/45 [==============================] - 0s 350us/step - loss: 0.3805 - accuracy: 0.8215 Epoch 402/500 45/45 [==============================] - 0s 341us/step - loss: 0.3803 - accuracy: 0.8146 Epoch 403/500 45/45 [==============================] - 0s 339us/step - loss: 0.3813 - accuracy: 0.8125 Epoch 404/500 45/45 [==============================] - 0s 330us/step - loss: 0.3808 - accuracy: 0.8215 Epoch 405/500 45/45 [==============================] - 0s 340us/step - loss: 0.3799 - accuracy: 0.8181 Epoch 406/500 45/45 [==============================] - 0s 367us/step - loss: 0.3804 - accuracy: 0.8167 Epoch 407/500 45/45 [==============================] - 0s 399us/step - loss: 0.3794 - accuracy: 0.8188 Epoch 408/500 45/45 [==============================] - 0s 330us/step - loss: 0.3796 - accuracy: 0.8194 Epoch 409/500 45/45 [==============================] - 0s 375us/step - loss: 0.3796 - accuracy: 0.8215 Epoch 410/500 45/45 [==============================] - 0s 346us/step - loss: 0.3799 - accuracy: 0.8194 Epoch 411/500 45/45 [==============================] - 0s 381us/step - loss: 0.3789 - accuracy: 0.8215 Epoch 412/500 45/45 [==============================] - 0s 346us/step - loss: 0.3794 - accuracy: 0.8222 Epoch 413/500 45/45 [==============================] - 0s 373us/step - loss: 0.3787 - accuracy: 0.8215 Epoch 414/500 45/45 [==============================] - 0s 315us/step - loss: 0.3796 - accuracy: 0.8243 Epoch 415/500 45/45 [==============================] - 0s 334us/step - loss: 0.3790 - accuracy: 0.8194 Epoch 416/500 45/45 [==============================] - 0s 578us/step - loss: 0.3794 - accuracy: 0.8250 Epoch 417/500 45/45 [==============================] - 0s 334us/step - loss: 0.3794 - accuracy: 0.8188 Epoch 418/500 45/45 [==============================] - 0s 344us/step - loss: 0.3792 - accuracy: 0.8201 Epoch 419/500 45/45 [==============================] - 0s 355us/step - loss: 0.3788 - accuracy: 0.8215 Epoch 420/500 45/45 [==============================] - 0s 369us/step - loss: 0.3787 - accuracy: 0.8229 Epoch 421/500 45/45 [==============================] - 0s 353us/step - loss: 0.3801 - accuracy: 0.8201 Epoch 422/500 45/45 [==============================] - 0s 342us/step - loss: 0.3788 - accuracy: 0.8250 Epoch 423/500 45/45 [==============================] - 0s 350us/step - loss: 0.3794 - accuracy: 0.8250 Epoch 424/500 45/45 [==============================] - 0s 343us/step - loss: 0.3783 - accuracy: 0.8236 Epoch 425/500 45/45 [==============================] - 0s 350us/step - loss: 0.3787 - accuracy: 0.8243 Epoch 426/500 45/45 [==============================] - 0s 337us/step - loss: 0.3788 - accuracy: 0.8243 Epoch 427/500 45/45 [==============================] - 0s 340us/step - loss: 0.3794 - accuracy: 0.8229 Epoch 428/500 45/45 [==============================] - 0s 342us/step - loss: 0.3782 - accuracy: 0.8264 Epoch 429/500 45/45 [==============================] - 0s 329us/step - loss: 0.3787 - accuracy: 0.8271 Epoch 430/500 45/45 [==============================] - 0s 339us/step - loss: 0.3785 - accuracy: 0.8222 Epoch 431/500 45/45 [==============================] - 0s 344us/step - loss: 0.3782 - accuracy: 0.8229 Epoch 432/500 45/45 [==============================] - 0s 335us/step - loss: 0.3785 - accuracy: 0.8229 Epoch 433/500 45/45 [==============================] - 0s 331us/step - loss: 0.3782 - accuracy: 0.8201 Epoch 434/500 45/45 [==============================] - 0s 340us/step - loss: 0.3781 - accuracy: 0.8257 Epoch 435/500 45/45 [==============================] - 0s 334us/step - loss: 0.3776 - accuracy: 0.8285 Epoch 436/500 45/45 [==============================] - 0s 344us/step - loss: 0.3776 - accuracy: 0.8285 Epoch 437/500 45/45 [==============================] - 0s 325us/step - loss: 0.3781 - accuracy: 0.8243 Epoch 438/500 45/45 [==============================] - 0s 373us/step - loss: 0.3789 - accuracy: 0.8222 Epoch 439/500 45/45 [==============================] - 0s 354us/step - loss: 0.3780 - accuracy: 0.8215 Epoch 440/500 45/45 [==============================] - 0s 355us/step - loss: 0.3776 - accuracy: 0.8250 Epoch 441/500 45/45 [==============================] - 0s 362us/step - loss: 0.3781 - accuracy: 0.8313 Epoch 442/500 45/45 [==============================] - 0s 344us/step - loss: 0.3782 - accuracy: 0.8181 Epoch 443/500 45/45 [==============================] - 0s 332us/step - loss: 0.3775 - accuracy: 0.8278 Epoch 444/500 45/45 [==============================] - 0s 333us/step - loss: 0.3778 - accuracy: 0.8236 Epoch 445/500 45/45 [==============================] - 0s 327us/step - loss: 0.3781 - accuracy: 0.8250 Epoch 446/500 45/45 [==============================] - 0s 347us/step - loss: 0.3780 - accuracy: 0.8264 Epoch 447/500 45/45 [==============================] - 0s 340us/step - loss: 0.3777 - accuracy: 0.8271 Epoch 448/500 45/45 [==============================] - 0s 338us/step - loss: 0.3777 - accuracy: 0.8236 Epoch 449/500 45/45 [==============================] - 0s 335us/step - loss: 0.3778 - accuracy: 0.8292 Epoch 450/500 45/45 [==============================] - 0s 341us/step - loss: 0.3774 - accuracy: 0.8299 Epoch 451/500 45/45 [==============================] - 0s 351us/step - loss: 0.3778 - accuracy: 0.8215 Epoch 452/500 45/45 [==============================] - 0s 341us/step - loss: 0.3769 - accuracy: 0.8250 Epoch 453/500 45/45 [==============================] - 0s 330us/step - loss: 0.3773 - accuracy: 0.8250 Epoch 454/500 45/45 [==============================] - 0s 321us/step - loss: 0.3767 - accuracy: 0.8319 Epoch 455/500 45/45 [==============================] - 0s 330us/step - loss: 0.3776 - accuracy: 0.8250 Epoch 456/500 45/45 [==============================] - 0s 338us/step - loss: 0.3775 - accuracy: 0.8181 Epoch 457/500 45/45 [==============================] - 0s 345us/step - loss: 0.3777 - accuracy: 0.8299 Epoch 458/500 45/45 [==============================] - 0s 345us/step - loss: 0.3774 - accuracy: 0.8278 Epoch 459/500 45/45 [==============================] - 0s 336us/step - loss: 0.3776 - accuracy: 0.8243 Epoch 460/500 45/45 [==============================] - 0s 345us/step - loss: 0.3774 - accuracy: 0.8313 Epoch 461/500 45/45 [==============================] - 0s 335us/step - loss: 0.3774 - accuracy: 0.8222 Epoch 462/500 45/45 [==============================] - 0s 346us/step - loss: 0.3767 - accuracy: 0.8250 Epoch 463/500 45/45 [==============================] - 0s 338us/step - loss: 0.3772 - accuracy: 0.8257 Epoch 464/500 45/45 [==============================] - 0s 341us/step - loss: 0.3769 - accuracy: 0.8250 Epoch 465/500 45/45 [==============================] - 0s 346us/step - loss: 0.3765 - accuracy: 0.8243 Epoch 466/500 45/45 [==============================] - 0s 344us/step - loss: 0.3771 - accuracy: 0.8215 Epoch 467/500 45/45 [==============================] - 0s 346us/step - loss: 0.3776 - accuracy: 0.8229 Epoch 468/500 45/45 [==============================] - 0s 336us/step - loss: 0.3769 - accuracy: 0.8278 Epoch 469/500 45/45 [==============================] - 0s 344us/step - loss: 0.3771 - accuracy: 0.8194 Epoch 470/500 45/45 [==============================] - 0s 340us/step - loss: 0.3780 - accuracy: 0.8222 Epoch 471/500 45/45 [==============================] - 0s 354us/step - loss: 0.3767 - accuracy: 0.8278 Epoch 472/500 45/45 [==============================] - 0s 346us/step - loss: 0.3774 - accuracy: 0.8271 Epoch 473/500 45/45 [==============================] - 0s 347us/step - loss: 0.3768 - accuracy: 0.8271 Epoch 474/500 45/45 [==============================] - 0s 332us/step - loss: 0.3775 - accuracy: 0.8243 Epoch 475/500 45/45 [==============================] - 0s 337us/step - loss: 0.3778 - accuracy: 0.8222 Epoch 476/500 45/45 [==============================] - 0s 342us/step - loss: 0.3772 - accuracy: 0.8236 Epoch 477/500 45/45 [==============================] - 0s 332us/step - loss: 0.3761 - accuracy: 0.8278 Epoch 478/500 45/45 [==============================] - 0s 435us/step - loss: 0.3783 - accuracy: 0.8271 Epoch 479/500 45/45 [==============================] - 0s 357us/step - loss: 0.3762 - accuracy: 0.8243 Epoch 480/500 45/45 [==============================] - 0s 346us/step - loss: 0.3771 - accuracy: 0.8292 Epoch 481/500 45/45 [==============================] - 0s 342us/step - loss: 0.3765 - accuracy: 0.8278 Epoch 482/500 45/45 [==============================] - 0s 355us/step - loss: 0.3761 - accuracy: 0.8271 Epoch 483/500 45/45 [==============================] - 0s 330us/step - loss: 0.3772 - accuracy: 0.8271 Epoch 484/500 45/45 [==============================] - 0s 343us/step - loss: 0.3761 - accuracy: 0.8243 Epoch 485/500 45/45 [==============================] - 0s 337us/step - loss: 0.3761 - accuracy: 0.8278 Epoch 486/500 45/45 [==============================] - 0s 338us/step - loss: 0.3763 - accuracy: 0.8278 Epoch 487/500 45/45 [==============================] - 0s 346us/step - loss: 0.3764 - accuracy: 0.8250 Epoch 488/500 45/45 [==============================] - 0s 341us/step - loss: 0.3766 - accuracy: 0.8264 Epoch 489/500 45/45 [==============================] - 0s 335us/step - loss: 0.3760 - accuracy: 0.8250 Epoch 490/500 45/45 [==============================] - 0s 339us/step - loss: 0.3758 - accuracy: 0.8264 Epoch 491/500 45/45 [==============================] - 0s 336us/step - loss: 0.3761 - accuracy: 0.8257 Epoch 492/500 45/45 [==============================] - 0s 343us/step - loss: 0.3758 - accuracy: 0.8299 Epoch 493/500 45/45 [==============================] - 0s 334us/step - loss: 0.3765 - accuracy: 0.8250 Epoch 494/500 45/45 [==============================] - 0s 324us/step - loss: 0.3758 - accuracy: 0.8271 Epoch 495/500 45/45 [==============================] - 0s 328us/step - loss: 0.3757 - accuracy: 0.8285 Epoch 496/500 45/45 [==============================] - 0s 355us/step - loss: 0.3762 - accuracy: 0.8271 Epoch 497/500 45/45 [==============================] - 0s 341us/step - loss: 0.3764 - accuracy: 0.8271 Epoch 498/500 45/45 [==============================] - 0s 332us/step - loss: 0.3756 - accuracy: 0.8299 Epoch 499/500 45/45 [==============================] - 0s 334us/step - loss: 0.3760 - accuracy: 0.8250 Epoch 500/500 45/45 [==============================] - 0s 335us/step - loss: 0.3761 - accuracy: 0.8250 5/5 [==============================] - 0s 408us/step Epoch 1/500 45/45 [==============================] - 0s 430us/step - loss: 0.6892 - accuracy: 0.6597 Epoch 2/500 45/45 [==============================] - 0s 395us/step - loss: 0.6695 - accuracy: 0.6597 Epoch 3/500 45/45 [==============================] - 0s 349us/step - loss: 0.6208 - accuracy: 0.6597 Epoch 4/500 45/45 [==============================] - 0s 342us/step - loss: 0.5649 - accuracy: 0.6597 Epoch 5/500 45/45 [==============================] - 0s 344us/step - loss: 0.5363 - accuracy: 0.6597 Epoch 6/500 45/45 [==============================] - 0s 345us/step - loss: 0.5236 - accuracy: 0.6597 Epoch 7/500 45/45 [==============================] - 0s 347us/step - loss: 0.5158 - accuracy: 0.6597 Epoch 8/500 45/45 [==============================] - 0s 339us/step - loss: 0.5089 - accuracy: 0.6597 Epoch 9/500 45/45 [==============================] - 0s 337us/step - loss: 0.5027 - accuracy: 0.7222 Epoch 10/500 45/45 [==============================] - 0s 338us/step - loss: 0.4983 - accuracy: 0.7576 Epoch 11/500 45/45 [==============================] - 0s 336us/step - loss: 0.4948 - accuracy: 0.7611 Epoch 12/500 45/45 [==============================] - 0s 348us/step - loss: 0.4919 - accuracy: 0.7646 Epoch 13/500 45/45 [==============================] - 0s 350us/step - loss: 0.4892 - accuracy: 0.7653 Epoch 14/500 45/45 [==============================] - 0s 346us/step - loss: 0.4874 - accuracy: 0.7667 Epoch 15/500 45/45 [==============================] - 0s 341us/step - loss: 0.4857 - accuracy: 0.7639 Epoch 16/500 45/45 [==============================] - 0s 343us/step - loss: 0.4833 - accuracy: 0.7660 Epoch 17/500 45/45 [==============================] - 0s 358us/step - loss: 0.4813 - accuracy: 0.7660 Epoch 18/500 45/45 [==============================] - 0s 354us/step - loss: 0.4796 - accuracy: 0.7632 Epoch 19/500 45/45 [==============================] - 0s 342us/step - loss: 0.4776 - accuracy: 0.7667 Epoch 20/500 45/45 [==============================] - 0s 339us/step - loss: 0.4760 - accuracy: 0.7653 Epoch 21/500 45/45 [==============================] - 0s 337us/step - loss: 0.4738 - accuracy: 0.7681 Epoch 22/500 45/45 [==============================] - 0s 350us/step - loss: 0.4718 - accuracy: 0.7694 Epoch 23/500 45/45 [==============================] - 0s 352us/step - loss: 0.4699 - accuracy: 0.7743 Epoch 24/500 45/45 [==============================] - 0s 351us/step - loss: 0.4684 - accuracy: 0.7736 Epoch 25/500 45/45 [==============================] - 0s 354us/step - loss: 0.4668 - accuracy: 0.7764 Epoch 26/500 45/45 [==============================] - 0s 346us/step - loss: 0.4656 - accuracy: 0.7757 Epoch 27/500 45/45 [==============================] - 0s 338us/step - loss: 0.4643 - accuracy: 0.7743 Epoch 28/500 45/45 [==============================] - 0s 352us/step - loss: 0.4633 - accuracy: 0.7750 Epoch 29/500 45/45 [==============================] - 0s 345us/step - loss: 0.4623 - accuracy: 0.7750 Epoch 30/500 45/45 [==============================] - 0s 343us/step - loss: 0.4612 - accuracy: 0.7750 Epoch 31/500 45/45 [==============================] - 0s 339us/step - loss: 0.4602 - accuracy: 0.7715 Epoch 32/500 45/45 [==============================] - 0s 349us/step - loss: 0.4595 - accuracy: 0.7750 Epoch 33/500 45/45 [==============================] - 0s 352us/step - loss: 0.4584 - accuracy: 0.7743 Epoch 34/500 45/45 [==============================] - 0s 345us/step - loss: 0.4579 - accuracy: 0.7743 Epoch 35/500 45/45 [==============================] - 0s 349us/step - loss: 0.4571 - accuracy: 0.7736 Epoch 36/500 45/45 [==============================] - 0s 335us/step - loss: 0.4566 - accuracy: 0.7715 Epoch 37/500 45/45 [==============================] - 0s 339us/step - loss: 0.4561 - accuracy: 0.7750 Epoch 38/500 45/45 [==============================] - 0s 348us/step - loss: 0.4553 - accuracy: 0.7778 Epoch 39/500 45/45 [==============================] - 0s 347us/step - loss: 0.4551 - accuracy: 0.7750 Epoch 40/500 45/45 [==============================] - 0s 347us/step - loss: 0.4548 - accuracy: 0.7736 Epoch 41/500 45/45 [==============================] - 0s 350us/step - loss: 0.4540 - accuracy: 0.7764 Epoch 42/500 45/45 [==============================] - 0s 336us/step - loss: 0.4535 - accuracy: 0.7757 Epoch 43/500 45/45 [==============================] - 0s 357us/step - loss: 0.4529 - accuracy: 0.7771 Epoch 44/500 45/45 [==============================] - 0s 344us/step - loss: 0.4526 - accuracy: 0.7764 Epoch 45/500 45/45 [==============================] - 0s 344us/step - loss: 0.4519 - accuracy: 0.7757 Epoch 46/500 45/45 [==============================] - 0s 340us/step - loss: 0.4524 - accuracy: 0.7792 Epoch 47/500 45/45 [==============================] - 0s 331us/step - loss: 0.4509 - accuracy: 0.7792 Epoch 48/500 45/45 [==============================] - 0s 344us/step - loss: 0.4507 - accuracy: 0.7785 Epoch 49/500 45/45 [==============================] - 0s 349us/step - loss: 0.4511 - accuracy: 0.7792 Epoch 50/500 45/45 [==============================] - 0s 349us/step - loss: 0.4500 - accuracy: 0.7799 Epoch 51/500 45/45 [==============================] - 0s 328us/step - loss: 0.4494 - accuracy: 0.7799 Epoch 52/500 45/45 [==============================] - 0s 339us/step - loss: 0.4491 - accuracy: 0.7799 Epoch 53/500 45/45 [==============================] - 0s 351us/step - loss: 0.4484 - accuracy: 0.7826 Epoch 54/500 45/45 [==============================] - 0s 346us/step - loss: 0.4482 - accuracy: 0.7799 Epoch 55/500 45/45 [==============================] - 0s 340us/step - loss: 0.4480 - accuracy: 0.7826 Epoch 56/500 45/45 [==============================] - 0s 346us/step - loss: 0.4477 - accuracy: 0.7833 Epoch 57/500 45/45 [==============================] - 0s 355us/step - loss: 0.4476 - accuracy: 0.7799 Epoch 58/500 45/45 [==============================] - 0s 342us/step - loss: 0.4469 - accuracy: 0.7792 Epoch 59/500 45/45 [==============================] - 0s 335us/step - loss: 0.4465 - accuracy: 0.7806 Epoch 60/500 45/45 [==============================] - 0s 343us/step - loss: 0.4461 - accuracy: 0.7806 Epoch 61/500 45/45 [==============================] - 0s 336us/step - loss: 0.4463 - accuracy: 0.7799 Epoch 62/500 45/45 [==============================] - 0s 337us/step - loss: 0.4464 - accuracy: 0.7812 Epoch 63/500 45/45 [==============================] - 0s 346us/step - loss: 0.4456 - accuracy: 0.7792 Epoch 64/500 45/45 [==============================] - 0s 348us/step - loss: 0.4452 - accuracy: 0.7785 Epoch 65/500 45/45 [==============================] - 0s 336us/step - loss: 0.4449 - accuracy: 0.7812 Epoch 66/500 45/45 [==============================] - 0s 333us/step - loss: 0.4450 - accuracy: 0.7799 Epoch 67/500 45/45 [==============================] - 0s 344us/step - loss: 0.4442 - accuracy: 0.7826 Epoch 68/500 45/45 [==============================] - 0s 344us/step - loss: 0.4444 - accuracy: 0.7819 Epoch 69/500 45/45 [==============================] - 0s 349us/step - loss: 0.4444 - accuracy: 0.7826 Epoch 70/500 45/45 [==============================] - 0s 347us/step - loss: 0.4443 - accuracy: 0.7847 Epoch 71/500 45/45 [==============================] - 0s 338us/step - loss: 0.4442 - accuracy: 0.7819 Epoch 72/500 45/45 [==============================] - 0s 347us/step - loss: 0.4438 - accuracy: 0.7819 Epoch 73/500 45/45 [==============================] - 0s 351us/step - loss: 0.4437 - accuracy: 0.7812 Epoch 74/500 45/45 [==============================] - 0s 343us/step - loss: 0.4435 - accuracy: 0.7812 Epoch 75/500 45/45 [==============================] - 0s 340us/step - loss: 0.4431 - accuracy: 0.7819 Epoch 76/500 45/45 [==============================] - 0s 339us/step - loss: 0.4433 - accuracy: 0.7840 Epoch 77/500 45/45 [==============================] - 0s 339us/step - loss: 0.4430 - accuracy: 0.7826 Epoch 78/500 45/45 [==============================] - 0s 348us/step - loss: 0.4427 - accuracy: 0.7826 Epoch 79/500 45/45 [==============================] - 0s 368us/step - loss: 0.4428 - accuracy: 0.7812 Epoch 80/500 45/45 [==============================] - 0s 350us/step - loss: 0.4428 - accuracy: 0.7854 Epoch 81/500 45/45 [==============================] - 0s 345us/step - loss: 0.4425 - accuracy: 0.7833 Epoch 82/500 45/45 [==============================] - 0s 336us/step - loss: 0.4426 - accuracy: 0.7826 Epoch 83/500 45/45 [==============================] - 0s 361us/step - loss: 0.4429 - accuracy: 0.7826 Epoch 84/500 45/45 [==============================] - 0s 366us/step - loss: 0.4424 - accuracy: 0.7833 Epoch 85/500 45/45 [==============================] - 0s 354us/step - loss: 0.4423 - accuracy: 0.7840 Epoch 86/500 45/45 [==============================] - 0s 336us/step - loss: 0.4420 - accuracy: 0.7819 Epoch 87/500 45/45 [==============================] - 0s 340us/step - loss: 0.4416 - accuracy: 0.7806 Epoch 88/500 45/45 [==============================] - 0s 343us/step - loss: 0.4423 - accuracy: 0.7819 Epoch 89/500 45/45 [==============================] - 0s 344us/step - loss: 0.4417 - accuracy: 0.7840 Epoch 90/500 45/45 [==============================] - 0s 353us/step - loss: 0.4414 - accuracy: 0.7889 Epoch 91/500 45/45 [==============================] - 0s 337us/step - loss: 0.4412 - accuracy: 0.7854 Epoch 92/500 45/45 [==============================] - 0s 339us/step - loss: 0.4411 - accuracy: 0.7840 Epoch 93/500 45/45 [==============================] - 0s 343us/step - loss: 0.4411 - accuracy: 0.7868 Epoch 94/500 45/45 [==============================] - 0s 353us/step - loss: 0.4415 - accuracy: 0.7819 Epoch 95/500 45/45 [==============================] - 0s 334us/step - loss: 0.4411 - accuracy: 0.7861 Epoch 96/500 45/45 [==============================] - 0s 342us/step - loss: 0.4405 - accuracy: 0.7882 Epoch 97/500 45/45 [==============================] - 0s 339us/step - loss: 0.4405 - accuracy: 0.7840 Epoch 98/500 45/45 [==============================] - 0s 350us/step - loss: 0.4402 - accuracy: 0.7868 Epoch 99/500 45/45 [==============================] - 0s 366us/step - loss: 0.4401 - accuracy: 0.7847 Epoch 100/500 45/45 [==============================] - 0s 363us/step - loss: 0.4402 - accuracy: 0.7833 Epoch 101/500 45/45 [==============================] - 0s 342us/step - loss: 0.4400 - accuracy: 0.7840 Epoch 102/500 45/45 [==============================] - 0s 340us/step - loss: 0.4399 - accuracy: 0.7826 Epoch 103/500 45/45 [==============================] - 0s 338us/step - loss: 0.4400 - accuracy: 0.7875 Epoch 104/500 45/45 [==============================] - 0s 352us/step - loss: 0.4397 - accuracy: 0.7833 Epoch 105/500 45/45 [==============================] - 0s 339us/step - loss: 0.4396 - accuracy: 0.7917 Epoch 106/500 45/45 [==============================] - 0s 350us/step - loss: 0.4396 - accuracy: 0.7861 Epoch 107/500 45/45 [==============================] - 0s 348us/step - loss: 0.4392 - accuracy: 0.7889 Epoch 108/500 45/45 [==============================] - 0s 351us/step - loss: 0.4391 - accuracy: 0.7868 Epoch 109/500 45/45 [==============================] - 0s 353us/step - loss: 0.4392 - accuracy: 0.7889 Epoch 110/500 45/45 [==============================] - 0s 345us/step - loss: 0.4387 - accuracy: 0.7868 Epoch 111/500 45/45 [==============================] - 0s 347us/step - loss: 0.4386 - accuracy: 0.7910 Epoch 112/500 45/45 [==============================] - 0s 340us/step - loss: 0.4387 - accuracy: 0.7889 Epoch 113/500 45/45 [==============================] - 0s 338us/step - loss: 0.4383 - accuracy: 0.7917 Epoch 114/500 45/45 [==============================] - 0s 336us/step - loss: 0.4384 - accuracy: 0.7937 Epoch 115/500 45/45 [==============================] - 0s 339us/step - loss: 0.4379 - accuracy: 0.7903 Epoch 116/500 45/45 [==============================] - 0s 348us/step - loss: 0.4379 - accuracy: 0.7917 Epoch 117/500 45/45 [==============================] - 0s 346us/step - loss: 0.4388 - accuracy: 0.7944 Epoch 118/500 45/45 [==============================] - 0s 342us/step - loss: 0.4377 - accuracy: 0.7917 Epoch 119/500 45/45 [==============================] - 0s 352us/step - loss: 0.4375 - accuracy: 0.7931 Epoch 120/500 45/45 [==============================] - 0s 349us/step - loss: 0.4366 - accuracy: 0.7924 Epoch 121/500 45/45 [==============================] - 0s 341us/step - loss: 0.4373 - accuracy: 0.7944 Epoch 122/500 45/45 [==============================] - 0s 351us/step - loss: 0.4370 - accuracy: 0.7951 Epoch 123/500 45/45 [==============================] - 0s 334us/step - loss: 0.4365 - accuracy: 0.7937 Epoch 124/500 45/45 [==============================] - 0s 345us/step - loss: 0.4364 - accuracy: 0.7944 Epoch 125/500 45/45 [==============================] - 0s 331us/step - loss: 0.4363 - accuracy: 0.7931 Epoch 126/500 45/45 [==============================] - 0s 346us/step - loss: 0.4360 - accuracy: 0.7972 Epoch 127/500 45/45 [==============================] - 0s 342us/step - loss: 0.4364 - accuracy: 0.7986 Epoch 128/500 45/45 [==============================] - 0s 351us/step - loss: 0.4360 - accuracy: 0.7951 Epoch 129/500 45/45 [==============================] - 0s 330us/step - loss: 0.4358 - accuracy: 0.7972 Epoch 130/500 45/45 [==============================] - 0s 356us/step - loss: 0.4354 - accuracy: 0.7993 Epoch 131/500 45/45 [==============================] - 0s 344us/step - loss: 0.4348 - accuracy: 0.7965 Epoch 132/500 45/45 [==============================] - 0s 345us/step - loss: 0.4353 - accuracy: 0.7979 Epoch 133/500 45/45 [==============================] - 0s 346us/step - loss: 0.4350 - accuracy: 0.7993 Epoch 134/500 45/45 [==============================] - 0s 358us/step - loss: 0.4350 - accuracy: 0.7993 Epoch 135/500 45/45 [==============================] - 0s 332us/step - loss: 0.4350 - accuracy: 0.7958 Epoch 136/500 45/45 [==============================] - 0s 351us/step - loss: 0.4345 - accuracy: 0.7979 Epoch 137/500 45/45 [==============================] - 0s 340us/step - loss: 0.4343 - accuracy: 0.7979 Epoch 138/500 45/45 [==============================] - 0s 352us/step - loss: 0.4351 - accuracy: 0.8000 Epoch 139/500 45/45 [==============================] - 0s 357us/step - loss: 0.4341 - accuracy: 0.7958 Epoch 140/500 45/45 [==============================] - 0s 341us/step - loss: 0.4343 - accuracy: 0.7979 Epoch 141/500 45/45 [==============================] - 0s 331us/step - loss: 0.4338 - accuracy: 0.7993 Epoch 142/500 45/45 [==============================] - 0s 357us/step - loss: 0.4342 - accuracy: 0.7986 Epoch 143/500 45/45 [==============================] - 0s 343us/step - loss: 0.4338 - accuracy: 0.7979 Epoch 144/500 45/45 [==============================] - 0s 362us/step - loss: 0.4334 - accuracy: 0.7965 Epoch 145/500 45/45 [==============================] - 0s 358us/step - loss: 0.4333 - accuracy: 0.7986 Epoch 146/500 45/45 [==============================] - 0s 347us/step - loss: 0.4329 - accuracy: 0.8007 Epoch 147/500 45/45 [==============================] - 0s 346us/step - loss: 0.4328 - accuracy: 0.8007 Epoch 148/500 45/45 [==============================] - 0s 361us/step - loss: 0.4324 - accuracy: 0.8007 Epoch 149/500 45/45 [==============================] - 0s 337us/step - loss: 0.4328 - accuracy: 0.8007 Epoch 150/500 45/45 [==============================] - 0s 350us/step - loss: 0.4322 - accuracy: 0.7993 Epoch 151/500 45/45 [==============================] - 0s 359us/step - loss: 0.4320 - accuracy: 0.8000 Epoch 152/500 45/45 [==============================] - 0s 388us/step - loss: 0.4317 - accuracy: 0.7993 Epoch 153/500 45/45 [==============================] - 0s 373us/step - loss: 0.4311 - accuracy: 0.8014 Epoch 154/500 45/45 [==============================] - 0s 352us/step - loss: 0.4312 - accuracy: 0.8007 Epoch 155/500 45/45 [==============================] - 0s 350us/step - loss: 0.4313 - accuracy: 0.7986 Epoch 156/500 45/45 [==============================] - 0s 358us/step - loss: 0.4310 - accuracy: 0.8007 Epoch 157/500 45/45 [==============================] - 0s 343us/step - loss: 0.4304 - accuracy: 0.8021 Epoch 158/500 45/45 [==============================] - 0s 358us/step - loss: 0.4295 - accuracy: 0.8028 Epoch 159/500 45/45 [==============================] - 0s 366us/step - loss: 0.4296 - accuracy: 0.7986 Epoch 160/500 45/45 [==============================] - 0s 361us/step - loss: 0.4294 - accuracy: 0.8028 Epoch 161/500 45/45 [==============================] - 0s 368us/step - loss: 0.4286 - accuracy: 0.8021 Epoch 162/500 45/45 [==============================] - 0s 375us/step - loss: 0.4283 - accuracy: 0.8014 Epoch 163/500 45/45 [==============================] - 0s 368us/step - loss: 0.4280 - accuracy: 0.8035 Epoch 164/500 45/45 [==============================] - 0s 373us/step - loss: 0.4278 - accuracy: 0.7993 Epoch 165/500 45/45 [==============================] - 0s 346us/step - loss: 0.4270 - accuracy: 0.8049 Epoch 166/500 45/45 [==============================] - 0s 347us/step - loss: 0.4272 - accuracy: 0.8007 Epoch 167/500 45/45 [==============================] - 0s 337us/step - loss: 0.4264 - accuracy: 0.8021 Epoch 168/500 45/45 [==============================] - 0s 334us/step - loss: 0.4260 - accuracy: 0.8028 Epoch 169/500 45/45 [==============================] - 0s 348us/step - loss: 0.4260 - accuracy: 0.8049 Epoch 170/500 45/45 [==============================] - 0s 345us/step - loss: 0.4258 - accuracy: 0.8035 Epoch 171/500 45/45 [==============================] - 0s 353us/step - loss: 0.4251 - accuracy: 0.8042 Epoch 172/500 45/45 [==============================] - 0s 348us/step - loss: 0.4245 - accuracy: 0.8049 Epoch 173/500 45/45 [==============================] - 0s 345us/step - loss: 0.4240 - accuracy: 0.7986 Epoch 174/500 45/45 [==============================] - 0s 345us/step - loss: 0.4234 - accuracy: 0.8076 Epoch 175/500 45/45 [==============================] - 0s 351us/step - loss: 0.4242 - accuracy: 0.8014 Epoch 176/500 45/45 [==============================] - 0s 348us/step - loss: 0.4233 - accuracy: 0.8014 Epoch 177/500 45/45 [==============================] - 0s 343us/step - loss: 0.4228 - accuracy: 0.8049 Epoch 178/500 45/45 [==============================] - 0s 337us/step - loss: 0.4221 - accuracy: 0.8021 Epoch 179/500 45/45 [==============================] - 0s 344us/step - loss: 0.4214 - accuracy: 0.8028 Epoch 180/500 45/45 [==============================] - 0s 344us/step - loss: 0.4211 - accuracy: 0.7965 Epoch 181/500 45/45 [==============================] - 0s 350us/step - loss: 0.4207 - accuracy: 0.8069 Epoch 182/500 45/45 [==============================] - 0s 341us/step - loss: 0.4203 - accuracy: 0.8021 Epoch 183/500 45/45 [==============================] - 0s 335us/step - loss: 0.4198 - accuracy: 0.8049 Epoch 184/500 45/45 [==============================] - 0s 339us/step - loss: 0.4197 - accuracy: 0.8049 Epoch 185/500 45/45 [==============================] - 0s 339us/step - loss: 0.4190 - accuracy: 0.8056 Epoch 186/500 45/45 [==============================] - 0s 347us/step - loss: 0.4187 - accuracy: 0.8069 Epoch 187/500 45/45 [==============================] - 0s 359us/step - loss: 0.4188 - accuracy: 0.8007 Epoch 188/500 45/45 [==============================] - 0s 352us/step - loss: 0.4181 - accuracy: 0.8062 Epoch 189/500 45/45 [==============================] - 0s 344us/step - loss: 0.4177 - accuracy: 0.8153 Epoch 190/500 45/45 [==============================] - 0s 333us/step - loss: 0.4181 - accuracy: 0.8069 Epoch 191/500 45/45 [==============================] - 0s 351us/step - loss: 0.4166 - accuracy: 0.8146 Epoch 192/500 45/45 [==============================] - 0s 352us/step - loss: 0.4167 - accuracy: 0.8104 Epoch 193/500 45/45 [==============================] - 0s 330us/step - loss: 0.4161 - accuracy: 0.8139 Epoch 194/500 45/45 [==============================] - 0s 345us/step - loss: 0.4157 - accuracy: 0.8139 Epoch 195/500 45/45 [==============================] - 0s 342us/step - loss: 0.4155 - accuracy: 0.8118 Epoch 196/500 45/45 [==============================] - 0s 345us/step - loss: 0.4158 - accuracy: 0.8125 Epoch 197/500 45/45 [==============================] - 0s 352us/step - loss: 0.4154 - accuracy: 0.8118 Epoch 198/500 45/45 [==============================] - 0s 355us/step - loss: 0.4149 - accuracy: 0.8174 Epoch 199/500 45/45 [==============================] - 0s 347us/step - loss: 0.4142 - accuracy: 0.8174 Epoch 200/500 45/45 [==============================] - 0s 341us/step - loss: 0.4139 - accuracy: 0.8174 Epoch 201/500 45/45 [==============================] - 0s 341us/step - loss: 0.4138 - accuracy: 0.8188 Epoch 202/500 45/45 [==============================] - 0s 354us/step - loss: 0.4131 - accuracy: 0.8139 Epoch 203/500 45/45 [==============================] - 0s 347us/step - loss: 0.4128 - accuracy: 0.8208 Epoch 204/500 45/45 [==============================] - 0s 348us/step - loss: 0.4125 - accuracy: 0.8215 Epoch 205/500 45/45 [==============================] - 0s 344us/step - loss: 0.4120 - accuracy: 0.8229 Epoch 206/500 45/45 [==============================] - 0s 351us/step - loss: 0.4119 - accuracy: 0.8208 Epoch 207/500 45/45 [==============================] - 0s 364us/step - loss: 0.4117 - accuracy: 0.8181 Epoch 208/500 45/45 [==============================] - 0s 350us/step - loss: 0.4113 - accuracy: 0.8215 Epoch 209/500 45/45 [==============================] - 0s 341us/step - loss: 0.4112 - accuracy: 0.8174 Epoch 210/500 45/45 [==============================] - 0s 345us/step - loss: 0.4107 - accuracy: 0.8201 Epoch 211/500 45/45 [==============================] - 0s 357us/step - loss: 0.4104 - accuracy: 0.8194 Epoch 212/500 45/45 [==============================] - 0s 340us/step - loss: 0.4098 - accuracy: 0.8222 Epoch 213/500 45/45 [==============================] - 0s 526us/step - loss: 0.4098 - accuracy: 0.8188 Epoch 214/500 45/45 [==============================] - 0s 374us/step - loss: 0.4091 - accuracy: 0.8222 Epoch 215/500 45/45 [==============================] - 0s 353us/step - loss: 0.4091 - accuracy: 0.8257 Epoch 216/500 45/45 [==============================] - 0s 356us/step - loss: 0.4083 - accuracy: 0.8292 Epoch 217/500 45/45 [==============================] - 0s 370us/step - loss: 0.4084 - accuracy: 0.8278 Epoch 218/500 45/45 [==============================] - 0s 352us/step - loss: 0.4081 - accuracy: 0.8250 Epoch 219/500 45/45 [==============================] - 0s 352us/step - loss: 0.4074 - accuracy: 0.8264 Epoch 220/500 45/45 [==============================] - 0s 343us/step - loss: 0.4076 - accuracy: 0.8229 Epoch 221/500 45/45 [==============================] - 0s 351us/step - loss: 0.4072 - accuracy: 0.8243 Epoch 222/500 45/45 [==============================] - 0s 344us/step - loss: 0.4065 - accuracy: 0.8271 Epoch 223/500 45/45 [==============================] - 0s 335us/step - loss: 0.4059 - accuracy: 0.8278 Epoch 224/500 45/45 [==============================] - 0s 349us/step - loss: 0.4057 - accuracy: 0.8257 Epoch 225/500 45/45 [==============================] - 0s 341us/step - loss: 0.4049 - accuracy: 0.8229 Epoch 226/500 45/45 [==============================] - 0s 346us/step - loss: 0.4049 - accuracy: 0.8264 Epoch 227/500 45/45 [==============================] - 0s 347us/step - loss: 0.4046 - accuracy: 0.8299 Epoch 228/500 45/45 [==============================] - 0s 349us/step - loss: 0.4040 - accuracy: 0.8292 Epoch 229/500 45/45 [==============================] - 0s 348us/step - loss: 0.4042 - accuracy: 0.8243 Epoch 230/500 45/45 [==============================] - 0s 340us/step - loss: 0.4039 - accuracy: 0.8292 Epoch 231/500 45/45 [==============================] - 0s 340us/step - loss: 0.4034 - accuracy: 0.8264 Epoch 232/500 45/45 [==============================] - 0s 345us/step - loss: 0.4032 - accuracy: 0.8264 Epoch 233/500 45/45 [==============================] - 0s 352us/step - loss: 0.4025 - accuracy: 0.8236 Epoch 234/500 45/45 [==============================] - 0s 344us/step - loss: 0.4028 - accuracy: 0.8236 Epoch 235/500 45/45 [==============================] - 0s 351us/step - loss: 0.4023 - accuracy: 0.8278 Epoch 236/500 45/45 [==============================] - 0s 343us/step - loss: 0.4030 - accuracy: 0.8271 Epoch 237/500 45/45 [==============================] - 0s 346us/step - loss: 0.4021 - accuracy: 0.8292 Epoch 238/500 45/45 [==============================] - 0s 339us/step - loss: 0.4016 - accuracy: 0.8229 Epoch 239/500 45/45 [==============================] - 0s 343us/step - loss: 0.4013 - accuracy: 0.8264 Epoch 240/500 45/45 [==============================] - 0s 339us/step - loss: 0.4005 - accuracy: 0.8326 Epoch 241/500 45/45 [==============================] - 0s 342us/step - loss: 0.4001 - accuracy: 0.8299 Epoch 242/500 45/45 [==============================] - 0s 351us/step - loss: 0.3995 - accuracy: 0.8292 Epoch 243/500 45/45 [==============================] - 0s 339us/step - loss: 0.3993 - accuracy: 0.8271 Epoch 244/500 45/45 [==============================] - 0s 349us/step - loss: 0.3989 - accuracy: 0.8347 Epoch 245/500 45/45 [==============================] - 0s 349us/step - loss: 0.3984 - accuracy: 0.8306 Epoch 246/500 45/45 [==============================] - 0s 347us/step - loss: 0.3976 - accuracy: 0.8285 Epoch 247/500 45/45 [==============================] - 0s 358us/step - loss: 0.3974 - accuracy: 0.8306 Epoch 248/500 45/45 [==============================] - 0s 355us/step - loss: 0.3971 - accuracy: 0.8264 Epoch 249/500 45/45 [==============================] - 0s 356us/step - loss: 0.3968 - accuracy: 0.8285 Epoch 250/500 45/45 [==============================] - 0s 350us/step - loss: 0.3971 - accuracy: 0.8299 Epoch 251/500 45/45 [==============================] - 0s 351us/step - loss: 0.3955 - accuracy: 0.8299 Epoch 252/500 45/45 [==============================] - 0s 336us/step - loss: 0.3957 - accuracy: 0.8285 Epoch 253/500 45/45 [==============================] - 0s 342us/step - loss: 0.3953 - accuracy: 0.8306 Epoch 254/500 45/45 [==============================] - 0s 347us/step - loss: 0.3950 - accuracy: 0.8278 Epoch 255/500 45/45 [==============================] - 0s 344us/step - loss: 0.3947 - accuracy: 0.8250 Epoch 256/500 45/45 [==============================] - 0s 348us/step - loss: 0.3944 - accuracy: 0.8250 Epoch 257/500 45/45 [==============================] - 0s 342us/step - loss: 0.3943 - accuracy: 0.8278 Epoch 258/500 45/45 [==============================] - 0s 336us/step - loss: 0.3937 - accuracy: 0.8278 Epoch 259/500 45/45 [==============================] - 0s 351us/step - loss: 0.3932 - accuracy: 0.8264 Epoch 260/500 45/45 [==============================] - 0s 344us/step - loss: 0.3931 - accuracy: 0.8299 Epoch 261/500 45/45 [==============================] - 0s 345us/step - loss: 0.3935 - accuracy: 0.8285 Epoch 262/500 45/45 [==============================] - 0s 355us/step - loss: 0.3928 - accuracy: 0.8319 Epoch 263/500 45/45 [==============================] - 0s 344us/step - loss: 0.3933 - accuracy: 0.8278 Epoch 264/500 45/45 [==============================] - 0s 348us/step - loss: 0.3919 - accuracy: 0.8292 Epoch 265/500 45/45 [==============================] - 0s 339us/step - loss: 0.3917 - accuracy: 0.8264 Epoch 266/500 45/45 [==============================] - 0s 345us/step - loss: 0.3911 - accuracy: 0.8285 Epoch 267/500 45/45 [==============================] - 0s 349us/step - loss: 0.3915 - accuracy: 0.8319 Epoch 268/500 45/45 [==============================] - 0s 351us/step - loss: 0.3906 - accuracy: 0.8264 Epoch 269/500 45/45 [==============================] - 0s 355us/step - loss: 0.3911 - accuracy: 0.8319 Epoch 270/500 45/45 [==============================] - 0s 346us/step - loss: 0.3905 - accuracy: 0.8271 Epoch 271/500 45/45 [==============================] - 0s 346us/step - loss: 0.3908 - accuracy: 0.8326 Epoch 272/500 45/45 [==============================] - 0s 348us/step - loss: 0.3898 - accuracy: 0.8299 Epoch 273/500 45/45 [==============================] - 0s 348us/step - loss: 0.3896 - accuracy: 0.8306 Epoch 274/500 45/45 [==============================] - 0s 346us/step - loss: 0.3893 - accuracy: 0.8299 Epoch 275/500 45/45 [==============================] - 0s 345us/step - loss: 0.3892 - accuracy: 0.8243 Epoch 276/500 45/45 [==============================] - 0s 346us/step - loss: 0.3889 - accuracy: 0.8292 Epoch 277/500 45/45 [==============================] - 0s 353us/step - loss: 0.3886 - accuracy: 0.8250 Epoch 278/500 45/45 [==============================] - 0s 342us/step - loss: 0.3884 - accuracy: 0.8285 Epoch 279/500 45/45 [==============================] - 0s 343us/step - loss: 0.3886 - accuracy: 0.8313 Epoch 280/500 45/45 [==============================] - 0s 352us/step - loss: 0.3883 - accuracy: 0.8278 Epoch 281/500 45/45 [==============================] - 0s 343us/step - loss: 0.3878 - accuracy: 0.8285 Epoch 282/500 45/45 [==============================] - 0s 348us/step - loss: 0.3881 - accuracy: 0.8278 Epoch 283/500 45/45 [==============================] - 0s 348us/step - loss: 0.3873 - accuracy: 0.8264 Epoch 284/500 45/45 [==============================] - 0s 347us/step - loss: 0.3870 - accuracy: 0.8285 Epoch 285/500 45/45 [==============================] - 0s 357us/step - loss: 0.3869 - accuracy: 0.8278 Epoch 286/500 45/45 [==============================] - 0s 370us/step - loss: 0.3865 - accuracy: 0.8292 Epoch 287/500 45/45 [==============================] - 0s 353us/step - loss: 0.3863 - accuracy: 0.8257 Epoch 288/500 45/45 [==============================] - 0s 347us/step - loss: 0.3866 - accuracy: 0.8257 Epoch 289/500 45/45 [==============================] - 0s 343us/step - loss: 0.3861 - accuracy: 0.8292 Epoch 290/500 45/45 [==============================] - 0s 517us/step - loss: 0.3867 - accuracy: 0.8271 Epoch 291/500 45/45 [==============================] - 0s 582us/step - loss: 0.3861 - accuracy: 0.8285 Epoch 292/500 45/45 [==============================] - 0s 359us/step - loss: 0.3852 - accuracy: 0.8299 Epoch 293/500 45/45 [==============================] - 0s 347us/step - loss: 0.3847 - accuracy: 0.8271 Epoch 294/500 45/45 [==============================] - 0s 355us/step - loss: 0.3848 - accuracy: 0.8271 Epoch 295/500 45/45 [==============================] - 0s 339us/step - loss: 0.3850 - accuracy: 0.8313 Epoch 296/500 45/45 [==============================] - 0s 354us/step - loss: 0.3840 - accuracy: 0.8264 Epoch 297/500 45/45 [==============================] - 0s 346us/step - loss: 0.3844 - accuracy: 0.8292 Epoch 298/500 45/45 [==============================] - 0s 367us/step - loss: 0.3839 - accuracy: 0.8285 Epoch 299/500 45/45 [==============================] - 0s 349us/step - loss: 0.3838 - accuracy: 0.8285 Epoch 300/500 45/45 [==============================] - 0s 349us/step - loss: 0.3834 - accuracy: 0.8292 Epoch 301/500 45/45 [==============================] - 0s 345us/step - loss: 0.3828 - accuracy: 0.8292 Epoch 302/500 45/45 [==============================] - 0s 342us/step - loss: 0.3836 - accuracy: 0.8285 Epoch 303/500 45/45 [==============================] - 0s 349us/step - loss: 0.3830 - accuracy: 0.8257 Epoch 304/500 45/45 [==============================] - 0s 350us/step - loss: 0.3828 - accuracy: 0.8271 Epoch 305/500 45/45 [==============================] - 0s 334us/step - loss: 0.3827 - accuracy: 0.8250 Epoch 306/500 45/45 [==============================] - 0s 348us/step - loss: 0.3820 - accuracy: 0.8278 Epoch 307/500 45/45 [==============================] - 0s 344us/step - loss: 0.3823 - accuracy: 0.8271 Epoch 308/500 45/45 [==============================] - 0s 348us/step - loss: 0.3817 - accuracy: 0.8278 Epoch 309/500 45/45 [==============================] - 0s 348us/step - loss: 0.3817 - accuracy: 0.8285 Epoch 310/500 45/45 [==============================] - 0s 341us/step - loss: 0.3821 - accuracy: 0.8285 Epoch 311/500 45/45 [==============================] - 0s 341us/step - loss: 0.3813 - accuracy: 0.8292 Epoch 312/500 45/45 [==============================] - 0s 346us/step - loss: 0.3814 - accuracy: 0.8292 Epoch 313/500 45/45 [==============================] - 0s 352us/step - loss: 0.3823 - accuracy: 0.8285 Epoch 314/500 45/45 [==============================] - 0s 341us/step - loss: 0.3819 - accuracy: 0.8347 Epoch 315/500 45/45 [==============================] - 0s 337us/step - loss: 0.3814 - accuracy: 0.8285 Epoch 316/500 45/45 [==============================] - 0s 340us/step - loss: 0.3808 - accuracy: 0.8257 Epoch 317/500 45/45 [==============================] - 0s 340us/step - loss: 0.3810 - accuracy: 0.8292 Epoch 318/500 45/45 [==============================] - 0s 342us/step - loss: 0.3805 - accuracy: 0.8278 Epoch 319/500 45/45 [==============================] - 0s 343us/step - loss: 0.3806 - accuracy: 0.8264 Epoch 320/500 45/45 [==============================] - 0s 337us/step - loss: 0.3808 - accuracy: 0.8264 Epoch 321/500 45/45 [==============================] - 0s 343us/step - loss: 0.3799 - accuracy: 0.8347 Epoch 322/500 45/45 [==============================] - 0s 345us/step - loss: 0.3805 - accuracy: 0.8278 Epoch 323/500 45/45 [==============================] - 0s 336us/step - loss: 0.3804 - accuracy: 0.8285 Epoch 324/500 45/45 [==============================] - 0s 338us/step - loss: 0.3800 - accuracy: 0.8340 Epoch 325/500 45/45 [==============================] - 0s 341us/step - loss: 0.3791 - accuracy: 0.8285 Epoch 326/500 45/45 [==============================] - 0s 339us/step - loss: 0.3799 - accuracy: 0.8313 Epoch 327/500 45/45 [==============================] - 0s 340us/step - loss: 0.3800 - accuracy: 0.8333 Epoch 328/500 45/45 [==============================] - 0s 335us/step - loss: 0.3795 - accuracy: 0.8333 Epoch 329/500 45/45 [==============================] - 0s 344us/step - loss: 0.3793 - accuracy: 0.8361 Epoch 330/500 45/45 [==============================] - 0s 330us/step - loss: 0.3793 - accuracy: 0.8299 Epoch 331/500 45/45 [==============================] - 0s 336us/step - loss: 0.3788 - accuracy: 0.8326 Epoch 332/500 45/45 [==============================] - 0s 333us/step - loss: 0.3795 - accuracy: 0.8299 Epoch 333/500 45/45 [==============================] - 0s 344us/step - loss: 0.3791 - accuracy: 0.8347 Epoch 334/500 45/45 [==============================] - 0s 349us/step - loss: 0.3788 - accuracy: 0.8368 Epoch 335/500 45/45 [==============================] - 0s 347us/step - loss: 0.3786 - accuracy: 0.8306 Epoch 336/500 45/45 [==============================] - 0s 353us/step - loss: 0.3781 - accuracy: 0.8333 Epoch 337/500 45/45 [==============================] - 0s 340us/step - loss: 0.3782 - accuracy: 0.8306 Epoch 338/500 45/45 [==============================] - 0s 342us/step - loss: 0.3788 - accuracy: 0.8361 Epoch 339/500 45/45 [==============================] - 0s 342us/step - loss: 0.3783 - accuracy: 0.8354 Epoch 340/500 45/45 [==============================] - 0s 341us/step - loss: 0.3785 - accuracy: 0.8361 Epoch 341/500 45/45 [==============================] - 0s 341us/step - loss: 0.3781 - accuracy: 0.8347 Epoch 342/500 45/45 [==============================] - 0s 346us/step - loss: 0.3779 - accuracy: 0.8347 Epoch 343/500 45/45 [==============================] - 0s 349us/step - loss: 0.3780 - accuracy: 0.8299 Epoch 344/500 45/45 [==============================] - 0s 338us/step - loss: 0.3776 - accuracy: 0.8313 Epoch 345/500 45/45 [==============================] - 0s 341us/step - loss: 0.3772 - accuracy: 0.8340 Epoch 346/500 45/45 [==============================] - 0s 339us/step - loss: 0.3777 - accuracy: 0.8340 Epoch 347/500 45/45 [==============================] - 0s 352us/step - loss: 0.3784 - accuracy: 0.8333 Epoch 348/500 45/45 [==============================] - 0s 354us/step - loss: 0.3775 - accuracy: 0.8326 Epoch 349/500 45/45 [==============================] - 0s 361us/step - loss: 0.3769 - accuracy: 0.8368 Epoch 350/500 45/45 [==============================] - 0s 345us/step - loss: 0.3772 - accuracy: 0.8319 Epoch 351/500 45/45 [==============================] - 0s 341us/step - loss: 0.3767 - accuracy: 0.8361 Epoch 352/500 45/45 [==============================] - 0s 348us/step - loss: 0.3771 - accuracy: 0.8340 Epoch 353/500 45/45 [==============================] - 0s 332us/step - loss: 0.3767 - accuracy: 0.8333 Epoch 354/500 45/45 [==============================] - 0s 341us/step - loss: 0.3764 - accuracy: 0.8368 Epoch 355/500 45/45 [==============================] - 0s 344us/step - loss: 0.3767 - accuracy: 0.8347 Epoch 356/500 45/45 [==============================] - 0s 341us/step - loss: 0.3768 - accuracy: 0.8347 Epoch 357/500 45/45 [==============================] - 0s 340us/step - loss: 0.3766 - accuracy: 0.8361 Epoch 358/500 45/45 [==============================] - 0s 344us/step - loss: 0.3762 - accuracy: 0.8354 Epoch 359/500 45/45 [==============================] - 0s 337us/step - loss: 0.3769 - accuracy: 0.8340 Epoch 360/500 45/45 [==============================] - 0s 339us/step - loss: 0.3764 - accuracy: 0.8368 Epoch 361/500 45/45 [==============================] - 0s 343us/step - loss: 0.3758 - accuracy: 0.8389 Epoch 362/500 45/45 [==============================] - 0s 357us/step - loss: 0.3784 - accuracy: 0.8382 Epoch 363/500 45/45 [==============================] - 0s 333us/step - loss: 0.3775 - accuracy: 0.8368 Epoch 364/500 45/45 [==============================] - 0s 345us/step - loss: 0.3759 - accuracy: 0.8326 Epoch 365/500 45/45 [==============================] - 0s 344us/step - loss: 0.3762 - accuracy: 0.8333 Epoch 366/500 45/45 [==============================] - 0s 346us/step - loss: 0.3752 - accuracy: 0.8368 Epoch 367/500 45/45 [==============================] - 0s 337us/step - loss: 0.3756 - accuracy: 0.8389 Epoch 368/500 45/45 [==============================] - 0s 335us/step - loss: 0.3754 - accuracy: 0.8354 Epoch 369/500 45/45 [==============================] - 0s 351us/step - loss: 0.3754 - accuracy: 0.8361 Epoch 370/500 45/45 [==============================] - 0s 341us/step - loss: 0.3757 - accuracy: 0.8347 Epoch 371/500 45/45 [==============================] - 0s 349us/step - loss: 0.3756 - accuracy: 0.8361 Epoch 372/500 45/45 [==============================] - 0s 340us/step - loss: 0.3759 - accuracy: 0.8368 Epoch 373/500 45/45 [==============================] - 0s 344us/step - loss: 0.3752 - accuracy: 0.8361 Epoch 374/500 45/45 [==============================] - 0s 335us/step - loss: 0.3750 - accuracy: 0.8319 Epoch 375/500 45/45 [==============================] - 0s 347us/step - loss: 0.3750 - accuracy: 0.8382 Epoch 376/500 45/45 [==============================] - 0s 353us/step - loss: 0.3749 - accuracy: 0.8354 Epoch 377/500 45/45 [==============================] - 0s 347us/step - loss: 0.3751 - accuracy: 0.8285 Epoch 378/500 45/45 [==============================] - 0s 347us/step - loss: 0.3750 - accuracy: 0.8375 Epoch 379/500 45/45 [==============================] - 0s 335us/step - loss: 0.3754 - accuracy: 0.8306 Epoch 380/500 45/45 [==============================] - 0s 344us/step - loss: 0.3758 - accuracy: 0.8333 Epoch 381/500 45/45 [==============================] - 0s 359us/step - loss: 0.3751 - accuracy: 0.8368 Epoch 382/500 45/45 [==============================] - 0s 564us/step - loss: 0.3750 - accuracy: 0.8313 Epoch 383/500 45/45 [==============================] - 0s 852us/step - loss: 0.3750 - accuracy: 0.8354 Epoch 384/500 45/45 [==============================] - 0s 381us/step - loss: 0.3742 - accuracy: 0.8354 Epoch 385/500 45/45 [==============================] - 0s 355us/step - loss: 0.3754 - accuracy: 0.8333 Epoch 386/500 45/45 [==============================] - 0s 354us/step - loss: 0.3760 - accuracy: 0.8347 Epoch 387/500 45/45 [==============================] - 0s 346us/step - loss: 0.3748 - accuracy: 0.8326 Epoch 388/500 45/45 [==============================] - 0s 343us/step - loss: 0.3745 - accuracy: 0.8361 Epoch 389/500 45/45 [==============================] - 0s 345us/step - loss: 0.3740 - accuracy: 0.8361 Epoch 390/500 45/45 [==============================] - 0s 352us/step - loss: 0.3742 - accuracy: 0.8333 Epoch 391/500 45/45 [==============================] - 0s 357us/step - loss: 0.3751 - accuracy: 0.8354 Epoch 392/500 45/45 [==============================] - 0s 342us/step - loss: 0.3740 - accuracy: 0.8368 Epoch 393/500 45/45 [==============================] - 0s 356us/step - loss: 0.3747 - accuracy: 0.8368 Epoch 394/500 45/45 [==============================] - 0s 350us/step - loss: 0.3744 - accuracy: 0.8382 Epoch 395/500 45/45 [==============================] - 0s 347us/step - loss: 0.3743 - accuracy: 0.8361 Epoch 396/500 45/45 [==============================] - 0s 345us/step - loss: 0.3742 - accuracy: 0.8340 Epoch 397/500 45/45 [==============================] - 0s 337us/step - loss: 0.3744 - accuracy: 0.8375 Epoch 398/500 45/45 [==============================] - 0s 340us/step - loss: 0.3733 - accuracy: 0.8389 Epoch 399/500 45/45 [==============================] - 0s 341us/step - loss: 0.3734 - accuracy: 0.8368 Epoch 400/500 45/45 [==============================] - 0s 338us/step - loss: 0.3738 - accuracy: 0.8389 Epoch 401/500 45/45 [==============================] - 0s 340us/step - loss: 0.3734 - accuracy: 0.8361 Epoch 402/500 45/45 [==============================] - 0s 343us/step - loss: 0.3733 - accuracy: 0.8396 Epoch 403/500 45/45 [==============================] - 0s 334us/step - loss: 0.3737 - accuracy: 0.8403 Epoch 404/500 45/45 [==============================] - 0s 344us/step - loss: 0.3739 - accuracy: 0.8375 Epoch 405/500 45/45 [==============================] - 0s 358us/step - loss: 0.3739 - accuracy: 0.8382 Epoch 406/500 45/45 [==============================] - 0s 349us/step - loss: 0.3737 - accuracy: 0.8382 Epoch 407/500 45/45 [==============================] - 0s 351us/step - loss: 0.3732 - accuracy: 0.8403 Epoch 408/500 45/45 [==============================] - 0s 338us/step - loss: 0.3729 - accuracy: 0.8333 Epoch 409/500 45/45 [==============================] - 0s 342us/step - loss: 0.3735 - accuracy: 0.8368 Epoch 410/500 45/45 [==============================] - 0s 344us/step - loss: 0.3733 - accuracy: 0.8389 Epoch 411/500 45/45 [==============================] - 0s 349us/step - loss: 0.3731 - accuracy: 0.8368 Epoch 412/500 45/45 [==============================] - 0s 355us/step - loss: 0.3731 - accuracy: 0.8410 Epoch 413/500 45/45 [==============================] - 0s 338us/step - loss: 0.3723 - accuracy: 0.8410 Epoch 414/500 45/45 [==============================] - 0s 344us/step - loss: 0.3732 - accuracy: 0.8382 Epoch 415/500 45/45 [==============================] - 0s 348us/step - loss: 0.3727 - accuracy: 0.8410 Epoch 416/500 45/45 [==============================] - 0s 357us/step - loss: 0.3727 - accuracy: 0.8375 Epoch 417/500 45/45 [==============================] - 0s 333us/step - loss: 0.3728 - accuracy: 0.8403 Epoch 418/500 45/45 [==============================] - 0s 339us/step - loss: 0.3733 - accuracy: 0.8424 Epoch 419/500 45/45 [==============================] - 0s 349us/step - loss: 0.3723 - accuracy: 0.8417 Epoch 420/500 45/45 [==============================] - 0s 339us/step - loss: 0.3729 - accuracy: 0.8382 Epoch 421/500 45/45 [==============================] - 0s 340us/step - loss: 0.3725 - accuracy: 0.8403 Epoch 422/500 45/45 [==============================] - 0s 349us/step - loss: 0.3731 - accuracy: 0.8354 Epoch 423/500 45/45 [==============================] - 0s 345us/step - loss: 0.3727 - accuracy: 0.8410 Epoch 424/500 45/45 [==============================] - 0s 348us/step - loss: 0.3732 - accuracy: 0.8396 Epoch 425/500 45/45 [==============================] - 0s 339us/step - loss: 0.3721 - accuracy: 0.8444 Epoch 426/500 45/45 [==============================] - 0s 344us/step - loss: 0.3720 - accuracy: 0.8417 Epoch 427/500 45/45 [==============================] - 0s 347us/step - loss: 0.3718 - accuracy: 0.8417 Epoch 428/500 45/45 [==============================] - 0s 338us/step - loss: 0.3720 - accuracy: 0.8410 Epoch 429/500 45/45 [==============================] - 0s 339us/step - loss: 0.3717 - accuracy: 0.8438 Epoch 430/500 45/45 [==============================] - 0s 340us/step - loss: 0.3717 - accuracy: 0.8382 Epoch 431/500 45/45 [==============================] - 0s 349us/step - loss: 0.3719 - accuracy: 0.8417 Epoch 432/500 45/45 [==============================] - 0s 342us/step - loss: 0.3711 - accuracy: 0.8431 Epoch 433/500 45/45 [==============================] - 0s 350us/step - loss: 0.3713 - accuracy: 0.8424 Epoch 434/500 45/45 [==============================] - 0s 336us/step - loss: 0.3714 - accuracy: 0.8403 Epoch 435/500 45/45 [==============================] - 0s 343us/step - loss: 0.3714 - accuracy: 0.8396 Epoch 436/500 45/45 [==============================] - 0s 338us/step - loss: 0.3710 - accuracy: 0.8424 Epoch 437/500 45/45 [==============================] - 0s 341us/step - loss: 0.3706 - accuracy: 0.8403 Epoch 438/500 45/45 [==============================] - 0s 360us/step - loss: 0.3705 - accuracy: 0.8382 Epoch 439/500 45/45 [==============================] - 0s 351us/step - loss: 0.3705 - accuracy: 0.8417 Epoch 440/500 45/45 [==============================] - 0s 343us/step - loss: 0.3715 - accuracy: 0.8438 Epoch 441/500 45/45 [==============================] - 0s 347us/step - loss: 0.3704 - accuracy: 0.8431 Epoch 442/500 45/45 [==============================] - 0s 346us/step - loss: 0.3705 - accuracy: 0.8403 Epoch 443/500 45/45 [==============================] - 0s 341us/step - loss: 0.3707 - accuracy: 0.8403 Epoch 444/500 45/45 [==============================] - 0s 337us/step - loss: 0.3709 - accuracy: 0.8396 Epoch 445/500 45/45 [==============================] - 0s 343us/step - loss: 0.3705 - accuracy: 0.8417 Epoch 446/500 45/45 [==============================] - 0s 344us/step - loss: 0.3706 - accuracy: 0.8396 Epoch 447/500 45/45 [==============================] - 0s 351us/step - loss: 0.3703 - accuracy: 0.8417 Epoch 448/500 45/45 [==============================] - 0s 341us/step - loss: 0.3709 - accuracy: 0.8396 Epoch 449/500 45/45 [==============================] - 0s 352us/step - loss: 0.3697 - accuracy: 0.8403 Epoch 450/500 45/45 [==============================] - 0s 338us/step - loss: 0.3702 - accuracy: 0.8389 Epoch 451/500 45/45 [==============================] - 0s 345us/step - loss: 0.3698 - accuracy: 0.8389 Epoch 452/500 45/45 [==============================] - 0s 339us/step - loss: 0.3701 - accuracy: 0.8403 Epoch 453/500 45/45 [==============================] - 0s 338us/step - loss: 0.3703 - accuracy: 0.8410 Epoch 454/500 45/45 [==============================] - 0s 347us/step - loss: 0.3702 - accuracy: 0.8403 Epoch 455/500 45/45 [==============================] - 0s 347us/step - loss: 0.3706 - accuracy: 0.8396 Epoch 456/500 45/45 [==============================] - 0s 350us/step - loss: 0.3697 - accuracy: 0.8403 Epoch 457/500 45/45 [==============================] - 0s 339us/step - loss: 0.3698 - accuracy: 0.8396 Epoch 458/500 45/45 [==============================] - 0s 343us/step - loss: 0.3696 - accuracy: 0.8417 Epoch 459/500 45/45 [==============================] - 0s 331us/step - loss: 0.3706 - accuracy: 0.8424 Epoch 460/500 45/45 [==============================] - 0s 342us/step - loss: 0.3698 - accuracy: 0.8403 Epoch 461/500 45/45 [==============================] - 0s 343us/step - loss: 0.3699 - accuracy: 0.8403 Epoch 462/500 45/45 [==============================] - 0s 348us/step - loss: 0.3695 - accuracy: 0.8403 Epoch 463/500 45/45 [==============================] - 0s 342us/step - loss: 0.3693 - accuracy: 0.8431 Epoch 464/500 45/45 [==============================] - 0s 345us/step - loss: 0.3696 - accuracy: 0.8410 Epoch 465/500 45/45 [==============================] - 0s 338us/step - loss: 0.3691 - accuracy: 0.8431 Epoch 466/500 45/45 [==============================] - 0s 342us/step - loss: 0.3704 - accuracy: 0.8403 Epoch 467/500 45/45 [==============================] - 0s 348us/step - loss: 0.3698 - accuracy: 0.8410 Epoch 468/500 45/45 [==============================] - 0s 337us/step - loss: 0.3691 - accuracy: 0.8410 Epoch 469/500 45/45 [==============================] - 0s 337us/step - loss: 0.3692 - accuracy: 0.8444 Epoch 470/500 45/45 [==============================] - 0s 335us/step - loss: 0.3686 - accuracy: 0.8431 Epoch 471/500 45/45 [==============================] - 0s 348us/step - loss: 0.3694 - accuracy: 0.8410 Epoch 472/500 45/45 [==============================] - 0s 350us/step - loss: 0.3686 - accuracy: 0.8382 Epoch 473/500 45/45 [==============================] - 0s 347us/step - loss: 0.3690 - accuracy: 0.8410 Epoch 474/500 45/45 [==============================] - 0s 342us/step - loss: 0.3685 - accuracy: 0.8396 Epoch 475/500 45/45 [==============================] - 0s 339us/step - loss: 0.3686 - accuracy: 0.8444 Epoch 476/500 45/45 [==============================] - 0s 340us/step - loss: 0.3692 - accuracy: 0.8417 Epoch 477/500 45/45 [==============================] - 0s 350us/step - loss: 0.3693 - accuracy: 0.8403 Epoch 478/500 45/45 [==============================] - 0s 335us/step - loss: 0.3684 - accuracy: 0.8458 Epoch 479/500 45/45 [==============================] - 0s 343us/step - loss: 0.3683 - accuracy: 0.8444 Epoch 480/500 45/45 [==============================] - 0s 338us/step - loss: 0.3688 - accuracy: 0.8431 Epoch 481/500 45/45 [==============================] - 0s 328us/step - loss: 0.3688 - accuracy: 0.8417 Epoch 482/500 45/45 [==============================] - 0s 335us/step - loss: 0.3684 - accuracy: 0.8424 Epoch 483/500 45/45 [==============================] - 0s 344us/step - loss: 0.3686 - accuracy: 0.8389 Epoch 484/500 45/45 [==============================] - 0s 348us/step - loss: 0.3681 - accuracy: 0.8458 Epoch 485/500 45/45 [==============================] - 0s 345us/step - loss: 0.3679 - accuracy: 0.8451 Epoch 486/500 45/45 [==============================] - 0s 345us/step - loss: 0.3681 - accuracy: 0.8417 Epoch 487/500 45/45 [==============================] - 0s 353us/step - loss: 0.3680 - accuracy: 0.8417 Epoch 488/500 45/45 [==============================] - 0s 345us/step - loss: 0.3676 - accuracy: 0.8389 Epoch 489/500 45/45 [==============================] - 0s 340us/step - loss: 0.3680 - accuracy: 0.8389 Epoch 490/500 45/45 [==============================] - 0s 339us/step - loss: 0.3679 - accuracy: 0.8444 Epoch 491/500 45/45 [==============================] - 0s 345us/step - loss: 0.3679 - accuracy: 0.8410 Epoch 492/500 45/45 [==============================] - 0s 342us/step - loss: 0.3678 - accuracy: 0.8438 Epoch 493/500 45/45 [==============================] - 0s 351us/step - loss: 0.3676 - accuracy: 0.8424 Epoch 494/500 45/45 [==============================] - 0s 334us/step - loss: 0.3683 - accuracy: 0.8417 Epoch 495/500 45/45 [==============================] - 0s 337us/step - loss: 0.3690 - accuracy: 0.8389 Epoch 496/500 45/45 [==============================] - 0s 341us/step - loss: 0.3676 - accuracy: 0.8431 Epoch 497/500 45/45 [==============================] - 0s 335us/step - loss: 0.3681 - accuracy: 0.8396 Epoch 498/500 45/45 [==============================] - 0s 335us/step - loss: 0.3680 - accuracy: 0.8396 Epoch 499/500 45/45 [==============================] - 0s 346us/step - loss: 0.3681 - accuracy: 0.8403 Epoch 500/500 45/45 [==============================] - 0s 345us/step - loss: 0.3689 - accuracy: 0.8389 5/5 [==============================] - 0s 425us/step Epoch 1/500 45/45 [==============================] - 0s 445us/step - loss: 0.6870 - accuracy: 0.6549 Epoch 2/500 45/45 [==============================] - 0s 429us/step - loss: 0.6674 - accuracy: 0.6590 Epoch 3/500 45/45 [==============================] - 0s 323us/step - loss: 0.6352 - accuracy: 0.6590 Epoch 4/500 45/45 [==============================] - 0s 324us/step - loss: 0.5960 - accuracy: 0.6590 Epoch 5/500 45/45 [==============================] - 0s 331us/step - loss: 0.5593 - accuracy: 0.6590 Epoch 6/500 45/45 [==============================] - 0s 318us/step - loss: 0.5318 - accuracy: 0.6597 Epoch 7/500 45/45 [==============================] - 0s 326us/step - loss: 0.5141 - accuracy: 0.7229 Epoch 8/500 45/45 [==============================] - 0s 319us/step - loss: 0.5036 - accuracy: 0.7715 Epoch 9/500 45/45 [==============================] - 0s 327us/step - loss: 0.4961 - accuracy: 0.7736 Epoch 10/500 45/45 [==============================] - 0s 334us/step - loss: 0.4896 - accuracy: 0.7771 Epoch 11/500 45/45 [==============================] - 0s 320us/step - loss: 0.4840 - accuracy: 0.7750 Epoch 12/500 45/45 [==============================] - 0s 314us/step - loss: 0.4797 - accuracy: 0.7708 Epoch 13/500 45/45 [==============================] - 0s 320us/step - loss: 0.4763 - accuracy: 0.7778 Epoch 14/500 45/45 [==============================] - 0s 332us/step - loss: 0.4736 - accuracy: 0.7750 Epoch 15/500 45/45 [==============================] - 0s 332us/step - loss: 0.4716 - accuracy: 0.7750 Epoch 16/500 45/45 [==============================] - 0s 321us/step - loss: 0.4699 - accuracy: 0.7736 Epoch 17/500 45/45 [==============================] - 0s 329us/step - loss: 0.4680 - accuracy: 0.7722 Epoch 18/500 45/45 [==============================] - 0s 320us/step - loss: 0.4668 - accuracy: 0.7757 Epoch 19/500 45/45 [==============================] - 0s 316us/step - loss: 0.4655 - accuracy: 0.7771 Epoch 20/500 45/45 [==============================] - 0s 338us/step - loss: 0.4646 - accuracy: 0.7743 Epoch 21/500 45/45 [==============================] - 0s 326us/step - loss: 0.4637 - accuracy: 0.7750 Epoch 22/500 45/45 [==============================] - 0s 321us/step - loss: 0.4630 - accuracy: 0.7764 Epoch 23/500 45/45 [==============================] - 0s 329us/step - loss: 0.4622 - accuracy: 0.7771 Epoch 24/500 45/45 [==============================] - 0s 323us/step - loss: 0.4616 - accuracy: 0.7771 Epoch 25/500 45/45 [==============================] - 0s 320us/step - loss: 0.4611 - accuracy: 0.7771 Epoch 26/500 45/45 [==============================] - 0s 323us/step - loss: 0.4603 - accuracy: 0.7785 Epoch 27/500 45/45 [==============================] - 0s 318us/step - loss: 0.4597 - accuracy: 0.7771 Epoch 28/500 45/45 [==============================] - 0s 318us/step - loss: 0.4594 - accuracy: 0.7799 Epoch 29/500 45/45 [==============================] - 0s 327us/step - loss: 0.4586 - accuracy: 0.7764 Epoch 30/500 45/45 [==============================] - 0s 335us/step - loss: 0.4578 - accuracy: 0.7812 Epoch 31/500 45/45 [==============================] - 0s 337us/step - loss: 0.4573 - accuracy: 0.7819 Epoch 32/500 45/45 [==============================] - 0s 316us/step - loss: 0.4564 - accuracy: 0.7847 Epoch 33/500 45/45 [==============================] - 0s 311us/step - loss: 0.4561 - accuracy: 0.7819 Epoch 34/500 45/45 [==============================] - 0s 318us/step - loss: 0.4555 - accuracy: 0.7833 Epoch 35/500 45/45 [==============================] - 0s 319us/step - loss: 0.4550 - accuracy: 0.7840 Epoch 36/500 45/45 [==============================] - 0s 322us/step - loss: 0.4543 - accuracy: 0.7854 Epoch 37/500 45/45 [==============================] - 0s 331us/step - loss: 0.4540 - accuracy: 0.7812 Epoch 38/500 45/45 [==============================] - 0s 317us/step - loss: 0.4534 - accuracy: 0.7840 Epoch 39/500 45/45 [==============================] - 0s 330us/step - loss: 0.4528 - accuracy: 0.7840 Epoch 40/500 45/45 [==============================] - 0s 318us/step - loss: 0.4528 - accuracy: 0.7868 Epoch 41/500 45/45 [==============================] - 0s 326us/step - loss: 0.4524 - accuracy: 0.7833 Epoch 42/500 45/45 [==============================] - 0s 321us/step - loss: 0.4520 - accuracy: 0.7847 Epoch 43/500 45/45 [==============================] - 0s 326us/step - loss: 0.4515 - accuracy: 0.7847 Epoch 44/500 45/45 [==============================] - 0s 331us/step - loss: 0.4510 - accuracy: 0.7854 Epoch 45/500 45/45 [==============================] - 0s 323us/step - loss: 0.4511 - accuracy: 0.7854 Epoch 46/500 45/45 [==============================] - 0s 331us/step - loss: 0.4506 - accuracy: 0.7854 Epoch 47/500 45/45 [==============================] - 0s 326us/step - loss: 0.4503 - accuracy: 0.7882 Epoch 48/500 45/45 [==============================] - 0s 312us/step - loss: 0.4501 - accuracy: 0.7882 Epoch 49/500 45/45 [==============================] - 0s 326us/step - loss: 0.4495 - accuracy: 0.7875 Epoch 50/500 45/45 [==============================] - 0s 321us/step - loss: 0.4497 - accuracy: 0.7889 Epoch 51/500 45/45 [==============================] - 0s 321us/step - loss: 0.4494 - accuracy: 0.7882 Epoch 52/500 45/45 [==============================] - 0s 343us/step - loss: 0.4486 - accuracy: 0.7861 Epoch 53/500 45/45 [==============================] - 0s 327us/step - loss: 0.4486 - accuracy: 0.7854 Epoch 54/500 45/45 [==============================] - 0s 334us/step - loss: 0.4482 - accuracy: 0.7882 Epoch 55/500 45/45 [==============================] - 0s 330us/step - loss: 0.4480 - accuracy: 0.7854 Epoch 56/500 45/45 [==============================] - 0s 336us/step - loss: 0.4477 - accuracy: 0.7868 Epoch 57/500 45/45 [==============================] - 0s 330us/step - loss: 0.4471 - accuracy: 0.7861 Epoch 58/500 45/45 [==============================] - 0s 325us/step - loss: 0.4466 - accuracy: 0.7868 Epoch 59/500 45/45 [==============================] - 0s 327us/step - loss: 0.4466 - accuracy: 0.7854 Epoch 60/500 45/45 [==============================] - 0s 323us/step - loss: 0.4461 - accuracy: 0.7868 Epoch 61/500 45/45 [==============================] - 0s 326us/step - loss: 0.4454 - accuracy: 0.7882 Epoch 62/500 45/45 [==============================] - 0s 494us/step - loss: 0.4453 - accuracy: 0.7875 Epoch 63/500 45/45 [==============================] - 0s 347us/step - loss: 0.4448 - accuracy: 0.7882 Epoch 64/500 45/45 [==============================] - 0s 330us/step - loss: 0.4441 - accuracy: 0.7896 Epoch 65/500 45/45 [==============================] - 0s 328us/step - loss: 0.4437 - accuracy: 0.7896 Epoch 66/500 45/45 [==============================] - 0s 349us/step - loss: 0.4432 - accuracy: 0.7889 Epoch 67/500 45/45 [==============================] - 0s 334us/step - loss: 0.4428 - accuracy: 0.7861 Epoch 68/500 45/45 [==============================] - 0s 339us/step - loss: 0.4426 - accuracy: 0.7882 Epoch 69/500 45/45 [==============================] - 0s 333us/step - loss: 0.4423 - accuracy: 0.7882 Epoch 70/500 45/45 [==============================] - 0s 322us/step - loss: 0.4420 - accuracy: 0.7903 Epoch 71/500 45/45 [==============================] - 0s 333us/step - loss: 0.4416 - accuracy: 0.7889 Epoch 72/500 45/45 [==============================] - 0s 328us/step - loss: 0.4412 - accuracy: 0.7917 Epoch 73/500 45/45 [==============================] - 0s 330us/step - loss: 0.4411 - accuracy: 0.7937 Epoch 74/500 45/45 [==============================] - 0s 325us/step - loss: 0.4405 - accuracy: 0.7896 Epoch 75/500 45/45 [==============================] - 0s 329us/step - loss: 0.4403 - accuracy: 0.7903 Epoch 76/500 45/45 [==============================] - 0s 337us/step - loss: 0.4399 - accuracy: 0.7896 Epoch 77/500 45/45 [==============================] - 0s 328us/step - loss: 0.4392 - accuracy: 0.7931 Epoch 78/500 45/45 [==============================] - 0s 322us/step - loss: 0.4391 - accuracy: 0.7903 Epoch 79/500 45/45 [==============================] - 0s 317us/step - loss: 0.4388 - accuracy: 0.7910 Epoch 80/500 45/45 [==============================] - 0s 326us/step - loss: 0.4382 - accuracy: 0.7937 Epoch 81/500 45/45 [==============================] - 0s 324us/step - loss: 0.4382 - accuracy: 0.7903 Epoch 82/500 45/45 [==============================] - 0s 317us/step - loss: 0.4376 - accuracy: 0.7944 Epoch 83/500 45/45 [==============================] - 0s 317us/step - loss: 0.4375 - accuracy: 0.7937 Epoch 84/500 45/45 [==============================] - 0s 322us/step - loss: 0.4370 - accuracy: 0.7917 Epoch 85/500 45/45 [==============================] - 0s 333us/step - loss: 0.4364 - accuracy: 0.7951 Epoch 86/500 45/45 [==============================] - 0s 348us/step - loss: 0.4363 - accuracy: 0.7958 Epoch 87/500 45/45 [==============================] - 0s 352us/step - loss: 0.4358 - accuracy: 0.7944 Epoch 88/500 45/45 [==============================] - 0s 315us/step - loss: 0.4354 - accuracy: 0.7951 Epoch 89/500 45/45 [==============================] - 0s 318us/step - loss: 0.4352 - accuracy: 0.7986 Epoch 90/500 45/45 [==============================] - 0s 331us/step - loss: 0.4348 - accuracy: 0.8014 Epoch 91/500 45/45 [==============================] - 0s 321us/step - loss: 0.4345 - accuracy: 0.7986 Epoch 92/500 45/45 [==============================] - 0s 328us/step - loss: 0.4340 - accuracy: 0.7972 Epoch 93/500 45/45 [==============================] - 0s 320us/step - loss: 0.4337 - accuracy: 0.7993 Epoch 94/500 45/45 [==============================] - 0s 314us/step - loss: 0.4333 - accuracy: 0.8007 Epoch 95/500 45/45 [==============================] - 0s 346us/step - loss: 0.4332 - accuracy: 0.8007 Epoch 96/500 45/45 [==============================] - 0s 334us/step - loss: 0.4325 - accuracy: 0.8014 Epoch 97/500 45/45 [==============================] - 0s 326us/step - loss: 0.4323 - accuracy: 0.8007 Epoch 98/500 45/45 [==============================] - 0s 320us/step - loss: 0.4319 - accuracy: 0.8014 Epoch 99/500 45/45 [==============================] - 0s 332us/step - loss: 0.4316 - accuracy: 0.8007 Epoch 100/500 45/45 [==============================] - 0s 320us/step - loss: 0.4315 - accuracy: 0.8062 Epoch 101/500 45/45 [==============================] - 0s 318us/step - loss: 0.4309 - accuracy: 0.8014 Epoch 102/500 45/45 [==============================] - 0s 321us/step - loss: 0.4311 - accuracy: 0.8049 Epoch 103/500 45/45 [==============================] - 0s 331us/step - loss: 0.4304 - accuracy: 0.8049 Epoch 104/500 45/45 [==============================] - 0s 309us/step - loss: 0.4304 - accuracy: 0.8028 Epoch 105/500 45/45 [==============================] - 0s 327us/step - loss: 0.4299 - accuracy: 0.8049 Epoch 106/500 45/45 [==============================] - 0s 318us/step - loss: 0.4296 - accuracy: 0.8042 Epoch 107/500 45/45 [==============================] - 0s 323us/step - loss: 0.4294 - accuracy: 0.8062 Epoch 108/500 45/45 [==============================] - 0s 323us/step - loss: 0.4288 - accuracy: 0.8035 Epoch 109/500 45/45 [==============================] - 0s 330us/step - loss: 0.4286 - accuracy: 0.8028 Epoch 110/500 45/45 [==============================] - 0s 322us/step - loss: 0.4284 - accuracy: 0.8049 Epoch 111/500 45/45 [==============================] - 0s 324us/step - loss: 0.4280 - accuracy: 0.8028 Epoch 112/500 45/45 [==============================] - 0s 326us/step - loss: 0.4277 - accuracy: 0.8076 Epoch 113/500 45/45 [==============================] - 0s 341us/step - loss: 0.4275 - accuracy: 0.8028 Epoch 114/500 45/45 [==============================] - 0s 324us/step - loss: 0.4273 - accuracy: 0.8083 Epoch 115/500 45/45 [==============================] - 0s 320us/step - loss: 0.4268 - accuracy: 0.8042 Epoch 116/500 45/45 [==============================] - 0s 317us/step - loss: 0.4269 - accuracy: 0.8042 Epoch 117/500 45/45 [==============================] - 0s 328us/step - loss: 0.4265 - accuracy: 0.8056 Epoch 118/500 45/45 [==============================] - 0s 320us/step - loss: 0.4259 - accuracy: 0.8056 Epoch 119/500 45/45 [==============================] - 0s 325us/step - loss: 0.4259 - accuracy: 0.8069 Epoch 120/500 45/45 [==============================] - 0s 316us/step - loss: 0.4258 - accuracy: 0.8035 Epoch 121/500 45/45 [==============================] - 0s 330us/step - loss: 0.4249 - accuracy: 0.8062 Epoch 122/500 45/45 [==============================] - 0s 322us/step - loss: 0.4247 - accuracy: 0.8056 Epoch 123/500 45/45 [==============================] - 0s 326us/step - loss: 0.4246 - accuracy: 0.8062 Epoch 124/500 45/45 [==============================] - 0s 318us/step - loss: 0.4242 - accuracy: 0.8049 Epoch 125/500 45/45 [==============================] - 0s 326us/step - loss: 0.4240 - accuracy: 0.8056 Epoch 126/500 45/45 [==============================] - 0s 319us/step - loss: 0.4235 - accuracy: 0.8028 Epoch 127/500 45/45 [==============================] - 0s 329us/step - loss: 0.4230 - accuracy: 0.8014 Epoch 128/500 45/45 [==============================] - 0s 316us/step - loss: 0.4228 - accuracy: 0.8035 Epoch 129/500 45/45 [==============================] - 0s 326us/step - loss: 0.4226 - accuracy: 0.8035 Epoch 130/500 45/45 [==============================] - 0s 317us/step - loss: 0.4223 - accuracy: 0.8056 Epoch 131/500 45/45 [==============================] - 0s 328us/step - loss: 0.4220 - accuracy: 0.8028 Epoch 132/500 45/45 [==============================] - 0s 318us/step - loss: 0.4217 - accuracy: 0.8062 Epoch 133/500 45/45 [==============================] - 0s 316us/step - loss: 0.4217 - accuracy: 0.8049 Epoch 134/500 45/45 [==============================] - 0s 333us/step - loss: 0.4215 - accuracy: 0.8049 Epoch 135/500 45/45 [==============================] - 0s 325us/step - loss: 0.4211 - accuracy: 0.8056 Epoch 136/500 45/45 [==============================] - 0s 324us/step - loss: 0.4210 - accuracy: 0.8049 Epoch 137/500 45/45 [==============================] - 0s 321us/step - loss: 0.4208 - accuracy: 0.8062 Epoch 138/500 45/45 [==============================] - 0s 325us/step - loss: 0.4207 - accuracy: 0.8049 Epoch 139/500 45/45 [==============================] - 0s 322us/step - loss: 0.4205 - accuracy: 0.8049 Epoch 140/500 45/45 [==============================] - 0s 338us/step - loss: 0.4203 - accuracy: 0.8042 Epoch 141/500 45/45 [==============================] - 0s 330us/step - loss: 0.4200 - accuracy: 0.8021 Epoch 142/500 45/45 [==============================] - 0s 326us/step - loss: 0.4201 - accuracy: 0.8049 Epoch 143/500 45/45 [==============================] - 0s 318us/step - loss: 0.4194 - accuracy: 0.8042 Epoch 144/500 45/45 [==============================] - 0s 323us/step - loss: 0.4197 - accuracy: 0.8056 Epoch 145/500 45/45 [==============================] - 0s 335us/step - loss: 0.4195 - accuracy: 0.8062 Epoch 146/500 45/45 [==============================] - 0s 329us/step - loss: 0.4188 - accuracy: 0.8090 Epoch 147/500 45/45 [==============================] - 0s 317us/step - loss: 0.4188 - accuracy: 0.8090 Epoch 148/500 45/45 [==============================] - 0s 311us/step - loss: 0.4190 - accuracy: 0.8069 Epoch 149/500 45/45 [==============================] - 0s 323us/step - loss: 0.4187 - accuracy: 0.8076 Epoch 150/500 45/45 [==============================] - 0s 330us/step - loss: 0.4185 - accuracy: 0.8056 Epoch 151/500 45/45 [==============================] - 0s 320us/step - loss: 0.4176 - accuracy: 0.8069 Epoch 152/500 45/45 [==============================] - 0s 328us/step - loss: 0.4180 - accuracy: 0.8049 Epoch 153/500 45/45 [==============================] - 0s 330us/step - loss: 0.4174 - accuracy: 0.8028 Epoch 154/500 45/45 [==============================] - 0s 324us/step - loss: 0.4172 - accuracy: 0.8083 Epoch 155/500 45/45 [==============================] - 0s 325us/step - loss: 0.4171 - accuracy: 0.8069 Epoch 156/500 45/45 [==============================] - 0s 328us/step - loss: 0.4165 - accuracy: 0.8090 Epoch 157/500 45/45 [==============================] - 0s 326us/step - loss: 0.4167 - accuracy: 0.8083 Epoch 158/500 45/45 [==============================] - 0s 322us/step - loss: 0.4167 - accuracy: 0.8049 Epoch 159/500 45/45 [==============================] - 0s 330us/step - loss: 0.4162 - accuracy: 0.8069 Epoch 160/500 45/45 [==============================] - 0s 324us/step - loss: 0.4164 - accuracy: 0.8056 Epoch 161/500 45/45 [==============================] - 0s 324us/step - loss: 0.4161 - accuracy: 0.8090 Epoch 162/500 45/45 [==============================] - 0s 317us/step - loss: 0.4159 - accuracy: 0.8069 Epoch 163/500 45/45 [==============================] - 0s 326us/step - loss: 0.4153 - accuracy: 0.8111 Epoch 164/500 45/45 [==============================] - 0s 318us/step - loss: 0.4158 - accuracy: 0.8069 Epoch 165/500 45/45 [==============================] - 0s 316us/step - loss: 0.4153 - accuracy: 0.8076 Epoch 166/500 45/45 [==============================] - 0s 323us/step - loss: 0.4151 - accuracy: 0.8076 Epoch 167/500 45/45 [==============================] - 0s 332us/step - loss: 0.4151 - accuracy: 0.8069 Epoch 168/500 45/45 [==============================] - 0s 316us/step - loss: 0.4147 - accuracy: 0.8090 Epoch 169/500 45/45 [==============================] - 0s 319us/step - loss: 0.4145 - accuracy: 0.8118 Epoch 170/500 45/45 [==============================] - 0s 329us/step - loss: 0.4145 - accuracy: 0.8104 Epoch 171/500 45/45 [==============================] - 0s 331us/step - loss: 0.4144 - accuracy: 0.8090 Epoch 172/500 45/45 [==============================] - 0s 329us/step - loss: 0.4145 - accuracy: 0.8090 Epoch 173/500 45/45 [==============================] - 0s 323us/step - loss: 0.4141 - accuracy: 0.8132 Epoch 174/500 45/45 [==============================] - 0s 318us/step - loss: 0.4141 - accuracy: 0.8104 Epoch 175/500 45/45 [==============================] - 0s 325us/step - loss: 0.4139 - accuracy: 0.8097 Epoch 176/500 45/45 [==============================] - 0s 332us/step - loss: 0.4131 - accuracy: 0.8153 Epoch 177/500 45/45 [==============================] - 0s 319us/step - loss: 0.4138 - accuracy: 0.8139 Epoch 178/500 45/45 [==============================] - 0s 327us/step - loss: 0.4134 - accuracy: 0.8132 Epoch 179/500 45/45 [==============================] - 0s 328us/step - loss: 0.4136 - accuracy: 0.8118 Epoch 180/500 45/45 [==============================] - 0s 318us/step - loss: 0.4134 - accuracy: 0.8160 Epoch 181/500 45/45 [==============================] - 0s 328us/step - loss: 0.4132 - accuracy: 0.8174 Epoch 182/500 45/45 [==============================] - 0s 312us/step - loss: 0.4135 - accuracy: 0.8118 Epoch 183/500 45/45 [==============================] - 0s 320us/step - loss: 0.4128 - accuracy: 0.8146 Epoch 184/500 45/45 [==============================] - 0s 326us/step - loss: 0.4129 - accuracy: 0.8111 Epoch 185/500 45/45 [==============================] - 0s 340us/step - loss: 0.4130 - accuracy: 0.8167 Epoch 186/500 45/45 [==============================] - 0s 317us/step - loss: 0.4124 - accuracy: 0.8132 Epoch 187/500 45/45 [==============================] - 0s 320us/step - loss: 0.4125 - accuracy: 0.8111 Epoch 188/500 45/45 [==============================] - 0s 335us/step - loss: 0.4120 - accuracy: 0.8139 Epoch 189/500 45/45 [==============================] - 0s 319us/step - loss: 0.4123 - accuracy: 0.8118 Epoch 190/500 45/45 [==============================] - 0s 317us/step - loss: 0.4123 - accuracy: 0.8139 Epoch 191/500 45/45 [==============================] - 0s 313us/step - loss: 0.4119 - accuracy: 0.8125 Epoch 192/500 45/45 [==============================] - 0s 314us/step - loss: 0.4121 - accuracy: 0.8118 Epoch 193/500 45/45 [==============================] - 0s 319us/step - loss: 0.4120 - accuracy: 0.8118 Epoch 194/500 45/45 [==============================] - 0s 318us/step - loss: 0.4116 - accuracy: 0.8104 Epoch 195/500 45/45 [==============================] - 0s 315us/step - loss: 0.4116 - accuracy: 0.8118 Epoch 196/500 45/45 [==============================] - 0s 324us/step - loss: 0.4104 - accuracy: 0.8125 Epoch 197/500 45/45 [==============================] - 0s 317us/step - loss: 0.4107 - accuracy: 0.8132 Epoch 198/500 45/45 [==============================] - 0s 317us/step - loss: 0.4115 - accuracy: 0.8139 Epoch 199/500 45/45 [==============================] - 0s 334us/step - loss: 0.4114 - accuracy: 0.8146 Epoch 200/500 45/45 [==============================] - 0s 327us/step - loss: 0.4110 - accuracy: 0.8118 Epoch 201/500 45/45 [==============================] - 0s 324us/step - loss: 0.4108 - accuracy: 0.8125 Epoch 202/500 45/45 [==============================] - 0s 326us/step - loss: 0.4112 - accuracy: 0.8104 Epoch 203/500 45/45 [==============================] - 0s 330us/step - loss: 0.4111 - accuracy: 0.8132 Epoch 204/500 45/45 [==============================] - 0s 327us/step - loss: 0.4101 - accuracy: 0.8201 Epoch 205/500 45/45 [==============================] - 0s 326us/step - loss: 0.4107 - accuracy: 0.8083 Epoch 206/500 45/45 [==============================] - 0s 331us/step - loss: 0.4107 - accuracy: 0.8125 Epoch 207/500 45/45 [==============================] - 0s 321us/step - loss: 0.4100 - accuracy: 0.8125 Epoch 208/500 45/45 [==============================] - 0s 316us/step - loss: 0.4104 - accuracy: 0.8104 Epoch 209/500 45/45 [==============================] - 0s 316us/step - loss: 0.4102 - accuracy: 0.8125 Epoch 210/500 45/45 [==============================] - 0s 326us/step - loss: 0.4103 - accuracy: 0.8174 Epoch 211/500 45/45 [==============================] - 0s 319us/step - loss: 0.4101 - accuracy: 0.8125 Epoch 212/500 45/45 [==============================] - 0s 323us/step - loss: 0.4104 - accuracy: 0.8139 Epoch 213/500 45/45 [==============================] - 0s 322us/step - loss: 0.4099 - accuracy: 0.8167 Epoch 214/500 45/45 [==============================] - 0s 321us/step - loss: 0.4103 - accuracy: 0.8139 Epoch 215/500 45/45 [==============================] - 0s 313us/step - loss: 0.4099 - accuracy: 0.8167 Epoch 216/500 45/45 [==============================] - 0s 317us/step - loss: 0.4096 - accuracy: 0.8167 Epoch 217/500 45/45 [==============================] - 0s 327us/step - loss: 0.4099 - accuracy: 0.8181 Epoch 218/500 45/45 [==============================] - 0s 321us/step - loss: 0.4096 - accuracy: 0.8181 Epoch 219/500 45/45 [==============================] - 0s 333us/step - loss: 0.4098 - accuracy: 0.8132 Epoch 220/500 45/45 [==============================] - 0s 329us/step - loss: 0.4097 - accuracy: 0.8125 Epoch 221/500 45/45 [==============================] - 0s 332us/step - loss: 0.4094 - accuracy: 0.8160 Epoch 222/500 45/45 [==============================] - 0s 334us/step - loss: 0.4095 - accuracy: 0.8160 Epoch 223/500 45/45 [==============================] - 0s 340us/step - loss: 0.4096 - accuracy: 0.8132 Epoch 224/500 45/45 [==============================] - 0s 322us/step - loss: 0.4096 - accuracy: 0.8194 Epoch 225/500 45/45 [==============================] - 0s 316us/step - loss: 0.4088 - accuracy: 0.8125 Epoch 226/500 45/45 [==============================] - 0s 318us/step - loss: 0.4090 - accuracy: 0.8160 Epoch 227/500 45/45 [==============================] - 0s 330us/step - loss: 0.4092 - accuracy: 0.8153 Epoch 228/500 45/45 [==============================] - 0s 318us/step - loss: 0.4089 - accuracy: 0.8118 Epoch 229/500 45/45 [==============================] - 0s 321us/step - loss: 0.4088 - accuracy: 0.8167 Epoch 230/500 45/45 [==============================] - 0s 325us/step - loss: 0.4087 - accuracy: 0.8118 Epoch 231/500 45/45 [==============================] - 0s 311us/step - loss: 0.4091 - accuracy: 0.8153 Epoch 232/500 45/45 [==============================] - 0s 318us/step - loss: 0.4087 - accuracy: 0.8160 Epoch 233/500 45/45 [==============================] - 0s 318us/step - loss: 0.4088 - accuracy: 0.8181 Epoch 234/500 45/45 [==============================] - 0s 326us/step - loss: 0.4087 - accuracy: 0.8188 Epoch 235/500 45/45 [==============================] - 0s 317us/step - loss: 0.4086 - accuracy: 0.8174 Epoch 236/500 45/45 [==============================] - 0s 327us/step - loss: 0.4081 - accuracy: 0.8174 Epoch 237/500 45/45 [==============================] - 0s 327us/step - loss: 0.4086 - accuracy: 0.8153 Epoch 238/500 45/45 [==============================] - 0s 321us/step - loss: 0.4081 - accuracy: 0.8174 Epoch 239/500 45/45 [==============================] - 0s 318us/step - loss: 0.4080 - accuracy: 0.8146 Epoch 240/500 45/45 [==============================] - 0s 338us/step - loss: 0.4085 - accuracy: 0.8139 Epoch 241/500 45/45 [==============================] - 0s 325us/step - loss: 0.4078 - accuracy: 0.8118 Epoch 242/500 45/45 [==============================] - 0s 338us/step - loss: 0.4076 - accuracy: 0.8167 Epoch 243/500 45/45 [==============================] - 0s 316us/step - loss: 0.4078 - accuracy: 0.8160 Epoch 244/500 45/45 [==============================] - 0s 327us/step - loss: 0.4073 - accuracy: 0.8194 Epoch 245/500 45/45 [==============================] - 0s 317us/step - loss: 0.4075 - accuracy: 0.8160 Epoch 246/500 45/45 [==============================] - 0s 328us/step - loss: 0.4074 - accuracy: 0.8174 Epoch 247/500 45/45 [==============================] - 0s 323us/step - loss: 0.4071 - accuracy: 0.8167 Epoch 248/500 45/45 [==============================] - 0s 326us/step - loss: 0.4073 - accuracy: 0.8181 Epoch 249/500 45/45 [==============================] - 0s 313us/step - loss: 0.4072 - accuracy: 0.8194 Epoch 250/500 45/45 [==============================] - 0s 313us/step - loss: 0.4071 - accuracy: 0.8153 Epoch 251/500 45/45 [==============================] - 0s 336us/step - loss: 0.4068 - accuracy: 0.8181 Epoch 252/500 45/45 [==============================] - 0s 322us/step - loss: 0.4069 - accuracy: 0.8188 Epoch 253/500 45/45 [==============================] - 0s 328us/step - loss: 0.4070 - accuracy: 0.8188 Epoch 254/500 45/45 [==============================] - 0s 316us/step - loss: 0.4062 - accuracy: 0.8201 Epoch 255/500 45/45 [==============================] - 0s 336us/step - loss: 0.4064 - accuracy: 0.8174 Epoch 256/500 45/45 [==============================] - 0s 321us/step - loss: 0.4065 - accuracy: 0.8167 Epoch 257/500 45/45 [==============================] - 0s 317us/step - loss: 0.4063 - accuracy: 0.8181 Epoch 258/500 45/45 [==============================] - 0s 326us/step - loss: 0.4060 - accuracy: 0.8181 Epoch 259/500 45/45 [==============================] - 0s 319us/step - loss: 0.4064 - accuracy: 0.8174 Epoch 260/500 45/45 [==============================] - 0s 341us/step - loss: 0.4067 - accuracy: 0.8160 Epoch 261/500 45/45 [==============================] - 0s 322us/step - loss: 0.4052 - accuracy: 0.8188 Epoch 262/500 45/45 [==============================] - 0s 311us/step - loss: 0.4061 - accuracy: 0.8167 Epoch 263/500 45/45 [==============================] - 0s 329us/step - loss: 0.4060 - accuracy: 0.8167 Epoch 264/500 45/45 [==============================] - 0s 325us/step - loss: 0.4054 - accuracy: 0.8181 Epoch 265/500 45/45 [==============================] - 0s 321us/step - loss: 0.4055 - accuracy: 0.8188 Epoch 266/500 45/45 [==============================] - 0s 321us/step - loss: 0.4057 - accuracy: 0.8167 Epoch 267/500 45/45 [==============================] - 0s 322us/step - loss: 0.4057 - accuracy: 0.8139 Epoch 268/500 45/45 [==============================] - 0s 334us/step - loss: 0.4055 - accuracy: 0.8160 Epoch 269/500 45/45 [==============================] - 0s 330us/step - loss: 0.4052 - accuracy: 0.8153 Epoch 270/500 45/45 [==============================] - 0s 322us/step - loss: 0.4054 - accuracy: 0.8174 Epoch 271/500 45/45 [==============================] - 0s 321us/step - loss: 0.4046 - accuracy: 0.8188 Epoch 272/500 45/45 [==============================] - 0s 324us/step - loss: 0.4052 - accuracy: 0.8146 Epoch 273/500 45/45 [==============================] - 0s 326us/step - loss: 0.4050 - accuracy: 0.8188 Epoch 274/500 45/45 [==============================] - 0s 322us/step - loss: 0.4051 - accuracy: 0.8188 Epoch 275/500 45/45 [==============================] - 0s 324us/step - loss: 0.4046 - accuracy: 0.8153 Epoch 276/500 45/45 [==============================] - 0s 326us/step - loss: 0.4046 - accuracy: 0.8181 Epoch 277/500 45/45 [==============================] - 0s 318us/step - loss: 0.4040 - accuracy: 0.8167 Epoch 278/500 45/45 [==============================] - 0s 317us/step - loss: 0.4044 - accuracy: 0.8174 Epoch 279/500 45/45 [==============================] - 0s 318us/step - loss: 0.4046 - accuracy: 0.8188 Epoch 280/500 45/45 [==============================] - 0s 315us/step - loss: 0.4046 - accuracy: 0.8188 Epoch 281/500 45/45 [==============================] - 0s 339us/step - loss: 0.4042 - accuracy: 0.8174 Epoch 282/500 45/45 [==============================] - 0s 317us/step - loss: 0.4040 - accuracy: 0.8194 Epoch 283/500 45/45 [==============================] - 0s 334us/step - loss: 0.4039 - accuracy: 0.8146 Epoch 284/500 45/45 [==============================] - 0s 322us/step - loss: 0.4035 - accuracy: 0.8194 Epoch 285/500 45/45 [==============================] - 0s 325us/step - loss: 0.4037 - accuracy: 0.8188 Epoch 286/500 45/45 [==============================] - 0s 326us/step - loss: 0.4033 - accuracy: 0.8160 Epoch 287/500 45/45 [==============================] - 0s 317us/step - loss: 0.4033 - accuracy: 0.8194 Epoch 288/500 45/45 [==============================] - 0s 323us/step - loss: 0.4031 - accuracy: 0.8181 Epoch 289/500 45/45 [==============================] - 0s 322us/step - loss: 0.4025 - accuracy: 0.8236 Epoch 290/500 45/45 [==============================] - 0s 316us/step - loss: 0.4026 - accuracy: 0.8160 Epoch 291/500 45/45 [==============================] - 0s 323us/step - loss: 0.4024 - accuracy: 0.8215 Epoch 292/500 45/45 [==============================] - 0s 325us/step - loss: 0.4024 - accuracy: 0.8208 Epoch 293/500 45/45 [==============================] - 0s 322us/step - loss: 0.4024 - accuracy: 0.8222 Epoch 294/500 45/45 [==============================] - 0s 326us/step - loss: 0.4022 - accuracy: 0.8229 Epoch 295/500 45/45 [==============================] - 0s 310us/step - loss: 0.4024 - accuracy: 0.8215 Epoch 296/500 45/45 [==============================] - 0s 318us/step - loss: 0.4021 - accuracy: 0.8194 Epoch 297/500 45/45 [==============================] - 0s 328us/step - loss: 0.4017 - accuracy: 0.8243 Epoch 298/500 45/45 [==============================] - 0s 321us/step - loss: 0.4014 - accuracy: 0.8208 Epoch 299/500 45/45 [==============================] - 0s 314us/step - loss: 0.4014 - accuracy: 0.8194 Epoch 300/500 45/45 [==============================] - 0s 316us/step - loss: 0.4017 - accuracy: 0.8257 Epoch 301/500 45/45 [==============================] - 0s 343us/step - loss: 0.4014 - accuracy: 0.8215 Epoch 302/500 45/45 [==============================] - 0s 311us/step - loss: 0.4013 - accuracy: 0.8222 Epoch 303/500 45/45 [==============================] - 0s 317us/step - loss: 0.4011 - accuracy: 0.8243 Epoch 304/500 45/45 [==============================] - 0s 319us/step - loss: 0.4014 - accuracy: 0.8201 Epoch 305/500 45/45 [==============================] - 0s 334us/step - loss: 0.4007 - accuracy: 0.8271 Epoch 306/500 45/45 [==============================] - 0s 324us/step - loss: 0.4010 - accuracy: 0.8222 Epoch 307/500 45/45 [==============================] - 0s 321us/step - loss: 0.4010 - accuracy: 0.8215 Epoch 308/500 45/45 [==============================] - 0s 320us/step - loss: 0.4009 - accuracy: 0.8264 Epoch 309/500 45/45 [==============================] - 0s 315us/step - loss: 0.4007 - accuracy: 0.8229 Epoch 310/500 45/45 [==============================] - 0s 329us/step - loss: 0.4003 - accuracy: 0.8201 Epoch 311/500 45/45 [==============================] - 0s 323us/step - loss: 0.4010 - accuracy: 0.8201 Epoch 312/500 45/45 [==============================] - 0s 325us/step - loss: 0.4004 - accuracy: 0.8236 Epoch 313/500 45/45 [==============================] - 0s 328us/step - loss: 0.4007 - accuracy: 0.8208 Epoch 314/500 45/45 [==============================] - 0s 325us/step - loss: 0.4005 - accuracy: 0.8188 Epoch 315/500 45/45 [==============================] - 0s 320us/step - loss: 0.4004 - accuracy: 0.8236 Epoch 316/500 45/45 [==============================] - 0s 330us/step - loss: 0.4010 - accuracy: 0.8236 Epoch 317/500 45/45 [==============================] - 0s 324us/step - loss: 0.4004 - accuracy: 0.8208 Epoch 318/500 45/45 [==============================] - 0s 320us/step - loss: 0.4003 - accuracy: 0.8257 Epoch 319/500 45/45 [==============================] - 0s 327us/step - loss: 0.4003 - accuracy: 0.8215 Epoch 320/500 45/45 [==============================] - 0s 338us/step - loss: 0.4002 - accuracy: 0.8222 Epoch 321/500 45/45 [==============================] - 0s 330us/step - loss: 0.4000 - accuracy: 0.8257 Epoch 322/500 45/45 [==============================] - 0s 322us/step - loss: 0.3996 - accuracy: 0.8271 Epoch 323/500 45/45 [==============================] - 0s 329us/step - loss: 0.3998 - accuracy: 0.8250 Epoch 324/500 45/45 [==============================] - 0s 323us/step - loss: 0.3999 - accuracy: 0.8208 Epoch 325/500 45/45 [==============================] - 0s 327us/step - loss: 0.3997 - accuracy: 0.8243 Epoch 326/500 45/45 [==============================] - 0s 327us/step - loss: 0.3996 - accuracy: 0.8243 Epoch 327/500 45/45 [==============================] - 0s 317us/step - loss: 0.3996 - accuracy: 0.8222 Epoch 328/500 45/45 [==============================] - 0s 321us/step - loss: 0.3998 - accuracy: 0.8201 Epoch 329/500 45/45 [==============================] - 0s 313us/step - loss: 0.3999 - accuracy: 0.8257 Epoch 330/500 45/45 [==============================] - 0s 324us/step - loss: 0.3994 - accuracy: 0.8236 Epoch 331/500 45/45 [==============================] - 0s 333us/step - loss: 0.3985 - accuracy: 0.8236 Epoch 332/500 45/45 [==============================] - 0s 313us/step - loss: 0.3988 - accuracy: 0.8250 Epoch 333/500 45/45 [==============================] - 0s 320us/step - loss: 0.3993 - accuracy: 0.8229 Epoch 334/500 45/45 [==============================] - 0s 326us/step - loss: 0.3998 - accuracy: 0.8201 Epoch 335/500 45/45 [==============================] - 0s 331us/step - loss: 0.3988 - accuracy: 0.8243 Epoch 336/500 45/45 [==============================] - 0s 324us/step - loss: 0.3989 - accuracy: 0.8229 Epoch 337/500 45/45 [==============================] - 0s 314us/step - loss: 0.3988 - accuracy: 0.8229 Epoch 338/500 45/45 [==============================] - 0s 338us/step - loss: 0.3993 - accuracy: 0.8208 Epoch 339/500 45/45 [==============================] - 0s 327us/step - loss: 0.3986 - accuracy: 0.8208 Epoch 340/500 45/45 [==============================] - 0s 321us/step - loss: 0.3992 - accuracy: 0.8215 Epoch 341/500 45/45 [==============================] - 0s 319us/step - loss: 0.3990 - accuracy: 0.8208 Epoch 342/500 45/45 [==============================] - 0s 327us/step - loss: 0.3993 - accuracy: 0.8229 Epoch 343/500 45/45 [==============================] - 0s 318us/step - loss: 0.3990 - accuracy: 0.8215 Epoch 344/500 45/45 [==============================] - 0s 320us/step - loss: 0.3989 - accuracy: 0.8250 Epoch 345/500 45/45 [==============================] - 0s 332us/step - loss: 0.3988 - accuracy: 0.8222 Epoch 346/500 45/45 [==============================] - 0s 322us/step - loss: 0.3989 - accuracy: 0.8201 Epoch 347/500 45/45 [==============================] - 0s 324us/step - loss: 0.3987 - accuracy: 0.8188 Epoch 348/500 45/45 [==============================] - 0s 314us/step - loss: 0.3983 - accuracy: 0.8201 Epoch 349/500 45/45 [==============================] - 0s 329us/step - loss: 0.3988 - accuracy: 0.8201 Epoch 350/500 45/45 [==============================] - 0s 327us/step - loss: 0.3986 - accuracy: 0.8181 Epoch 351/500 45/45 [==============================] - 0s 328us/step - loss: 0.3983 - accuracy: 0.8250 Epoch 352/500 45/45 [==============================] - 0s 322us/step - loss: 0.3986 - accuracy: 0.8250 Epoch 353/500 45/45 [==============================] - 0s 323us/step - loss: 0.3986 - accuracy: 0.8222 Epoch 354/500 45/45 [==============================] - 0s 326us/step - loss: 0.3981 - accuracy: 0.8208 Epoch 355/500 45/45 [==============================] - 0s 314us/step - loss: 0.3989 - accuracy: 0.8243 Epoch 356/500 45/45 [==============================] - 0s 333us/step - loss: 0.3984 - accuracy: 0.8243 Epoch 357/500 45/45 [==============================] - 0s 349us/step - loss: 0.3984 - accuracy: 0.8250 Epoch 358/500 45/45 [==============================] - 0s 325us/step - loss: 0.3987 - accuracy: 0.8188 Epoch 359/500 45/45 [==============================] - 0s 328us/step - loss: 0.3982 - accuracy: 0.8222 Epoch 360/500 45/45 [==============================] - 0s 317us/step - loss: 0.3983 - accuracy: 0.8201 Epoch 361/500 45/45 [==============================] - 0s 326us/step - loss: 0.3983 - accuracy: 0.8250 Epoch 362/500 45/45 [==============================] - 0s 315us/step - loss: 0.3985 - accuracy: 0.8194 Epoch 363/500 45/45 [==============================] - 0s 330us/step - loss: 0.3980 - accuracy: 0.8215 Epoch 364/500 45/45 [==============================] - 0s 319us/step - loss: 0.3986 - accuracy: 0.8201 Epoch 365/500 45/45 [==============================] - 0s 325us/step - loss: 0.3982 - accuracy: 0.8167 Epoch 366/500 45/45 [==============================] - 0s 325us/step - loss: 0.3980 - accuracy: 0.8201 Epoch 367/500 45/45 [==============================] - 0s 331us/step - loss: 0.3980 - accuracy: 0.8243 Epoch 368/500 45/45 [==============================] - 0s 336us/step - loss: 0.3982 - accuracy: 0.8174 Epoch 369/500 45/45 [==============================] - 0s 524us/step - loss: 0.3981 - accuracy: 0.8215 Epoch 370/500 45/45 [==============================] - 0s 351us/step - loss: 0.3980 - accuracy: 0.8215 Epoch 371/500 45/45 [==============================] - 0s 327us/step - loss: 0.3981 - accuracy: 0.8188 Epoch 372/500 45/45 [==============================] - 0s 337us/step - loss: 0.3974 - accuracy: 0.8201 Epoch 373/500 45/45 [==============================] - 0s 326us/step - loss: 0.3984 - accuracy: 0.8257 Epoch 374/500 45/45 [==============================] - 0s 340us/step - loss: 0.3982 - accuracy: 0.8222 Epoch 375/500 45/45 [==============================] - 0s 331us/step - loss: 0.3977 - accuracy: 0.8215 Epoch 376/500 45/45 [==============================] - 0s 317us/step - loss: 0.3981 - accuracy: 0.8236 Epoch 377/500 45/45 [==============================] - 0s 331us/step - loss: 0.3976 - accuracy: 0.8229 Epoch 378/500 45/45 [==============================] - 0s 321us/step - loss: 0.3980 - accuracy: 0.8201 Epoch 379/500 45/45 [==============================] - 0s 330us/step - loss: 0.3980 - accuracy: 0.8229 Epoch 380/500 45/45 [==============================] - 0s 329us/step - loss: 0.3977 - accuracy: 0.8188 Epoch 381/500 45/45 [==============================] - 0s 322us/step - loss: 0.3981 - accuracy: 0.8215 Epoch 382/500 45/45 [==============================] - 0s 325us/step - loss: 0.3979 - accuracy: 0.8174 Epoch 383/500 45/45 [==============================] - 0s 326us/step - loss: 0.3977 - accuracy: 0.8174 Epoch 384/500 45/45 [==============================] - 0s 316us/step - loss: 0.3975 - accuracy: 0.8208 Epoch 385/500 45/45 [==============================] - 0s 329us/step - loss: 0.3978 - accuracy: 0.8243 Epoch 386/500 45/45 [==============================] - 0s 330us/step - loss: 0.3975 - accuracy: 0.8174 Epoch 387/500 45/45 [==============================] - 0s 317us/step - loss: 0.3982 - accuracy: 0.8208 Epoch 388/500 45/45 [==============================] - 0s 855us/step - loss: 0.3979 - accuracy: 0.8229 Epoch 389/500 45/45 [==============================] - 0s 608us/step - loss: 0.3983 - accuracy: 0.8243 Epoch 390/500 45/45 [==============================] - 0s 337us/step - loss: 0.3976 - accuracy: 0.8229 Epoch 391/500 45/45 [==============================] - 0s 336us/step - loss: 0.3975 - accuracy: 0.8250 Epoch 392/500 45/45 [==============================] - 0s 335us/step - loss: 0.3977 - accuracy: 0.8174 Epoch 393/500 45/45 [==============================] - 0s 339us/step - loss: 0.3975 - accuracy: 0.8243 Epoch 394/500 45/45 [==============================] - 0s 347us/step - loss: 0.3974 - accuracy: 0.8194 Epoch 395/500 45/45 [==============================] - 0s 331us/step - loss: 0.3976 - accuracy: 0.8229 Epoch 396/500 45/45 [==============================] - 0s 342us/step - loss: 0.3973 - accuracy: 0.8181 Epoch 397/500 45/45 [==============================] - 0s 329us/step - loss: 0.3972 - accuracy: 0.8181 Epoch 398/500 45/45 [==============================] - 0s 323us/step - loss: 0.3969 - accuracy: 0.8222 Epoch 399/500 45/45 [==============================] - 0s 332us/step - loss: 0.3975 - accuracy: 0.8222 Epoch 400/500 45/45 [==============================] - 0s 330us/step - loss: 0.3973 - accuracy: 0.8201 Epoch 401/500 45/45 [==============================] - 0s 324us/step - loss: 0.3972 - accuracy: 0.8201 Epoch 402/500 45/45 [==============================] - 0s 320us/step - loss: 0.3972 - accuracy: 0.8194 Epoch 403/500 45/45 [==============================] - 0s 335us/step - loss: 0.3970 - accuracy: 0.8160 Epoch 404/500 45/45 [==============================] - 0s 315us/step - loss: 0.3972 - accuracy: 0.8264 Epoch 405/500 45/45 [==============================] - 0s 332us/step - loss: 0.3965 - accuracy: 0.8188 Epoch 406/500 45/45 [==============================] - 0s 312us/step - loss: 0.3971 - accuracy: 0.8208 Epoch 407/500 45/45 [==============================] - 0s 316us/step - loss: 0.3970 - accuracy: 0.8188 Epoch 408/500 45/45 [==============================] - 0s 327us/step - loss: 0.3972 - accuracy: 0.8194 Epoch 409/500 45/45 [==============================] - 0s 313us/step - loss: 0.3970 - accuracy: 0.8201 Epoch 410/500 45/45 [==============================] - 0s 338us/step - loss: 0.3971 - accuracy: 0.8222 Epoch 411/500 45/45 [==============================] - 0s 329us/step - loss: 0.3969 - accuracy: 0.8201 Epoch 412/500 45/45 [==============================] - 0s 338us/step - loss: 0.3972 - accuracy: 0.8181 Epoch 413/500 45/45 [==============================] - 0s 319us/step - loss: 0.3973 - accuracy: 0.8188 Epoch 414/500 45/45 [==============================] - 0s 325us/step - loss: 0.3971 - accuracy: 0.8236 Epoch 415/500 45/45 [==============================] - 0s 327us/step - loss: 0.3971 - accuracy: 0.8194 Epoch 416/500 45/45 [==============================] - 0s 317us/step - loss: 0.3974 - accuracy: 0.8215 Epoch 417/500 45/45 [==============================] - 0s 314us/step - loss: 0.3965 - accuracy: 0.8229 Epoch 418/500 45/45 [==============================] - 0s 312us/step - loss: 0.3963 - accuracy: 0.8229 Epoch 419/500 45/45 [==============================] - 0s 326us/step - loss: 0.3969 - accuracy: 0.8194 Epoch 420/500 45/45 [==============================] - 0s 365us/step - loss: 0.3966 - accuracy: 0.8243 Epoch 421/500 45/45 [==============================] - 0s 333us/step - loss: 0.3966 - accuracy: 0.8236 Epoch 422/500 45/45 [==============================] - 0s 329us/step - loss: 0.3965 - accuracy: 0.8229 Epoch 423/500 45/45 [==============================] - 0s 325us/step - loss: 0.3965 - accuracy: 0.8243 Epoch 424/500 45/45 [==============================] - 0s 320us/step - loss: 0.3968 - accuracy: 0.8208 Epoch 425/500 45/45 [==============================] - 0s 329us/step - loss: 0.3962 - accuracy: 0.8243 Epoch 426/500 45/45 [==============================] - 0s 328us/step - loss: 0.3966 - accuracy: 0.8174 Epoch 427/500 45/45 [==============================] - 0s 330us/step - loss: 0.3960 - accuracy: 0.8181 Epoch 428/500 45/45 [==============================] - 0s 901us/step - loss: 0.3964 - accuracy: 0.8194 Epoch 429/500 45/45 [==============================] - 0s 483us/step - loss: 0.3964 - accuracy: 0.8201 Epoch 430/500 45/45 [==============================] - 0s 334us/step - loss: 0.3961 - accuracy: 0.8215 Epoch 431/500 45/45 [==============================] - 0s 320us/step - loss: 0.3970 - accuracy: 0.8188 Epoch 432/500 45/45 [==============================] - 0s 332us/step - loss: 0.3959 - accuracy: 0.8181 Epoch 433/500 45/45 [==============================] - 0s 335us/step - loss: 0.3959 - accuracy: 0.8264 Epoch 434/500 45/45 [==============================] - 0s 324us/step - loss: 0.3960 - accuracy: 0.8201 Epoch 435/500 45/45 [==============================] - 0s 333us/step - loss: 0.3965 - accuracy: 0.8215 Epoch 436/500 45/45 [==============================] - 0s 326us/step - loss: 0.3960 - accuracy: 0.8181 Epoch 437/500 45/45 [==============================] - 0s 319us/step - loss: 0.3963 - accuracy: 0.8208 Epoch 438/500 45/45 [==============================] - 0s 322us/step - loss: 0.3966 - accuracy: 0.8229 Epoch 439/500 45/45 [==============================] - 0s 337us/step - loss: 0.3965 - accuracy: 0.8201 Epoch 440/500 45/45 [==============================] - 0s 329us/step - loss: 0.3964 - accuracy: 0.8222 Epoch 441/500 45/45 [==============================] - 0s 329us/step - loss: 0.3962 - accuracy: 0.8201 Epoch 442/500 45/45 [==============================] - 0s 323us/step - loss: 0.3964 - accuracy: 0.8194 Epoch 443/500 45/45 [==============================] - 0s 330us/step - loss: 0.3964 - accuracy: 0.8229 Epoch 444/500 45/45 [==============================] - 0s 322us/step - loss: 0.3958 - accuracy: 0.8201 Epoch 445/500 45/45 [==============================] - 0s 334us/step - loss: 0.3965 - accuracy: 0.8194 Epoch 446/500 45/45 [==============================] - 0s 327us/step - loss: 0.3961 - accuracy: 0.8208 Epoch 447/500 45/45 [==============================] - 0s 320us/step - loss: 0.3962 - accuracy: 0.8222 Epoch 448/500 45/45 [==============================] - 0s 326us/step - loss: 0.3959 - accuracy: 0.8222 Epoch 449/500 45/45 [==============================] - 0s 324us/step - loss: 0.3963 - accuracy: 0.8208 Epoch 450/500 45/45 [==============================] - 0s 331us/step - loss: 0.3957 - accuracy: 0.8181 Epoch 451/500 45/45 [==============================] - 0s 313us/step - loss: 0.3963 - accuracy: 0.8229 Epoch 452/500 45/45 [==============================] - 0s 325us/step - loss: 0.3962 - accuracy: 0.8222 Epoch 453/500 45/45 [==============================] - 0s 322us/step - loss: 0.3959 - accuracy: 0.8208 Epoch 454/500 45/45 [==============================] - 0s 323us/step - loss: 0.3957 - accuracy: 0.8250 Epoch 455/500 45/45 [==============================] - 0s 316us/step - loss: 0.3954 - accuracy: 0.8236 Epoch 456/500 45/45 [==============================] - 0s 328us/step - loss: 0.3958 - accuracy: 0.8188 Epoch 457/500 45/45 [==============================] - 0s 324us/step - loss: 0.3958 - accuracy: 0.8201 Epoch 458/500 45/45 [==============================] - 0s 324us/step - loss: 0.3957 - accuracy: 0.8201 Epoch 459/500 45/45 [==============================] - 0s 324us/step - loss: 0.3956 - accuracy: 0.8208 Epoch 460/500 45/45 [==============================] - 0s 312us/step - loss: 0.3957 - accuracy: 0.8201 Epoch 461/500 45/45 [==============================] - 0s 322us/step - loss: 0.3952 - accuracy: 0.8215 Epoch 462/500 45/45 [==============================] - 0s 315us/step - loss: 0.3946 - accuracy: 0.8229 Epoch 463/500 45/45 [==============================] - 0s 336us/step - loss: 0.3952 - accuracy: 0.8194 Epoch 464/500 45/45 [==============================] - 0s 318us/step - loss: 0.3955 - accuracy: 0.8229 Epoch 465/500 45/45 [==============================] - 0s 312us/step - loss: 0.3945 - accuracy: 0.8194 Epoch 466/500 45/45 [==============================] - 0s 321us/step - loss: 0.3956 - accuracy: 0.8181 Epoch 467/500 45/45 [==============================] - 0s 321us/step - loss: 0.3946 - accuracy: 0.8194 Epoch 468/500 45/45 [==============================] - 0s 329us/step - loss: 0.3939 - accuracy: 0.8236 Epoch 469/500 45/45 [==============================] - 0s 331us/step - loss: 0.3952 - accuracy: 0.8201 Epoch 470/500 45/45 [==============================] - 0s 332us/step - loss: 0.3948 - accuracy: 0.8201 Epoch 471/500 45/45 [==============================] - 0s 326us/step - loss: 0.3946 - accuracy: 0.8222 Epoch 472/500 45/45 [==============================] - 0s 322us/step - loss: 0.3952 - accuracy: 0.8167 Epoch 473/500 45/45 [==============================] - 0s 328us/step - loss: 0.3947 - accuracy: 0.8201 Epoch 474/500 45/45 [==============================] - 0s 324us/step - loss: 0.3946 - accuracy: 0.8229 Epoch 475/500 45/45 [==============================] - 0s 330us/step - loss: 0.3947 - accuracy: 0.8174 Epoch 476/500 45/45 [==============================] - 0s 330us/step - loss: 0.3945 - accuracy: 0.8236 Epoch 477/500 45/45 [==============================] - 0s 328us/step - loss: 0.3951 - accuracy: 0.8181 Epoch 478/500 45/45 [==============================] - 0s 326us/step - loss: 0.3944 - accuracy: 0.8181 Epoch 479/500 45/45 [==============================] - 0s 328us/step - loss: 0.3950 - accuracy: 0.8194 Epoch 480/500 45/45 [==============================] - 0s 326us/step - loss: 0.3941 - accuracy: 0.8181 Epoch 481/500 45/45 [==============================] - 0s 316us/step - loss: 0.3947 - accuracy: 0.8208 Epoch 482/500 45/45 [==============================] - 0s 331us/step - loss: 0.3942 - accuracy: 0.8194 Epoch 483/500 45/45 [==============================] - 0s 326us/step - loss: 0.3939 - accuracy: 0.8236 Epoch 484/500 45/45 [==============================] - 0s 348us/step - loss: 0.3947 - accuracy: 0.8174 Epoch 485/500 45/45 [==============================] - 0s 322us/step - loss: 0.3946 - accuracy: 0.8208 Epoch 486/500 45/45 [==============================] - 0s 329us/step - loss: 0.3939 - accuracy: 0.8257 Epoch 487/500 45/45 [==============================] - 0s 318us/step - loss: 0.3948 - accuracy: 0.8201 Epoch 488/500 45/45 [==============================] - 0s 333us/step - loss: 0.3941 - accuracy: 0.8243 Epoch 489/500 45/45 [==============================] - 0s 318us/step - loss: 0.3942 - accuracy: 0.8201 Epoch 490/500 45/45 [==============================] - 0s 332us/step - loss: 0.3943 - accuracy: 0.8229 Epoch 491/500 45/45 [==============================] - 0s 330us/step - loss: 0.3941 - accuracy: 0.8181 Epoch 492/500 45/45 [==============================] - 0s 329us/step - loss: 0.3941 - accuracy: 0.8229 Epoch 493/500 45/45 [==============================] - 0s 330us/step - loss: 0.3937 - accuracy: 0.8188 Epoch 494/500 45/45 [==============================] - 0s 332us/step - loss: 0.3938 - accuracy: 0.8222 Epoch 495/500 45/45 [==============================] - 0s 321us/step - loss: 0.3941 - accuracy: 0.8132 Epoch 496/500 45/45 [==============================] - 0s 316us/step - loss: 0.3943 - accuracy: 0.8194 Epoch 497/500 45/45 [==============================] - 0s 314us/step - loss: 0.3938 - accuracy: 0.8236 Epoch 498/500 45/45 [==============================] - 0s 321us/step - loss: 0.3941 - accuracy: 0.8188 Epoch 499/500 45/45 [==============================] - 0s 332us/step - loss: 0.3937 - accuracy: 0.8222 Epoch 500/500 45/45 [==============================] - 0s 343us/step - loss: 0.3937 - accuracy: 0.8229 5/5 [==============================] - 0s 413us/step Epoch 1/500 45/45 [==============================] - 0s 452us/step - loss: 0.6887 - accuracy: 0.6535 Epoch 2/500 45/45 [==============================] - 0s 436us/step - loss: 0.6801 - accuracy: 0.6604 Epoch 3/500 45/45 [==============================] - 0s 330us/step - loss: 0.6673 - accuracy: 0.6604 Epoch 4/500 45/45 [==============================] - 0s 322us/step - loss: 0.6501 - accuracy: 0.6604 Epoch 5/500 45/45 [==============================] - 0s 330us/step - loss: 0.6289 - accuracy: 0.6590 Epoch 6/500 45/45 [==============================] - 0s 330us/step - loss: 0.6044 - accuracy: 0.6597 Epoch 7/500 45/45 [==============================] - 0s 334us/step - loss: 0.5788 - accuracy: 0.6708 Epoch 8/500 45/45 [==============================] - 0s 324us/step - loss: 0.5533 - accuracy: 0.7125 Epoch 9/500 45/45 [==============================] - 0s 331us/step - loss: 0.5304 - accuracy: 0.7542 Epoch 10/500 45/45 [==============================] - 0s 333us/step - loss: 0.5119 - accuracy: 0.7764 Epoch 11/500 45/45 [==============================] - 0s 342us/step - loss: 0.4978 - accuracy: 0.7785 Epoch 12/500 45/45 [==============================] - 0s 336us/step - loss: 0.4873 - accuracy: 0.7764 Epoch 13/500 45/45 [==============================] - 0s 331us/step - loss: 0.4795 - accuracy: 0.7639 Epoch 14/500 45/45 [==============================] - 0s 321us/step - loss: 0.4742 - accuracy: 0.7667 Epoch 15/500 45/45 [==============================] - 0s 327us/step - loss: 0.4708 - accuracy: 0.7674 Epoch 16/500 45/45 [==============================] - 0s 319us/step - loss: 0.4681 - accuracy: 0.7688 Epoch 17/500 45/45 [==============================] - 0s 318us/step - loss: 0.4661 - accuracy: 0.7694 Epoch 18/500 45/45 [==============================] - 0s 329us/step - loss: 0.4648 - accuracy: 0.7681 Epoch 19/500 45/45 [==============================] - 0s 335us/step - loss: 0.4636 - accuracy: 0.7688 Epoch 20/500 45/45 [==============================] - 0s 333us/step - loss: 0.4626 - accuracy: 0.7674 Epoch 21/500 45/45 [==============================] - 0s 327us/step - loss: 0.4615 - accuracy: 0.7653 Epoch 22/500 45/45 [==============================] - 0s 327us/step - loss: 0.4606 - accuracy: 0.7646 Epoch 23/500 45/45 [==============================] - 0s 329us/step - loss: 0.4599 - accuracy: 0.7660 Epoch 24/500 45/45 [==============================] - 0s 331us/step - loss: 0.4592 - accuracy: 0.7701 Epoch 25/500 45/45 [==============================] - 0s 326us/step - loss: 0.4585 - accuracy: 0.7674 Epoch 26/500 45/45 [==============================] - 0s 321us/step - loss: 0.4579 - accuracy: 0.7674 Epoch 27/500 45/45 [==============================] - 0s 345us/step - loss: 0.4570 - accuracy: 0.7708 Epoch 28/500 45/45 [==============================] - 0s 328us/step - loss: 0.4566 - accuracy: 0.7743 Epoch 29/500 45/45 [==============================] - 0s 327us/step - loss: 0.4560 - accuracy: 0.7771 Epoch 30/500 45/45 [==============================] - 0s 333us/step - loss: 0.4556 - accuracy: 0.7771 Epoch 31/500 45/45 [==============================] - 0s 329us/step - loss: 0.4553 - accuracy: 0.7785 Epoch 32/500 45/45 [==============================] - 0s 320us/step - loss: 0.4550 - accuracy: 0.7729 Epoch 33/500 45/45 [==============================] - 0s 332us/step - loss: 0.4547 - accuracy: 0.7785 Epoch 34/500 45/45 [==============================] - 0s 323us/step - loss: 0.4543 - accuracy: 0.7736 Epoch 35/500 45/45 [==============================] - 0s 316us/step - loss: 0.4541 - accuracy: 0.7722 Epoch 36/500 45/45 [==============================] - 0s 326us/step - loss: 0.4540 - accuracy: 0.7757 Epoch 37/500 45/45 [==============================] - 0s 334us/step - loss: 0.4536 - accuracy: 0.7743 Epoch 38/500 45/45 [==============================] - 0s 319us/step - loss: 0.4534 - accuracy: 0.7750 Epoch 39/500 45/45 [==============================] - 0s 335us/step - loss: 0.4531 - accuracy: 0.7743 Epoch 40/500 45/45 [==============================] - 0s 330us/step - loss: 0.4527 - accuracy: 0.7736 Epoch 41/500 45/45 [==============================] - 0s 341us/step - loss: 0.4527 - accuracy: 0.7764 Epoch 42/500 45/45 [==============================] - 0s 329us/step - loss: 0.4526 - accuracy: 0.7757 Epoch 43/500 45/45 [==============================] - 0s 337us/step - loss: 0.4525 - accuracy: 0.7750 Epoch 44/500 45/45 [==============================] - 0s 314us/step - loss: 0.4523 - accuracy: 0.7757 Epoch 45/500 45/45 [==============================] - 0s 323us/step - loss: 0.4520 - accuracy: 0.7764 Epoch 46/500 45/45 [==============================] - 0s 328us/step - loss: 0.4520 - accuracy: 0.7757 Epoch 47/500 45/45 [==============================] - 0s 322us/step - loss: 0.4518 - accuracy: 0.7764 Epoch 48/500 45/45 [==============================] - 0s 328us/step - loss: 0.4516 - accuracy: 0.7743 Epoch 49/500 45/45 [==============================] - 0s 338us/step - loss: 0.4513 - accuracy: 0.7785 Epoch 50/500 45/45 [==============================] - 0s 339us/step - loss: 0.4513 - accuracy: 0.7778 Epoch 51/500 45/45 [==============================] - 0s 341us/step - loss: 0.4513 - accuracy: 0.7764 Epoch 52/500 45/45 [==============================] - 0s 359us/step - loss: 0.4508 - accuracy: 0.7778 Epoch 53/500 45/45 [==============================] - 0s 332us/step - loss: 0.4507 - accuracy: 0.7764 Epoch 54/500 45/45 [==============================] - 0s 328us/step - loss: 0.4502 - accuracy: 0.7785 Epoch 55/500 45/45 [==============================] - 0s 332us/step - loss: 0.4501 - accuracy: 0.7722 Epoch 56/500 45/45 [==============================] - 0s 351us/step - loss: 0.4496 - accuracy: 0.7771 Epoch 57/500 45/45 [==============================] - 0s 326us/step - loss: 0.4492 - accuracy: 0.7806 Epoch 58/500 45/45 [==============================] - 0s 334us/step - loss: 0.4488 - accuracy: 0.7785 Epoch 59/500 45/45 [==============================] - 0s 324us/step - loss: 0.4489 - accuracy: 0.7840 Epoch 60/500 45/45 [==============================] - 0s 326us/step - loss: 0.4484 - accuracy: 0.7806 Epoch 61/500 45/45 [==============================] - 0s 332us/step - loss: 0.4482 - accuracy: 0.7833 Epoch 62/500 45/45 [==============================] - 0s 330us/step - loss: 0.4479 - accuracy: 0.7819 Epoch 63/500 45/45 [==============================] - 0s 341us/step - loss: 0.4476 - accuracy: 0.7854 Epoch 64/500 45/45 [==============================] - 0s 332us/step - loss: 0.4473 - accuracy: 0.7868 Epoch 65/500 45/45 [==============================] - 0s 326us/step - loss: 0.4470 - accuracy: 0.7868 Epoch 66/500 45/45 [==============================] - 0s 334us/step - loss: 0.4466 - accuracy: 0.7875 Epoch 67/500 45/45 [==============================] - 0s 321us/step - loss: 0.4463 - accuracy: 0.7861 Epoch 68/500 45/45 [==============================] - 0s 331us/step - loss: 0.4458 - accuracy: 0.7833 Epoch 69/500 45/45 [==============================] - 0s 329us/step - loss: 0.4456 - accuracy: 0.7875 Epoch 70/500 45/45 [==============================] - 0s 327us/step - loss: 0.4454 - accuracy: 0.7875 Epoch 71/500 45/45 [==============================] - 0s 334us/step - loss: 0.4451 - accuracy: 0.7868 Epoch 72/500 45/45 [==============================] - 0s 336us/step - loss: 0.4447 - accuracy: 0.7833 Epoch 73/500 45/45 [==============================] - 0s 333us/step - loss: 0.4445 - accuracy: 0.7875 Epoch 74/500 45/45 [==============================] - 0s 328us/step - loss: 0.4443 - accuracy: 0.7861 Epoch 75/500 45/45 [==============================] - 0s 338us/step - loss: 0.4439 - accuracy: 0.7875 Epoch 76/500 45/45 [==============================] - 0s 325us/step - loss: 0.4438 - accuracy: 0.7889 Epoch 77/500 45/45 [==============================] - 0s 329us/step - loss: 0.4438 - accuracy: 0.7868 Epoch 78/500 45/45 [==============================] - 0s 330us/step - loss: 0.4435 - accuracy: 0.7868 Epoch 79/500 45/45 [==============================] - 0s 340us/step - loss: 0.4430 - accuracy: 0.7896 Epoch 80/500 45/45 [==============================] - 0s 328us/step - loss: 0.4429 - accuracy: 0.7875 Epoch 81/500 45/45 [==============================] - 0s 333us/step - loss: 0.4427 - accuracy: 0.7882 Epoch 82/500 45/45 [==============================] - 0s 340us/step - loss: 0.4423 - accuracy: 0.7910 Epoch 83/500 45/45 [==============================] - 0s 320us/step - loss: 0.4420 - accuracy: 0.7868 Epoch 84/500 45/45 [==============================] - 0s 325us/step - loss: 0.4420 - accuracy: 0.7896 Epoch 85/500 45/45 [==============================] - 0s 320us/step - loss: 0.4417 - accuracy: 0.7875 Epoch 86/500 45/45 [==============================] - 0s 335us/step - loss: 0.4413 - accuracy: 0.7889 Epoch 87/500 45/45 [==============================] - 0s 333us/step - loss: 0.4409 - accuracy: 0.7931 Epoch 88/500 45/45 [==============================] - 0s 334us/step - loss: 0.4404 - accuracy: 0.7896 Epoch 89/500 45/45 [==============================] - 0s 330us/step - loss: 0.4402 - accuracy: 0.7931 Epoch 90/500 45/45 [==============================] - 0s 326us/step - loss: 0.4397 - accuracy: 0.7937 Epoch 91/500 45/45 [==============================] - 0s 329us/step - loss: 0.4395 - accuracy: 0.7924 Epoch 92/500 45/45 [==============================] - 0s 329us/step - loss: 0.4393 - accuracy: 0.7917 Epoch 93/500 45/45 [==============================] - 0s 339us/step - loss: 0.4388 - accuracy: 0.7931 Epoch 94/500 45/45 [==============================] - 0s 347us/step - loss: 0.4384 - accuracy: 0.7903 Epoch 95/500 45/45 [==============================] - 0s 344us/step - loss: 0.4382 - accuracy: 0.7944 Epoch 96/500 45/45 [==============================] - 0s 333us/step - loss: 0.4378 - accuracy: 0.7924 Epoch 97/500 45/45 [==============================] - 0s 317us/step - loss: 0.4376 - accuracy: 0.7931 Epoch 98/500 45/45 [==============================] - 0s 321us/step - loss: 0.4374 - accuracy: 0.7937 Epoch 99/500 45/45 [==============================] - 0s 333us/step - loss: 0.4372 - accuracy: 0.7917 Epoch 100/500 45/45 [==============================] - 0s 337us/step - loss: 0.4366 - accuracy: 0.7931 Epoch 101/500 45/45 [==============================] - 0s 330us/step - loss: 0.4365 - accuracy: 0.7917 Epoch 102/500 45/45 [==============================] - 0s 337us/step - loss: 0.4362 - accuracy: 0.7917 Epoch 103/500 45/45 [==============================] - 0s 334us/step - loss: 0.4361 - accuracy: 0.7965 Epoch 104/500 45/45 [==============================] - 0s 328us/step - loss: 0.4358 - accuracy: 0.7937 Epoch 105/500 45/45 [==============================] - 0s 335us/step - loss: 0.4356 - accuracy: 0.7937 Epoch 106/500 45/45 [==============================] - 0s 335us/step - loss: 0.4351 - accuracy: 0.7944 Epoch 107/500 45/45 [==============================] - 0s 322us/step - loss: 0.4350 - accuracy: 0.7951 Epoch 108/500 45/45 [==============================] - 0s 328us/step - loss: 0.4350 - accuracy: 0.7937 Epoch 109/500 45/45 [==============================] - 0s 320us/step - loss: 0.4346 - accuracy: 0.7937 Epoch 110/500 45/45 [==============================] - 0s 340us/step - loss: 0.4345 - accuracy: 0.7958 Epoch 111/500 45/45 [==============================] - 0s 333us/step - loss: 0.4340 - accuracy: 0.7958 Epoch 112/500 45/45 [==============================] - 0s 329us/step - loss: 0.4338 - accuracy: 0.7924 Epoch 113/500 45/45 [==============================] - 0s 341us/step - loss: 0.4334 - accuracy: 0.7944 Epoch 114/500 45/45 [==============================] - 0s 385us/step - loss: 0.4332 - accuracy: 0.7944 Epoch 115/500 45/45 [==============================] - 0s 372us/step - loss: 0.4328 - accuracy: 0.7931 Epoch 116/500 45/45 [==============================] - 0s 378us/step - loss: 0.4322 - accuracy: 0.7903 Epoch 117/500 45/45 [==============================] - 0s 381us/step - loss: 0.4321 - accuracy: 0.7944 Epoch 118/500 45/45 [==============================] - 0s 399us/step - loss: 0.4320 - accuracy: 0.7958 Epoch 119/500 45/45 [==============================] - 0s 410us/step - loss: 0.4314 - accuracy: 0.7931 Epoch 120/500 45/45 [==============================] - 0s 350us/step - loss: 0.4310 - accuracy: 0.7924 Epoch 121/500 45/45 [==============================] - 0s 389us/step - loss: 0.4307 - accuracy: 0.7924 Epoch 122/500 45/45 [==============================] - 0s 360us/step - loss: 0.4301 - accuracy: 0.7910 Epoch 123/500 45/45 [==============================] - 0s 381us/step - loss: 0.4299 - accuracy: 0.7944 Epoch 124/500 45/45 [==============================] - 0s 376us/step - loss: 0.4295 - accuracy: 0.7903 Epoch 125/500 45/45 [==============================] - 0s 395us/step - loss: 0.4291 - accuracy: 0.7917 Epoch 126/500 45/45 [==============================] - 0s 407us/step - loss: 0.4294 - accuracy: 0.7931 Epoch 127/500 45/45 [==============================] - 0s 387us/step - loss: 0.4287 - accuracy: 0.7944 Epoch 128/500 45/45 [==============================] - 0s 359us/step - loss: 0.4284 - accuracy: 0.7917 Epoch 129/500 45/45 [==============================] - 0s 354us/step - loss: 0.4281 - accuracy: 0.7924 Epoch 130/500 45/45 [==============================] - 0s 339us/step - loss: 0.4280 - accuracy: 0.7944 Epoch 131/500 45/45 [==============================] - 0s 341us/step - loss: 0.4277 - accuracy: 0.7917 Epoch 132/500 45/45 [==============================] - 0s 378us/step - loss: 0.4273 - accuracy: 0.7910 Epoch 133/500 45/45 [==============================] - 0s 373us/step - loss: 0.4271 - accuracy: 0.7917 Epoch 134/500 45/45 [==============================] - 0s 389us/step - loss: 0.4268 - accuracy: 0.7931 Epoch 135/500 45/45 [==============================] - 0s 355us/step - loss: 0.4266 - accuracy: 0.7917 Epoch 136/500 45/45 [==============================] - 0s 343us/step - loss: 0.4263 - accuracy: 0.7931 Epoch 137/500 45/45 [==============================] - 0s 357us/step - loss: 0.4256 - accuracy: 0.7903 Epoch 138/500 45/45 [==============================] - 0s 356us/step - loss: 0.4260 - accuracy: 0.7937 Epoch 139/500 45/45 [==============================] - 0s 338us/step - loss: 0.4254 - accuracy: 0.7910 Epoch 140/500 45/45 [==============================] - 0s 344us/step - loss: 0.4253 - accuracy: 0.7951 Epoch 141/500 45/45 [==============================] - 0s 333us/step - loss: 0.4247 - accuracy: 0.7937 Epoch 142/500 45/45 [==============================] - 0s 333us/step - loss: 0.4248 - accuracy: 0.7910 Epoch 143/500 45/45 [==============================] - 0s 337us/step - loss: 0.4245 - accuracy: 0.7910 Epoch 144/500 45/45 [==============================] - 0s 328us/step - loss: 0.4242 - accuracy: 0.7917 Epoch 145/500 45/45 [==============================] - 0s 316us/step - loss: 0.4243 - accuracy: 0.7924 Epoch 146/500 45/45 [==============================] - 0s 323us/step - loss: 0.4237 - accuracy: 0.7924 Epoch 147/500 45/45 [==============================] - 0s 333us/step - loss: 0.4238 - accuracy: 0.7931 Epoch 148/500 45/45 [==============================] - 0s 324us/step - loss: 0.4234 - accuracy: 0.7937 Epoch 149/500 45/45 [==============================] - 0s 338us/step - loss: 0.4232 - accuracy: 0.7972 Epoch 150/500 45/45 [==============================] - 0s 326us/step - loss: 0.4230 - accuracy: 0.7910 Epoch 151/500 45/45 [==============================] - 0s 333us/step - loss: 0.4229 - accuracy: 0.7931 Epoch 152/500 45/45 [==============================] - 0s 325us/step - loss: 0.4226 - accuracy: 0.7931 Epoch 153/500 45/45 [==============================] - 0s 331us/step - loss: 0.4222 - accuracy: 0.7958 Epoch 154/500 45/45 [==============================] - 0s 327us/step - loss: 0.4223 - accuracy: 0.7951 Epoch 155/500 45/45 [==============================] - 0s 317us/step - loss: 0.4219 - accuracy: 0.7937 Epoch 156/500 45/45 [==============================] - 0s 320us/step - loss: 0.4218 - accuracy: 0.7979 Epoch 157/500 45/45 [==============================] - 0s 325us/step - loss: 0.4214 - accuracy: 0.7931 Epoch 158/500 45/45 [==============================] - 0s 325us/step - loss: 0.4211 - accuracy: 0.7937 Epoch 159/500 45/45 [==============================] - 0s 328us/step - loss: 0.4210 - accuracy: 0.7931 Epoch 160/500 45/45 [==============================] - 0s 314us/step - loss: 0.4205 - accuracy: 0.7910 Epoch 161/500 45/45 [==============================] - 0s 330us/step - loss: 0.4210 - accuracy: 0.7986 Epoch 162/500 45/45 [==============================] - 0s 332us/step - loss: 0.4201 - accuracy: 0.7958 Epoch 163/500 45/45 [==============================] - 0s 322us/step - loss: 0.4206 - accuracy: 0.7951 Epoch 164/500 45/45 [==============================] - 0s 330us/step - loss: 0.4201 - accuracy: 0.7951 Epoch 165/500 45/45 [==============================] - 0s 327us/step - loss: 0.4194 - accuracy: 0.7924 Epoch 166/500 45/45 [==============================] - 0s 312us/step - loss: 0.4196 - accuracy: 0.7937 Epoch 167/500 45/45 [==============================] - 0s 321us/step - loss: 0.4193 - accuracy: 0.7944 Epoch 168/500 45/45 [==============================] - 0s 329us/step - loss: 0.4188 - accuracy: 0.7951 Epoch 169/500 45/45 [==============================] - 0s 311us/step - loss: 0.4188 - accuracy: 0.7944 Epoch 170/500 45/45 [==============================] - 0s 320us/step - loss: 0.4183 - accuracy: 0.7958 Epoch 171/500 45/45 [==============================] - 0s 328us/step - loss: 0.4184 - accuracy: 0.7944 Epoch 172/500 45/45 [==============================] - 0s 318us/step - loss: 0.4180 - accuracy: 0.7986 Epoch 173/500 45/45 [==============================] - 0s 315us/step - loss: 0.4178 - accuracy: 0.7937 Epoch 174/500 45/45 [==============================] - 0s 332us/step - loss: 0.4174 - accuracy: 0.7958 Epoch 175/500 45/45 [==============================] - 0s 322us/step - loss: 0.4174 - accuracy: 0.8000 Epoch 176/500 45/45 [==============================] - 0s 318us/step - loss: 0.4172 - accuracy: 0.7951 Epoch 177/500 45/45 [==============================] - 0s 329us/step - loss: 0.4169 - accuracy: 0.7986 Epoch 178/500 45/45 [==============================] - 0s 322us/step - loss: 0.4171 - accuracy: 0.7965 Epoch 179/500 45/45 [==============================] - 0s 329us/step - loss: 0.4164 - accuracy: 0.7965 Epoch 180/500 45/45 [==============================] - 0s 321us/step - loss: 0.4164 - accuracy: 0.7979 Epoch 181/500 45/45 [==============================] - 0s 320us/step - loss: 0.4162 - accuracy: 0.7979 Epoch 182/500 45/45 [==============================] - 0s 325us/step - loss: 0.4161 - accuracy: 0.7986 Epoch 183/500 45/45 [==============================] - 0s 325us/step - loss: 0.4155 - accuracy: 0.7944 Epoch 184/500 45/45 [==============================] - 0s 327us/step - loss: 0.4157 - accuracy: 0.7951 Epoch 185/500 45/45 [==============================] - 0s 321us/step - loss: 0.4153 - accuracy: 0.7951 Epoch 186/500 45/45 [==============================] - 0s 318us/step - loss: 0.4153 - accuracy: 0.7958 Epoch 187/500 45/45 [==============================] - 0s 323us/step - loss: 0.4151 - accuracy: 0.7958 Epoch 188/500 45/45 [==============================] - 0s 330us/step - loss: 0.4149 - accuracy: 0.7958 Epoch 189/500 45/45 [==============================] - 0s 321us/step - loss: 0.4148 - accuracy: 0.7951 Epoch 190/500 45/45 [==============================] - 0s 328us/step - loss: 0.4146 - accuracy: 0.7965 Epoch 191/500 45/45 [==============================] - 0s 315us/step - loss: 0.4146 - accuracy: 0.8000 Epoch 192/500 45/45 [==============================] - 0s 331us/step - loss: 0.4140 - accuracy: 0.7958 Epoch 193/500 45/45 [==============================] - 0s 327us/step - loss: 0.4140 - accuracy: 0.7986 Epoch 194/500 45/45 [==============================] - 0s 322us/step - loss: 0.4140 - accuracy: 0.7972 Epoch 195/500 45/45 [==============================] - 0s 313us/step - loss: 0.4135 - accuracy: 0.7972 Epoch 196/500 45/45 [==============================] - 0s 323us/step - loss: 0.4134 - accuracy: 0.7972 Epoch 197/500 45/45 [==============================] - 0s 330us/step - loss: 0.4133 - accuracy: 0.8014 Epoch 198/500 45/45 [==============================] - 0s 348us/step - loss: 0.4132 - accuracy: 0.7965 Epoch 199/500 45/45 [==============================] - 0s 343us/step - loss: 0.4129 - accuracy: 0.7993 Epoch 200/500 45/45 [==============================] - 0s 322us/step - loss: 0.4126 - accuracy: 0.7986 Epoch 201/500 45/45 [==============================] - 0s 333us/step - loss: 0.4124 - accuracy: 0.7958 Epoch 202/500 45/45 [==============================] - 0s 339us/step - loss: 0.4121 - accuracy: 0.7993 Epoch 203/500 45/45 [==============================] - 0s 323us/step - loss: 0.4119 - accuracy: 0.8007 Epoch 204/500 45/45 [==============================] - 0s 338us/step - loss: 0.4116 - accuracy: 0.7972 Epoch 205/500 45/45 [==============================] - 0s 340us/step - loss: 0.4115 - accuracy: 0.8000 Epoch 206/500 45/45 [==============================] - 0s 336us/step - loss: 0.4116 - accuracy: 0.7958 Epoch 207/500 45/45 [==============================] - 0s 347us/step - loss: 0.4111 - accuracy: 0.7986 Epoch 208/500 45/45 [==============================] - 0s 334us/step - loss: 0.4110 - accuracy: 0.7972 Epoch 209/500 45/45 [==============================] - 0s 321us/step - loss: 0.4107 - accuracy: 0.8000 Epoch 210/500 45/45 [==============================] - 0s 339us/step - loss: 0.4107 - accuracy: 0.8021 Epoch 211/500 45/45 [==============================] - 0s 337us/step - loss: 0.4103 - accuracy: 0.8021 Epoch 212/500 45/45 [==============================] - 0s 336us/step - loss: 0.4100 - accuracy: 0.8021 Epoch 213/500 45/45 [==============================] - 0s 361us/step - loss: 0.4100 - accuracy: 0.8042 Epoch 214/500 45/45 [==============================] - 0s 340us/step - loss: 0.4096 - accuracy: 0.8042 Epoch 215/500 45/45 [==============================] - 0s 339us/step - loss: 0.4095 - accuracy: 0.7993 Epoch 216/500 45/45 [==============================] - 0s 329us/step - loss: 0.4093 - accuracy: 0.8069 Epoch 217/500 45/45 [==============================] - 0s 337us/step - loss: 0.4091 - accuracy: 0.8049 Epoch 218/500 45/45 [==============================] - 0s 322us/step - loss: 0.4090 - accuracy: 0.8021 Epoch 219/500 45/45 [==============================] - 0s 334us/step - loss: 0.4086 - accuracy: 0.8076 Epoch 220/500 45/45 [==============================] - 0s 328us/step - loss: 0.4089 - accuracy: 0.8069 Epoch 221/500 45/45 [==============================] - 0s 331us/step - loss: 0.4083 - accuracy: 0.8042 Epoch 222/500 45/45 [==============================] - 0s 334us/step - loss: 0.4080 - accuracy: 0.8049 Epoch 223/500 45/45 [==============================] - 0s 325us/step - loss: 0.4081 - accuracy: 0.8021 Epoch 224/500 45/45 [==============================] - 0s 544us/step - loss: 0.4074 - accuracy: 0.8042 Epoch 225/500 45/45 [==============================] - 0s 342us/step - loss: 0.4078 - accuracy: 0.8097 Epoch 226/500 45/45 [==============================] - 0s 354us/step - loss: 0.4073 - accuracy: 0.8069 Epoch 227/500 45/45 [==============================] - 0s 359us/step - loss: 0.4070 - accuracy: 0.8049 Epoch 228/500 45/45 [==============================] - 0s 352us/step - loss: 0.4071 - accuracy: 0.8042 Epoch 229/500 45/45 [==============================] - 0s 344us/step - loss: 0.4064 - accuracy: 0.8062 Epoch 230/500 45/45 [==============================] - 0s 328us/step - loss: 0.4065 - accuracy: 0.8076 Epoch 231/500 45/45 [==============================] - 0s 341us/step - loss: 0.4057 - accuracy: 0.8111 Epoch 232/500 45/45 [==============================] - 0s 347us/step - loss: 0.4057 - accuracy: 0.8056 Epoch 233/500 45/45 [==============================] - 0s 343us/step - loss: 0.4053 - accuracy: 0.8083 Epoch 234/500 45/45 [==============================] - 0s 345us/step - loss: 0.4053 - accuracy: 0.8090 Epoch 235/500 45/45 [==============================] - 0s 332us/step - loss: 0.4047 - accuracy: 0.8056 Epoch 236/500 45/45 [==============================] - 0s 331us/step - loss: 0.4050 - accuracy: 0.8069 Epoch 237/500 45/45 [==============================] - 0s 334us/step - loss: 0.4045 - accuracy: 0.8069 Epoch 238/500 45/45 [==============================] - 0s 332us/step - loss: 0.4043 - accuracy: 0.8069 Epoch 239/500 45/45 [==============================] - 0s 331us/step - loss: 0.4035 - accuracy: 0.8076 Epoch 240/500 45/45 [==============================] - 0s 341us/step - loss: 0.4038 - accuracy: 0.8069 Epoch 241/500 45/45 [==============================] - 0s 339us/step - loss: 0.4034 - accuracy: 0.8069 Epoch 242/500 45/45 [==============================] - 0s 334us/step - loss: 0.4031 - accuracy: 0.8076 Epoch 243/500 45/45 [==============================] - 0s 324us/step - loss: 0.4029 - accuracy: 0.8076 Epoch 244/500 45/45 [==============================] - 0s 323us/step - loss: 0.4026 - accuracy: 0.8104 Epoch 245/500 45/45 [==============================] - 0s 340us/step - loss: 0.4027 - accuracy: 0.8062 Epoch 246/500 45/45 [==============================] - 0s 321us/step - loss: 0.4020 - accuracy: 0.8090 Epoch 247/500 45/45 [==============================] - 0s 321us/step - loss: 0.4018 - accuracy: 0.8104 Epoch 248/500 45/45 [==============================] - 0s 328us/step - loss: 0.4015 - accuracy: 0.8097 Epoch 249/500 45/45 [==============================] - 0s 319us/step - loss: 0.4016 - accuracy: 0.8090 Epoch 250/500 45/45 [==============================] - 0s 333us/step - loss: 0.4009 - accuracy: 0.8097 Epoch 251/500 45/45 [==============================] - 0s 325us/step - loss: 0.4014 - accuracy: 0.8090 Epoch 252/500 45/45 [==============================] - 0s 318us/step - loss: 0.4007 - accuracy: 0.8111 Epoch 253/500 45/45 [==============================] - 0s 323us/step - loss: 0.4003 - accuracy: 0.8111 Epoch 254/500 45/45 [==============================] - 0s 320us/step - loss: 0.4003 - accuracy: 0.8104 Epoch 255/500 45/45 [==============================] - 0s 325us/step - loss: 0.4000 - accuracy: 0.8062 Epoch 256/500 45/45 [==============================] - 0s 306us/step - loss: 0.3995 - accuracy: 0.8097 Epoch 257/500 45/45 [==============================] - 0s 335us/step - loss: 0.3993 - accuracy: 0.8083 Epoch 258/500 45/45 [==============================] - 0s 325us/step - loss: 0.3990 - accuracy: 0.8062 Epoch 259/500 45/45 [==============================] - 0s 332us/step - loss: 0.3986 - accuracy: 0.8104 Epoch 260/500 45/45 [==============================] - 0s 320us/step - loss: 0.3984 - accuracy: 0.8125 Epoch 261/500 45/45 [==============================] - 0s 313us/step - loss: 0.3983 - accuracy: 0.8083 Epoch 262/500 45/45 [==============================] - 0s 341us/step - loss: 0.3978 - accuracy: 0.8104 Epoch 263/500 45/45 [==============================] - 0s 338us/step - loss: 0.3978 - accuracy: 0.8132 Epoch 264/500 45/45 [==============================] - 0s 346us/step - loss: 0.3976 - accuracy: 0.8125 Epoch 265/500 45/45 [==============================] - 0s 360us/step - loss: 0.3973 - accuracy: 0.8139 Epoch 266/500 45/45 [==============================] - 0s 338us/step - loss: 0.3970 - accuracy: 0.8167 Epoch 267/500 45/45 [==============================] - 0s 332us/step - loss: 0.3969 - accuracy: 0.8125 Epoch 268/500 45/45 [==============================] - 0s 343us/step - loss: 0.3966 - accuracy: 0.8160 Epoch 269/500 45/45 [==============================] - 0s 332us/step - loss: 0.3962 - accuracy: 0.8139 Epoch 270/500 45/45 [==============================] - 0s 330us/step - loss: 0.3960 - accuracy: 0.8160 Epoch 271/500 45/45 [==============================] - 0s 326us/step - loss: 0.3959 - accuracy: 0.8139 Epoch 272/500 45/45 [==============================] - 0s 327us/step - loss: 0.3955 - accuracy: 0.8132 Epoch 273/500 45/45 [==============================] - 0s 332us/step - loss: 0.3955 - accuracy: 0.8139 Epoch 274/500 45/45 [==============================] - 0s 339us/step - loss: 0.3945 - accuracy: 0.8146 Epoch 275/500 45/45 [==============================] - 0s 326us/step - loss: 0.3950 - accuracy: 0.8174 Epoch 276/500 45/45 [==============================] - 0s 344us/step - loss: 0.3944 - accuracy: 0.8153 Epoch 277/500 45/45 [==============================] - 0s 319us/step - loss: 0.3939 - accuracy: 0.8153 Epoch 278/500 45/45 [==============================] - 0s 330us/step - loss: 0.3937 - accuracy: 0.8174 Epoch 279/500 45/45 [==============================] - 0s 335us/step - loss: 0.3937 - accuracy: 0.8167 Epoch 280/500 45/45 [==============================] - 0s 315us/step - loss: 0.3933 - accuracy: 0.8188 Epoch 281/500 45/45 [==============================] - 0s 317us/step - loss: 0.3938 - accuracy: 0.8194 Epoch 282/500 45/45 [==============================] - 0s 323us/step - loss: 0.3928 - accuracy: 0.8215 Epoch 283/500 45/45 [==============================] - 0s 319us/step - loss: 0.3920 - accuracy: 0.8188 Epoch 284/500 45/45 [==============================] - 0s 325us/step - loss: 0.3920 - accuracy: 0.8188 Epoch 285/500 45/45 [==============================] - 0s 347us/step - loss: 0.3918 - accuracy: 0.8201 Epoch 286/500 45/45 [==============================] - 0s 350us/step - loss: 0.3911 - accuracy: 0.8181 Epoch 287/500 45/45 [==============================] - 0s 324us/step - loss: 0.3908 - accuracy: 0.8208 Epoch 288/500 45/45 [==============================] - 0s 339us/step - loss: 0.3910 - accuracy: 0.8201 Epoch 289/500 45/45 [==============================] - 0s 329us/step - loss: 0.3902 - accuracy: 0.8194 Epoch 290/500 45/45 [==============================] - 0s 328us/step - loss: 0.3899 - accuracy: 0.8194 Epoch 291/500 45/45 [==============================] - 0s 330us/step - loss: 0.3902 - accuracy: 0.8174 Epoch 292/500 45/45 [==============================] - 0s 337us/step - loss: 0.3895 - accuracy: 0.8201 Epoch 293/500 45/45 [==============================] - 0s 321us/step - loss: 0.3890 - accuracy: 0.8194 Epoch 294/500 45/45 [==============================] - 0s 318us/step - loss: 0.3883 - accuracy: 0.8215 Epoch 295/500 45/45 [==============================] - 0s 337us/step - loss: 0.3888 - accuracy: 0.8222 Epoch 296/500 45/45 [==============================] - 0s 332us/step - loss: 0.3880 - accuracy: 0.8181 Epoch 297/500 45/45 [==============================] - 0s 326us/step - loss: 0.3884 - accuracy: 0.8181 Epoch 298/500 45/45 [==============================] - 0s 331us/step - loss: 0.3875 - accuracy: 0.8188 Epoch 299/500 45/45 [==============================] - 0s 330us/step - loss: 0.3877 - accuracy: 0.8222 Epoch 300/500 45/45 [==============================] - 0s 323us/step - loss: 0.3871 - accuracy: 0.8208 Epoch 301/500 45/45 [==============================] - 0s 312us/step - loss: 0.3865 - accuracy: 0.8194 Epoch 302/500 45/45 [==============================] - 0s 327us/step - loss: 0.3865 - accuracy: 0.8188 Epoch 303/500 45/45 [==============================] - 0s 325us/step - loss: 0.3860 - accuracy: 0.8222 Epoch 304/500 45/45 [==============================] - 0s 329us/step - loss: 0.3858 - accuracy: 0.8215 Epoch 305/500 45/45 [==============================] - 0s 327us/step - loss: 0.3853 - accuracy: 0.8215 Epoch 306/500 45/45 [==============================] - 0s 325us/step - loss: 0.3850 - accuracy: 0.8236 Epoch 307/500 45/45 [==============================] - 0s 333us/step - loss: 0.3844 - accuracy: 0.8201 Epoch 308/500 45/45 [==============================] - 0s 327us/step - loss: 0.3842 - accuracy: 0.8250 Epoch 309/500 45/45 [==============================] - 0s 323us/step - loss: 0.3834 - accuracy: 0.8236 Epoch 310/500 45/45 [==============================] - 0s 333us/step - loss: 0.3827 - accuracy: 0.8257 Epoch 311/500 45/45 [==============================] - 0s 326us/step - loss: 0.3822 - accuracy: 0.8306 Epoch 312/500 45/45 [==============================] - 0s 325us/step - loss: 0.3821 - accuracy: 0.8285 Epoch 313/500 45/45 [==============================] - 0s 336us/step - loss: 0.3816 - accuracy: 0.8326 Epoch 314/500 45/45 [==============================] - 0s 318us/step - loss: 0.3810 - accuracy: 0.8319 Epoch 315/500 45/45 [==============================] - 0s 322us/step - loss: 0.3805 - accuracy: 0.8292 Epoch 316/500 45/45 [==============================] - 0s 326us/step - loss: 0.3804 - accuracy: 0.8340 Epoch 317/500 45/45 [==============================] - 0s 316us/step - loss: 0.3802 - accuracy: 0.8354 Epoch 318/500 45/45 [==============================] - 0s 321us/step - loss: 0.3794 - accuracy: 0.8313 Epoch 319/500 45/45 [==============================] - 0s 337us/step - loss: 0.3790 - accuracy: 0.8333 Epoch 320/500 45/45 [==============================] - 0s 321us/step - loss: 0.3786 - accuracy: 0.8326 Epoch 321/500 45/45 [==============================] - 0s 332us/step - loss: 0.3781 - accuracy: 0.8313 Epoch 322/500 45/45 [==============================] - 0s 322us/step - loss: 0.3777 - accuracy: 0.8319 Epoch 323/500 45/45 [==============================] - 0s 321us/step - loss: 0.3775 - accuracy: 0.8333 Epoch 324/500 45/45 [==============================] - 0s 331us/step - loss: 0.3774 - accuracy: 0.8333 Epoch 325/500 45/45 [==============================] - 0s 327us/step - loss: 0.3767 - accuracy: 0.8333 Epoch 326/500 45/45 [==============================] - 0s 330us/step - loss: 0.3762 - accuracy: 0.8340 Epoch 327/500 45/45 [==============================] - 0s 324us/step - loss: 0.3762 - accuracy: 0.8326 Epoch 328/500 45/45 [==============================] - 0s 322us/step - loss: 0.3756 - accuracy: 0.8347 Epoch 329/500 45/45 [==============================] - 0s 319us/step - loss: 0.3753 - accuracy: 0.8340 Epoch 330/500 45/45 [==============================] - 0s 320us/step - loss: 0.3752 - accuracy: 0.8361 Epoch 331/500 45/45 [==============================] - 0s 327us/step - loss: 0.3749 - accuracy: 0.8326 Epoch 332/500 45/45 [==============================] - 0s 316us/step - loss: 0.3741 - accuracy: 0.8333 Epoch 333/500 45/45 [==============================] - 0s 321us/step - loss: 0.3748 - accuracy: 0.8347 Epoch 334/500 45/45 [==============================] - 0s 322us/step - loss: 0.3737 - accuracy: 0.8354 Epoch 335/500 45/45 [==============================] - 0s 373us/step - loss: 0.3735 - accuracy: 0.8375 Epoch 336/500 45/45 [==============================] - 0s 339us/step - loss: 0.3735 - accuracy: 0.8361 Epoch 337/500 45/45 [==============================] - 0s 332us/step - loss: 0.3733 - accuracy: 0.8361 Epoch 338/500 45/45 [==============================] - 0s 336us/step - loss: 0.3734 - accuracy: 0.8354 Epoch 339/500 45/45 [==============================] - 0s 325us/step - loss: 0.3726 - accuracy: 0.8340 Epoch 340/500 45/45 [==============================] - 0s 320us/step - loss: 0.3723 - accuracy: 0.8354 Epoch 341/500 45/45 [==============================] - 0s 318us/step - loss: 0.3721 - accuracy: 0.8361 Epoch 342/500 45/45 [==============================] - 0s 325us/step - loss: 0.3717 - accuracy: 0.8340 Epoch 343/500 45/45 [==============================] - 0s 324us/step - loss: 0.3712 - accuracy: 0.8354 Epoch 344/500 45/45 [==============================] - 0s 328us/step - loss: 0.3711 - accuracy: 0.8340 Epoch 345/500 45/45 [==============================] - 0s 324us/step - loss: 0.3710 - accuracy: 0.8347 Epoch 346/500 45/45 [==============================] - 0s 329us/step - loss: 0.3708 - accuracy: 0.8340 Epoch 347/500 45/45 [==============================] - 0s 334us/step - loss: 0.3703 - accuracy: 0.8361 Epoch 348/500 45/45 [==============================] - 0s 340us/step - loss: 0.3699 - accuracy: 0.8368 Epoch 349/500 45/45 [==============================] - 0s 332us/step - loss: 0.3698 - accuracy: 0.8354 Epoch 350/500 45/45 [==============================] - 0s 320us/step - loss: 0.3695 - accuracy: 0.8347 Epoch 351/500 45/45 [==============================] - 0s 322us/step - loss: 0.3699 - accuracy: 0.8347 Epoch 352/500 45/45 [==============================] - 0s 319us/step - loss: 0.3689 - accuracy: 0.8354 Epoch 353/500 45/45 [==============================] - 0s 315us/step - loss: 0.3694 - accuracy: 0.8340 Epoch 354/500 45/45 [==============================] - 0s 365us/step - loss: 0.3689 - accuracy: 0.8347 Epoch 355/500 45/45 [==============================] - 0s 339us/step - loss: 0.3686 - accuracy: 0.8410 Epoch 356/500 45/45 [==============================] - 0s 347us/step - loss: 0.3688 - accuracy: 0.8361 Epoch 357/500 45/45 [==============================] - 0s 319us/step - loss: 0.3684 - accuracy: 0.8361 Epoch 358/500 45/45 [==============================] - 0s 330us/step - loss: 0.3679 - accuracy: 0.8375 Epoch 359/500 45/45 [==============================] - 0s 326us/step - loss: 0.3681 - accuracy: 0.8396 Epoch 360/500 45/45 [==============================] - 0s 339us/step - loss: 0.3678 - accuracy: 0.8368 Epoch 361/500 45/45 [==============================] - 0s 332us/step - loss: 0.3674 - accuracy: 0.8347 Epoch 362/500 45/45 [==============================] - 0s 325us/step - loss: 0.3675 - accuracy: 0.8382 Epoch 363/500 45/45 [==============================] - 0s 325us/step - loss: 0.3674 - accuracy: 0.8354 Epoch 364/500 45/45 [==============================] - 0s 326us/step - loss: 0.3676 - accuracy: 0.8347 Epoch 365/500 45/45 [==============================] - 0s 322us/step - loss: 0.3669 - accuracy: 0.8333 Epoch 366/500 45/45 [==============================] - 0s 320us/step - loss: 0.3674 - accuracy: 0.8361 Epoch 367/500 45/45 [==============================] - 0s 329us/step - loss: 0.3665 - accuracy: 0.8389 Epoch 368/500 45/45 [==============================] - 0s 331us/step - loss: 0.3666 - accuracy: 0.8396 Epoch 369/500 45/45 [==============================] - 0s 315us/step - loss: 0.3666 - accuracy: 0.8354 Epoch 370/500 45/45 [==============================] - 0s 335us/step - loss: 0.3660 - accuracy: 0.8389 Epoch 371/500 45/45 [==============================] - 0s 325us/step - loss: 0.3669 - accuracy: 0.8368 Epoch 372/500 45/45 [==============================] - 0s 317us/step - loss: 0.3657 - accuracy: 0.8333 Epoch 373/500 45/45 [==============================] - 0s 318us/step - loss: 0.3663 - accuracy: 0.8375 Epoch 374/500 45/45 [==============================] - 0s 331us/step - loss: 0.3664 - accuracy: 0.8340 Epoch 375/500 45/45 [==============================] - 0s 325us/step - loss: 0.3661 - accuracy: 0.8340 Epoch 376/500 45/45 [==============================] - 0s 320us/step - loss: 0.3655 - accuracy: 0.8347 Epoch 377/500 45/45 [==============================] - 0s 317us/step - loss: 0.3659 - accuracy: 0.8313 Epoch 378/500 45/45 [==============================] - 0s 320us/step - loss: 0.3656 - accuracy: 0.8306 Epoch 379/500 45/45 [==============================] - 0s 337us/step - loss: 0.3654 - accuracy: 0.8347 Epoch 380/500 45/45 [==============================] - 0s 318us/step - loss: 0.3655 - accuracy: 0.8375 Epoch 381/500 45/45 [==============================] - 0s 335us/step - loss: 0.3647 - accuracy: 0.8354 Epoch 382/500 45/45 [==============================] - 0s 338us/step - loss: 0.3649 - accuracy: 0.8333 Epoch 383/500 45/45 [==============================] - 0s 338us/step - loss: 0.3650 - accuracy: 0.8347 Epoch 384/500 45/45 [==============================] - 0s 318us/step - loss: 0.3648 - accuracy: 0.8340 Epoch 385/500 45/45 [==============================] - 0s 350us/step - loss: 0.3647 - accuracy: 0.8333 Epoch 386/500 45/45 [==============================] - 0s 363us/step - loss: 0.3644 - accuracy: 0.8361 Epoch 387/500 45/45 [==============================] - 0s 324us/step - loss: 0.3646 - accuracy: 0.8368 Epoch 388/500 45/45 [==============================] - 0s 339us/step - loss: 0.3641 - accuracy: 0.8340 Epoch 389/500 45/45 [==============================] - 0s 333us/step - loss: 0.3642 - accuracy: 0.8354 Epoch 390/500 45/45 [==============================] - 0s 329us/step - loss: 0.3642 - accuracy: 0.8340 Epoch 391/500 45/45 [==============================] - 0s 326us/step - loss: 0.3638 - accuracy: 0.8347 Epoch 392/500 45/45 [==============================] - 0s 324us/step - loss: 0.3638 - accuracy: 0.8306 Epoch 393/500 45/45 [==============================] - 0s 330us/step - loss: 0.3636 - accuracy: 0.8340 Epoch 394/500 45/45 [==============================] - 0s 337us/step - loss: 0.3635 - accuracy: 0.8319 Epoch 395/500 45/45 [==============================] - 0s 326us/step - loss: 0.3633 - accuracy: 0.8306 Epoch 396/500 45/45 [==============================] - 0s 328us/step - loss: 0.3632 - accuracy: 0.8340 Epoch 397/500 45/45 [==============================] - 0s 327us/step - loss: 0.3634 - accuracy: 0.8340 Epoch 398/500 45/45 [==============================] - 0s 329us/step - loss: 0.3627 - accuracy: 0.8326 Epoch 399/500 45/45 [==============================] - 0s 324us/step - loss: 0.3633 - accuracy: 0.8319 Epoch 400/500 45/45 [==============================] - 0s 334us/step - loss: 0.3629 - accuracy: 0.8340 Epoch 401/500 45/45 [==============================] - 0s 331us/step - loss: 0.3626 - accuracy: 0.8319 Epoch 402/500 45/45 [==============================] - 0s 320us/step - loss: 0.3628 - accuracy: 0.8347 Epoch 403/500 45/45 [==============================] - 0s 323us/step - loss: 0.3622 - accuracy: 0.8333 Epoch 404/500 45/45 [==============================] - 0s 317us/step - loss: 0.3623 - accuracy: 0.8326 Epoch 405/500 45/45 [==============================] - 0s 322us/step - loss: 0.3621 - accuracy: 0.8361 Epoch 406/500 45/45 [==============================] - 0s 320us/step - loss: 0.3620 - accuracy: 0.8347 Epoch 407/500 45/45 [==============================] - 0s 324us/step - loss: 0.3616 - accuracy: 0.8333 Epoch 408/500 45/45 [==============================] - 0s 330us/step - loss: 0.3620 - accuracy: 0.8347 Epoch 409/500 45/45 [==============================] - 0s 326us/step - loss: 0.3615 - accuracy: 0.8361 Epoch 410/500 45/45 [==============================] - 0s 341us/step - loss: 0.3611 - accuracy: 0.8340 Epoch 411/500 45/45 [==============================] - 0s 324us/step - loss: 0.3614 - accuracy: 0.8361 Epoch 412/500 45/45 [==============================] - 0s 324us/step - loss: 0.3615 - accuracy: 0.8354 Epoch 413/500 45/45 [==============================] - 0s 326us/step - loss: 0.3607 - accuracy: 0.8347 Epoch 414/500 45/45 [==============================] - 0s 321us/step - loss: 0.3609 - accuracy: 0.8333 Epoch 415/500 45/45 [==============================] - 0s 329us/step - loss: 0.3610 - accuracy: 0.8368 Epoch 416/500 45/45 [==============================] - 0s 336us/step - loss: 0.3602 - accuracy: 0.8361 Epoch 417/500 45/45 [==============================] - 0s 328us/step - loss: 0.3602 - accuracy: 0.8354 Epoch 418/500 45/45 [==============================] - 0s 325us/step - loss: 0.3601 - accuracy: 0.8368 Epoch 419/500 45/45 [==============================] - 0s 323us/step - loss: 0.3598 - accuracy: 0.8382 Epoch 420/500 45/45 [==============================] - 0s 331us/step - loss: 0.3593 - accuracy: 0.8382 Epoch 421/500 45/45 [==============================] - 0s 326us/step - loss: 0.3593 - accuracy: 0.8333 Epoch 422/500 45/45 [==============================] - 0s 323us/step - loss: 0.3589 - accuracy: 0.8361 Epoch 423/500 45/45 [==============================] - 0s 330us/step - loss: 0.3593 - accuracy: 0.8389 Epoch 424/500 45/45 [==============================] - 0s 332us/step - loss: 0.3583 - accuracy: 0.8347 Epoch 425/500 45/45 [==============================] - 0s 328us/step - loss: 0.3589 - accuracy: 0.8354 Epoch 426/500 45/45 [==============================] - 0s 338us/step - loss: 0.3577 - accuracy: 0.8333 Epoch 427/500 45/45 [==============================] - 0s 328us/step - loss: 0.3582 - accuracy: 0.8431 Epoch 428/500 45/45 [==============================] - 0s 327us/step - loss: 0.3580 - accuracy: 0.8361 Epoch 429/500 45/45 [==============================] - 0s 329us/step - loss: 0.3577 - accuracy: 0.8347 Epoch 430/500 45/45 [==============================] - 0s 315us/step - loss: 0.3575 - accuracy: 0.8354 Epoch 431/500 45/45 [==============================] - 0s 320us/step - loss: 0.3579 - accuracy: 0.8354 Epoch 432/500 45/45 [==============================] - 0s 343us/step - loss: 0.3572 - accuracy: 0.8389 Epoch 433/500 45/45 [==============================] - 0s 332us/step - loss: 0.3571 - accuracy: 0.8368 Epoch 434/500 45/45 [==============================] - 0s 336us/step - loss: 0.3575 - accuracy: 0.8382 Epoch 435/500 45/45 [==============================] - 0s 320us/step - loss: 0.3571 - accuracy: 0.8340 Epoch 436/500 45/45 [==============================] - 0s 338us/step - loss: 0.3571 - accuracy: 0.8361 Epoch 437/500 45/45 [==============================] - 0s 325us/step - loss: 0.3572 - accuracy: 0.8396 Epoch 438/500 45/45 [==============================] - 0s 331us/step - loss: 0.3568 - accuracy: 0.8361 Epoch 439/500 45/45 [==============================] - 0s 324us/step - loss: 0.3569 - accuracy: 0.8403 Epoch 440/500 45/45 [==============================] - 0s 332us/step - loss: 0.3566 - accuracy: 0.8333 Epoch 441/500 45/45 [==============================] - 0s 331us/step - loss: 0.3570 - accuracy: 0.8396 Epoch 442/500 45/45 [==============================] - 0s 320us/step - loss: 0.3557 - accuracy: 0.8347 Epoch 443/500 45/45 [==============================] - 0s 320us/step - loss: 0.3557 - accuracy: 0.8431 Epoch 444/500 45/45 [==============================] - 0s 329us/step - loss: 0.3559 - accuracy: 0.8382 Epoch 445/500 45/45 [==============================] - 0s 312us/step - loss: 0.3553 - accuracy: 0.8382 Epoch 446/500 45/45 [==============================] - 0s 337us/step - loss: 0.3553 - accuracy: 0.8396 Epoch 447/500 45/45 [==============================] - 0s 321us/step - loss: 0.3553 - accuracy: 0.8403 Epoch 448/500 45/45 [==============================] - 0s 468us/step - loss: 0.3553 - accuracy: 0.8396 Epoch 449/500 45/45 [==============================] - 0s 369us/step - loss: 0.3549 - accuracy: 0.8375 Epoch 450/500 45/45 [==============================] - 0s 345us/step - loss: 0.3541 - accuracy: 0.8389 Epoch 451/500 45/45 [==============================] - 0s 341us/step - loss: 0.3544 - accuracy: 0.8368 Epoch 452/500 45/45 [==============================] - 0s 328us/step - loss: 0.3543 - accuracy: 0.8396 Epoch 453/500 45/45 [==============================] - 0s 332us/step - loss: 0.3538 - accuracy: 0.8354 Epoch 454/500 45/45 [==============================] - 0s 337us/step - loss: 0.3546 - accuracy: 0.8368 Epoch 455/500 45/45 [==============================] - 0s 329us/step - loss: 0.3535 - accuracy: 0.8396 Epoch 456/500 45/45 [==============================] - 0s 325us/step - loss: 0.3533 - accuracy: 0.8354 Epoch 457/500 45/45 [==============================] - 0s 320us/step - loss: 0.3531 - accuracy: 0.8368 Epoch 458/500 45/45 [==============================] - 0s 331us/step - loss: 0.3523 - accuracy: 0.8389 Epoch 459/500 45/45 [==============================] - 0s 338us/step - loss: 0.3528 - accuracy: 0.8410 Epoch 460/500 45/45 [==============================] - 0s 333us/step - loss: 0.3529 - accuracy: 0.8403 Epoch 461/500 45/45 [==============================] - 0s 323us/step - loss: 0.3519 - accuracy: 0.8368 Epoch 462/500 45/45 [==============================] - 0s 334us/step - loss: 0.3526 - accuracy: 0.8417 Epoch 463/500 45/45 [==============================] - 0s 322us/step - loss: 0.3519 - accuracy: 0.8361 Epoch 464/500 45/45 [==============================] - 0s 319us/step - loss: 0.3518 - accuracy: 0.8410 Epoch 465/500 45/45 [==============================] - 0s 333us/step - loss: 0.3521 - accuracy: 0.8403 Epoch 466/500 45/45 [==============================] - 0s 320us/step - loss: 0.3518 - accuracy: 0.8444 Epoch 467/500 45/45 [==============================] - 0s 321us/step - loss: 0.3515 - accuracy: 0.8438 Epoch 468/500 45/45 [==============================] - 0s 337us/step - loss: 0.3516 - accuracy: 0.8403 Epoch 469/500 45/45 [==============================] - 0s 319us/step - loss: 0.3507 - accuracy: 0.8410 Epoch 470/500 45/45 [==============================] - 0s 325us/step - loss: 0.3521 - accuracy: 0.8444 Epoch 471/500 45/45 [==============================] - 0s 324us/step - loss: 0.3507 - accuracy: 0.8451 Epoch 472/500 45/45 [==============================] - 0s 324us/step - loss: 0.3507 - accuracy: 0.8410 Epoch 473/500 45/45 [==============================] - 0s 320us/step - loss: 0.3502 - accuracy: 0.8431 Epoch 474/500 45/45 [==============================] - 0s 329us/step - loss: 0.3504 - accuracy: 0.8458 Epoch 475/500 45/45 [==============================] - 0s 326us/step - loss: 0.3501 - accuracy: 0.8403 Epoch 476/500 45/45 [==============================] - 0s 318us/step - loss: 0.3500 - accuracy: 0.8403 Epoch 477/500 45/45 [==============================] - 0s 311us/step - loss: 0.3499 - accuracy: 0.8451 Epoch 478/500 45/45 [==============================] - 0s 323us/step - loss: 0.3491 - accuracy: 0.8403 Epoch 479/500 45/45 [==============================] - 0s 321us/step - loss: 0.3500 - accuracy: 0.8424 Epoch 480/500 45/45 [==============================] - 0s 324us/step - loss: 0.3494 - accuracy: 0.8410 Epoch 481/500 45/45 [==============================] - 0s 335us/step - loss: 0.3492 - accuracy: 0.8417 Epoch 482/500 45/45 [==============================] - 0s 322us/step - loss: 0.3489 - accuracy: 0.8444 Epoch 483/500 45/45 [==============================] - 0s 321us/step - loss: 0.3493 - accuracy: 0.8382 Epoch 484/500 45/45 [==============================] - 0s 320us/step - loss: 0.3485 - accuracy: 0.8438 Epoch 485/500 45/45 [==============================] - 0s 323us/step - loss: 0.3494 - accuracy: 0.8424 Epoch 486/500 45/45 [==============================] - 0s 320us/step - loss: 0.3490 - accuracy: 0.8396 Epoch 487/500 45/45 [==============================] - 0s 322us/step - loss: 0.3483 - accuracy: 0.8424 Epoch 488/500 45/45 [==============================] - 0s 322us/step - loss: 0.3487 - accuracy: 0.8472 Epoch 489/500 45/45 [==============================] - 0s 325us/step - loss: 0.3485 - accuracy: 0.8431 Epoch 490/500 45/45 [==============================] - 0s 304us/step - loss: 0.3484 - accuracy: 0.8465 Epoch 491/500 45/45 [==============================] - 0s 321us/step - loss: 0.3477 - accuracy: 0.8403 Epoch 492/500 45/45 [==============================] - 0s 330us/step - loss: 0.3486 - accuracy: 0.8458 Epoch 493/500 45/45 [==============================] - 0s 327us/step - loss: 0.3482 - accuracy: 0.8472 Epoch 494/500 45/45 [==============================] - 0s 319us/step - loss: 0.3477 - accuracy: 0.8458 Epoch 495/500 45/45 [==============================] - 0s 335us/step - loss: 0.3474 - accuracy: 0.8431 Epoch 496/500 45/45 [==============================] - 0s 320us/step - loss: 0.3475 - accuracy: 0.8424 Epoch 497/500 45/45 [==============================] - 0s 322us/step - loss: 0.3470 - accuracy: 0.8444 Epoch 498/500 45/45 [==============================] - 0s 327us/step - loss: 0.3477 - accuracy: 0.8424 Epoch 499/500 45/45 [==============================] - 0s 326us/step - loss: 0.3475 - accuracy: 0.8417 Epoch 500/500 45/45 [==============================] - 0s 333us/step - loss: 0.3474 - accuracy: 0.8424 5/5 [==============================] - 0s 459us/step Epoch 1/500 45/45 [==============================] - 0s 435us/step - loss: 0.6868 - accuracy: 0.6514 Epoch 2/500 45/45 [==============================] - 0s 416us/step - loss: 0.6674 - accuracy: 0.6514 Epoch 3/500 45/45 [==============================] - 0s 332us/step - loss: 0.6338 - accuracy: 0.6514 Epoch 4/500 45/45 [==============================] - 0s 339us/step - loss: 0.5931 - accuracy: 0.6514 Epoch 5/500 45/45 [==============================] - 0s 334us/step - loss: 0.5553 - accuracy: 0.6514 Epoch 6/500 45/45 [==============================] - 0s 324us/step - loss: 0.5304 - accuracy: 0.6562 Epoch 7/500 45/45 [==============================] - 0s 327us/step - loss: 0.5146 - accuracy: 0.7424 Epoch 8/500 45/45 [==============================] - 0s 324us/step - loss: 0.5043 - accuracy: 0.7681 Epoch 9/500 45/45 [==============================] - 0s 327us/step - loss: 0.4964 - accuracy: 0.7694 Epoch 10/500 45/45 [==============================] - 0s 317us/step - loss: 0.4905 - accuracy: 0.7667 Epoch 11/500 45/45 [==============================] - 0s 345us/step - loss: 0.4857 - accuracy: 0.7646 Epoch 12/500 45/45 [==============================] - 0s 321us/step - loss: 0.4817 - accuracy: 0.7667 Epoch 13/500 45/45 [==============================] - 0s 322us/step - loss: 0.4789 - accuracy: 0.7674 Epoch 14/500 45/45 [==============================] - 0s 324us/step - loss: 0.4766 - accuracy: 0.7674 Epoch 15/500 45/45 [==============================] - 0s 323us/step - loss: 0.4744 - accuracy: 0.7646 Epoch 16/500 45/45 [==============================] - 0s 322us/step - loss: 0.4730 - accuracy: 0.7646 Epoch 17/500 45/45 [==============================] - 0s 318us/step - loss: 0.4713 - accuracy: 0.7646 Epoch 18/500 45/45 [==============================] - 0s 324us/step - loss: 0.4700 - accuracy: 0.7667 Epoch 19/500 45/45 [==============================] - 0s 327us/step - loss: 0.4693 - accuracy: 0.7639 Epoch 20/500 45/45 [==============================] - 0s 369us/step - loss: 0.4683 - accuracy: 0.7694 Epoch 21/500 45/45 [==============================] - 0s 327us/step - loss: 0.4671 - accuracy: 0.7653 Epoch 22/500 45/45 [==============================] - 0s 323us/step - loss: 0.4663 - accuracy: 0.7639 Epoch 23/500 45/45 [==============================] - 0s 324us/step - loss: 0.4656 - accuracy: 0.7688 Epoch 24/500 45/45 [==============================] - 0s 325us/step - loss: 0.4649 - accuracy: 0.7708 Epoch 25/500 45/45 [==============================] - 0s 331us/step - loss: 0.4644 - accuracy: 0.7694 Epoch 26/500 45/45 [==============================] - 0s 323us/step - loss: 0.4638 - accuracy: 0.7701 Epoch 27/500 45/45 [==============================] - 0s 329us/step - loss: 0.4633 - accuracy: 0.7722 Epoch 28/500 45/45 [==============================] - 0s 327us/step - loss: 0.4627 - accuracy: 0.7722 Epoch 29/500 45/45 [==============================] - 0s 325us/step - loss: 0.4622 - accuracy: 0.7757 Epoch 30/500 45/45 [==============================] - 0s 325us/step - loss: 0.4614 - accuracy: 0.7736 Epoch 31/500 45/45 [==============================] - 0s 331us/step - loss: 0.4610 - accuracy: 0.7764 Epoch 32/500 45/45 [==============================] - 0s 326us/step - loss: 0.4603 - accuracy: 0.7785 Epoch 33/500 45/45 [==============================] - 0s 322us/step - loss: 0.4594 - accuracy: 0.7771 Epoch 34/500 45/45 [==============================] - 0s 322us/step - loss: 0.4589 - accuracy: 0.7757 Epoch 35/500 45/45 [==============================] - 0s 538us/step - loss: 0.4581 - accuracy: 0.7799 Epoch 36/500 45/45 [==============================] - 0s 341us/step - loss: 0.4578 - accuracy: 0.7812 Epoch 37/500 45/45 [==============================] - 0s 334us/step - loss: 0.4571 - accuracy: 0.7785 Epoch 38/500 45/45 [==============================] - 0s 334us/step - loss: 0.4566 - accuracy: 0.7799 Epoch 39/500 45/45 [==============================] - 0s 336us/step - loss: 0.4563 - accuracy: 0.7799 Epoch 40/500 45/45 [==============================] - 0s 338us/step - loss: 0.4557 - accuracy: 0.7771 Epoch 41/500 45/45 [==============================] - 0s 332us/step - loss: 0.4553 - accuracy: 0.7785 Epoch 42/500 45/45 [==============================] - 0s 331us/step - loss: 0.4549 - accuracy: 0.7764 Epoch 43/500 45/45 [==============================] - 0s 320us/step - loss: 0.4544 - accuracy: 0.7785 Epoch 44/500 45/45 [==============================] - 0s 338us/step - loss: 0.4540 - accuracy: 0.7764 Epoch 45/500 45/45 [==============================] - 0s 328us/step - loss: 0.4535 - accuracy: 0.7750 Epoch 46/500 45/45 [==============================] - 0s 324us/step - loss: 0.4531 - accuracy: 0.7771 Epoch 47/500 45/45 [==============================] - 0s 322us/step - loss: 0.4527 - accuracy: 0.7750 Epoch 48/500 45/45 [==============================] - 0s 321us/step - loss: 0.4522 - accuracy: 0.7785 Epoch 49/500 45/45 [==============================] - 0s 313us/step - loss: 0.4519 - accuracy: 0.7750 Epoch 50/500 45/45 [==============================] - 0s 330us/step - loss: 0.4510 - accuracy: 0.7764 Epoch 51/500 45/45 [==============================] - 0s 330us/step - loss: 0.4508 - accuracy: 0.7778 Epoch 52/500 45/45 [==============================] - 0s 332us/step - loss: 0.4508 - accuracy: 0.7729 Epoch 53/500 45/45 [==============================] - 0s 325us/step - loss: 0.4502 - accuracy: 0.7778 Epoch 54/500 45/45 [==============================] - 0s 326us/step - loss: 0.4496 - accuracy: 0.7764 Epoch 55/500 45/45 [==============================] - 0s 328us/step - loss: 0.4491 - accuracy: 0.7743 Epoch 56/500 45/45 [==============================] - 0s 330us/step - loss: 0.4489 - accuracy: 0.7736 Epoch 57/500 45/45 [==============================] - 0s 367us/step - loss: 0.4488 - accuracy: 0.7778 Epoch 58/500 45/45 [==============================] - 0s 343us/step - loss: 0.4481 - accuracy: 0.7743 Epoch 59/500 45/45 [==============================] - 0s 325us/step - loss: 0.4476 - accuracy: 0.7771 Epoch 60/500 45/45 [==============================] - 0s 340us/step - loss: 0.4469 - accuracy: 0.7715 Epoch 61/500 45/45 [==============================] - 0s 326us/step - loss: 0.4466 - accuracy: 0.7722 Epoch 62/500 45/45 [==============================] - 0s 324us/step - loss: 0.4464 - accuracy: 0.7750 Epoch 63/500 45/45 [==============================] - 0s 321us/step - loss: 0.4460 - accuracy: 0.7722 Epoch 64/500 45/45 [==============================] - 0s 320us/step - loss: 0.4456 - accuracy: 0.7750 Epoch 65/500 45/45 [==============================] - 0s 320us/step - loss: 0.4454 - accuracy: 0.7708 Epoch 66/500 45/45 [==============================] - 0s 323us/step - loss: 0.4449 - accuracy: 0.7743 Epoch 67/500 45/45 [==============================] - 0s 326us/step - loss: 0.4446 - accuracy: 0.7722 Epoch 68/500 45/45 [==============================] - 0s 328us/step - loss: 0.4445 - accuracy: 0.7743 Epoch 69/500 45/45 [==============================] - 0s 325us/step - loss: 0.4441 - accuracy: 0.7736 Epoch 70/500 45/45 [==============================] - 0s 322us/step - loss: 0.4439 - accuracy: 0.7764 Epoch 71/500 45/45 [==============================] - 0s 325us/step - loss: 0.4438 - accuracy: 0.7757 Epoch 72/500 45/45 [==============================] - 0s 317us/step - loss: 0.4434 - accuracy: 0.7757 Epoch 73/500 45/45 [==============================] - 0s 323us/step - loss: 0.4431 - accuracy: 0.7757 Epoch 74/500 45/45 [==============================] - 0s 330us/step - loss: 0.4433 - accuracy: 0.7750 Epoch 75/500 45/45 [==============================] - 0s 324us/step - loss: 0.4430 - accuracy: 0.7743 Epoch 76/500 45/45 [==============================] - 0s 320us/step - loss: 0.4428 - accuracy: 0.7764 Epoch 77/500 45/45 [==============================] - 0s 323us/step - loss: 0.4427 - accuracy: 0.7799 Epoch 78/500 45/45 [==============================] - 0s 321us/step - loss: 0.4425 - accuracy: 0.7757 Epoch 79/500 45/45 [==============================] - 0s 317us/step - loss: 0.4423 - accuracy: 0.7799 Epoch 80/500 45/45 [==============================] - 0s 309us/step - loss: 0.4417 - accuracy: 0.7771 Epoch 81/500 45/45 [==============================] - 0s 339us/step - loss: 0.4417 - accuracy: 0.7799 Epoch 82/500 45/45 [==============================] - 0s 325us/step - loss: 0.4418 - accuracy: 0.7778 Epoch 83/500 45/45 [==============================] - 0s 319us/step - loss: 0.4413 - accuracy: 0.7806 Epoch 84/500 45/45 [==============================] - 0s 330us/step - loss: 0.4413 - accuracy: 0.7792 Epoch 85/500 45/45 [==============================] - 0s 328us/step - loss: 0.4409 - accuracy: 0.7778 Epoch 86/500 45/45 [==============================] - 0s 313us/step - loss: 0.4408 - accuracy: 0.7785 Epoch 87/500 45/45 [==============================] - 0s 327us/step - loss: 0.4408 - accuracy: 0.7819 Epoch 88/500 45/45 [==============================] - 0s 338us/step - loss: 0.4403 - accuracy: 0.7799 Epoch 89/500 45/45 [==============================] - 0s 331us/step - loss: 0.4401 - accuracy: 0.7854 Epoch 90/500 45/45 [==============================] - 0s 318us/step - loss: 0.4399 - accuracy: 0.7806 Epoch 91/500 45/45 [==============================] - 0s 322us/step - loss: 0.4397 - accuracy: 0.7819 Epoch 92/500 45/45 [==============================] - 0s 347us/step - loss: 0.4396 - accuracy: 0.7882 Epoch 93/500 45/45 [==============================] - 0s 323us/step - loss: 0.4392 - accuracy: 0.7854 Epoch 94/500 45/45 [==============================] - 0s 339us/step - loss: 0.4390 - accuracy: 0.7806 Epoch 95/500 45/45 [==============================] - 0s 328us/step - loss: 0.4388 - accuracy: 0.7840 Epoch 96/500 45/45 [==============================] - 0s 337us/step - loss: 0.4387 - accuracy: 0.7806 Epoch 97/500 45/45 [==============================] - 0s 337us/step - loss: 0.4385 - accuracy: 0.7840 Epoch 98/500 45/45 [==============================] - 0s 318us/step - loss: 0.4383 - accuracy: 0.7882 Epoch 99/500 45/45 [==============================] - 0s 320us/step - loss: 0.4382 - accuracy: 0.7847 Epoch 100/500 45/45 [==============================] - 0s 319us/step - loss: 0.4379 - accuracy: 0.7826 Epoch 101/500 45/45 [==============================] - 0s 334us/step - loss: 0.4375 - accuracy: 0.7868 Epoch 102/500 45/45 [==============================] - 0s 320us/step - loss: 0.4377 - accuracy: 0.7840 Epoch 103/500 45/45 [==============================] - 0s 327us/step - loss: 0.4374 - accuracy: 0.7826 Epoch 104/500 45/45 [==============================] - 0s 327us/step - loss: 0.4373 - accuracy: 0.7861 Epoch 105/500 45/45 [==============================] - 0s 318us/step - loss: 0.4372 - accuracy: 0.7840 Epoch 106/500 45/45 [==============================] - 0s 320us/step - loss: 0.4370 - accuracy: 0.7854 Epoch 107/500 45/45 [==============================] - 0s 325us/step - loss: 0.4367 - accuracy: 0.7847 Epoch 108/500 45/45 [==============================] - 0s 333us/step - loss: 0.4367 - accuracy: 0.7875 Epoch 109/500 45/45 [==============================] - 0s 323us/step - loss: 0.4367 - accuracy: 0.7854 Epoch 110/500 45/45 [==============================] - 0s 323us/step - loss: 0.4363 - accuracy: 0.7882 Epoch 111/500 45/45 [==============================] - 0s 322us/step - loss: 0.4364 - accuracy: 0.7896 Epoch 112/500 45/45 [==============================] - 0s 325us/step - loss: 0.4360 - accuracy: 0.7896 Epoch 113/500 45/45 [==============================] - 0s 328us/step - loss: 0.4360 - accuracy: 0.7861 Epoch 114/500 45/45 [==============================] - 0s 326us/step - loss: 0.4360 - accuracy: 0.7861 Epoch 115/500 45/45 [==============================] - 0s 322us/step - loss: 0.4359 - accuracy: 0.7847 Epoch 116/500 45/45 [==============================] - 0s 315us/step - loss: 0.4356 - accuracy: 0.7854 Epoch 117/500 45/45 [==============================] - 0s 324us/step - loss: 0.4359 - accuracy: 0.7840 Epoch 118/500 45/45 [==============================] - 0s 323us/step - loss: 0.4355 - accuracy: 0.7903 Epoch 119/500 45/45 [==============================] - 0s 328us/step - loss: 0.4357 - accuracy: 0.7868 Epoch 120/500 45/45 [==============================] - 0s 324us/step - loss: 0.4355 - accuracy: 0.7826 Epoch 121/500 45/45 [==============================] - 0s 333us/step - loss: 0.4353 - accuracy: 0.7833 Epoch 122/500 45/45 [==============================] - 0s 336us/step - loss: 0.4355 - accuracy: 0.7882 Epoch 123/500 45/45 [==============================] - 0s 335us/step - loss: 0.4351 - accuracy: 0.7847 Epoch 124/500 45/45 [==============================] - 0s 322us/step - loss: 0.4351 - accuracy: 0.7854 Epoch 125/500 45/45 [==============================] - 0s 322us/step - loss: 0.4352 - accuracy: 0.7875 Epoch 126/500 45/45 [==============================] - 0s 325us/step - loss: 0.4349 - accuracy: 0.7847 Epoch 127/500 45/45 [==============================] - 0s 338us/step - loss: 0.4351 - accuracy: 0.7826 Epoch 128/500 45/45 [==============================] - 0s 329us/step - loss: 0.4350 - accuracy: 0.7861 Epoch 129/500 45/45 [==============================] - 0s 320us/step - loss: 0.4349 - accuracy: 0.7847 Epoch 130/500 45/45 [==============================] - 0s 332us/step - loss: 0.4347 - accuracy: 0.7896 Epoch 131/500 45/45 [==============================] - 0s 312us/step - loss: 0.4345 - accuracy: 0.7854 Epoch 132/500 45/45 [==============================] - 0s 321us/step - loss: 0.4347 - accuracy: 0.7875 Epoch 133/500 45/45 [==============================] - 0s 327us/step - loss: 0.4346 - accuracy: 0.7861 Epoch 134/500 45/45 [==============================] - 0s 332us/step - loss: 0.4345 - accuracy: 0.7868 Epoch 135/500 45/45 [==============================] - 0s 328us/step - loss: 0.4343 - accuracy: 0.7896 Epoch 136/500 45/45 [==============================] - 0s 321us/step - loss: 0.4343 - accuracy: 0.7903 Epoch 137/500 45/45 [==============================] - 0s 326us/step - loss: 0.4343 - accuracy: 0.7847 Epoch 138/500 45/45 [==============================] - 0s 322us/step - loss: 0.4342 - accuracy: 0.7875 Epoch 139/500 45/45 [==============================] - 0s 324us/step - loss: 0.4339 - accuracy: 0.7882 Epoch 140/500 45/45 [==============================] - 0s 327us/step - loss: 0.4337 - accuracy: 0.7847 Epoch 141/500 45/45 [==============================] - 0s 333us/step - loss: 0.4338 - accuracy: 0.7847 Epoch 142/500 45/45 [==============================] - 0s 332us/step - loss: 0.4336 - accuracy: 0.7847 Epoch 143/500 45/45 [==============================] - 0s 336us/step - loss: 0.4339 - accuracy: 0.7854 Epoch 144/500 45/45 [==============================] - 0s 323us/step - loss: 0.4336 - accuracy: 0.7868 Epoch 145/500 45/45 [==============================] - 0s 328us/step - loss: 0.4334 - accuracy: 0.7889 Epoch 146/500 45/45 [==============================] - 0s 336us/step - loss: 0.4332 - accuracy: 0.7875 Epoch 147/500 45/45 [==============================] - 0s 346us/step - loss: 0.4324 - accuracy: 0.7924 Epoch 148/500 45/45 [==============================] - 0s 345us/step - loss: 0.4328 - accuracy: 0.7917 Epoch 149/500 45/45 [==============================] - 0s 343us/step - loss: 0.4328 - accuracy: 0.7882 Epoch 150/500 45/45 [==============================] - 0s 329us/step - loss: 0.4325 - accuracy: 0.7924 Epoch 151/500 45/45 [==============================] - 0s 339us/step - loss: 0.4325 - accuracy: 0.7903 Epoch 152/500 45/45 [==============================] - 0s 329us/step - loss: 0.4321 - accuracy: 0.7847 Epoch 153/500 45/45 [==============================] - 0s 323us/step - loss: 0.4322 - accuracy: 0.7896 Epoch 154/500 45/45 [==============================] - 0s 329us/step - loss: 0.4315 - accuracy: 0.7931 Epoch 155/500 45/45 [==============================] - 0s 352us/step - loss: 0.4314 - accuracy: 0.7903 Epoch 156/500 45/45 [==============================] - 0s 331us/step - loss: 0.4316 - accuracy: 0.7951 Epoch 157/500 45/45 [==============================] - 0s 323us/step - loss: 0.4312 - accuracy: 0.7937 Epoch 158/500 45/45 [==============================] - 0s 335us/step - loss: 0.4314 - accuracy: 0.7944 Epoch 159/500 45/45 [==============================] - 0s 329us/step - loss: 0.4307 - accuracy: 0.7944 Epoch 160/500 45/45 [==============================] - 0s 321us/step - loss: 0.4312 - accuracy: 0.7944 Epoch 161/500 45/45 [==============================] - 0s 343us/step - loss: 0.4308 - accuracy: 0.7958 Epoch 162/500 45/45 [==============================] - 0s 335us/step - loss: 0.4308 - accuracy: 0.7944 Epoch 163/500 45/45 [==============================] - 0s 333us/step - loss: 0.4304 - accuracy: 0.7979 Epoch 164/500 45/45 [==============================] - 0s 342us/step - loss: 0.4308 - accuracy: 0.7931 Epoch 165/500 45/45 [==============================] - 0s 338us/step - loss: 0.4306 - accuracy: 0.7958 Epoch 166/500 45/45 [==============================] - 0s 319us/step - loss: 0.4303 - accuracy: 0.7937 Epoch 167/500 45/45 [==============================] - 0s 330us/step - loss: 0.4307 - accuracy: 0.7979 Epoch 168/500 45/45 [==============================] - 0s 330us/step - loss: 0.4302 - accuracy: 0.7958 Epoch 169/500 45/45 [==============================] - 0s 321us/step - loss: 0.4301 - accuracy: 0.7951 Epoch 170/500 45/45 [==============================] - 0s 322us/step - loss: 0.4303 - accuracy: 0.7979 Epoch 171/500 45/45 [==============================] - 0s 323us/step - loss: 0.4299 - accuracy: 0.7979 Epoch 172/500 45/45 [==============================] - 0s 327us/step - loss: 0.4303 - accuracy: 0.7937 Epoch 173/500 45/45 [==============================] - 0s 331us/step - loss: 0.4296 - accuracy: 0.7944 Epoch 174/500 45/45 [==============================] - 0s 330us/step - loss: 0.4299 - accuracy: 0.7944 Epoch 175/500 45/45 [==============================] - 0s 336us/step - loss: 0.4298 - accuracy: 0.7951 Epoch 176/500 45/45 [==============================] - 0s 332us/step - loss: 0.4294 - accuracy: 0.7937 Epoch 177/500 45/45 [==============================] - 0s 329us/step - loss: 0.4294 - accuracy: 0.7993 Epoch 178/500 45/45 [==============================] - 0s 325us/step - loss: 0.4294 - accuracy: 0.7951 Epoch 179/500 45/45 [==============================] - 0s 325us/step - loss: 0.4293 - accuracy: 0.7924 Epoch 180/500 45/45 [==============================] - 0s 317us/step - loss: 0.4292 - accuracy: 0.7958 Epoch 181/500 45/45 [==============================] - 0s 332us/step - loss: 0.4291 - accuracy: 0.7931 Epoch 182/500 45/45 [==============================] - 0s 322us/step - loss: 0.4289 - accuracy: 0.7951 Epoch 183/500 45/45 [==============================] - 0s 317us/step - loss: 0.4286 - accuracy: 0.7958 Epoch 184/500 45/45 [==============================] - 0s 324us/step - loss: 0.4287 - accuracy: 0.7931 Epoch 185/500 45/45 [==============================] - 0s 318us/step - loss: 0.4285 - accuracy: 0.7910 Epoch 186/500 45/45 [==============================] - 0s 312us/step - loss: 0.4281 - accuracy: 0.7931 Epoch 187/500 45/45 [==============================] - 0s 313us/step - loss: 0.4284 - accuracy: 0.7917 Epoch 188/500 45/45 [==============================] - 0s 355us/step - loss: 0.4279 - accuracy: 0.7931 Epoch 189/500 45/45 [==============================] - 0s 397us/step - loss: 0.4279 - accuracy: 0.7951 Epoch 190/500 45/45 [==============================] - 0s 386us/step - loss: 0.4279 - accuracy: 0.7931 Epoch 191/500 45/45 [==============================] - 0s 370us/step - loss: 0.4275 - accuracy: 0.7951 Epoch 192/500 45/45 [==============================] - 0s 388us/step - loss: 0.4271 - accuracy: 0.7910 Epoch 193/500 45/45 [==============================] - 0s 335us/step - loss: 0.4274 - accuracy: 0.7937 Epoch 194/500 45/45 [==============================] - 0s 332us/step - loss: 0.4269 - accuracy: 0.7972 Epoch 195/500 45/45 [==============================] - 0s 358us/step - loss: 0.4269 - accuracy: 0.7931 Epoch 196/500 45/45 [==============================] - 0s 338us/step - loss: 0.4264 - accuracy: 0.7944 Epoch 197/500 45/45 [==============================] - 0s 323us/step - loss: 0.4261 - accuracy: 0.7958 Epoch 198/500 45/45 [==============================] - 0s 334us/step - loss: 0.4255 - accuracy: 0.7986 Epoch 199/500 45/45 [==============================] - 0s 328us/step - loss: 0.4263 - accuracy: 0.7951 Epoch 200/500 45/45 [==============================] - 0s 335us/step - loss: 0.4259 - accuracy: 0.7958 Epoch 201/500 45/45 [==============================] - 0s 322us/step - loss: 0.4257 - accuracy: 0.7993 Epoch 202/500 45/45 [==============================] - 0s 327us/step - loss: 0.4251 - accuracy: 0.7917 Epoch 203/500 45/45 [==============================] - 0s 318us/step - loss: 0.4250 - accuracy: 0.7958 Epoch 204/500 45/45 [==============================] - 0s 325us/step - loss: 0.4251 - accuracy: 0.7965 Epoch 205/500 45/45 [==============================] - 0s 330us/step - loss: 0.4243 - accuracy: 0.7944 Epoch 206/500 45/45 [==============================] - 0s 334us/step - loss: 0.4243 - accuracy: 0.7944 Epoch 207/500 45/45 [==============================] - 0s 339us/step - loss: 0.4242 - accuracy: 0.7937 Epoch 208/500 45/45 [==============================] - 0s 329us/step - loss: 0.4238 - accuracy: 0.7958 Epoch 209/500 45/45 [==============================] - 0s 317us/step - loss: 0.4238 - accuracy: 0.7972 Epoch 210/500 45/45 [==============================] - 0s 327us/step - loss: 0.4234 - accuracy: 0.7979 Epoch 211/500 45/45 [==============================] - 0s 329us/step - loss: 0.4234 - accuracy: 0.7931 Epoch 212/500 45/45 [==============================] - 0s 320us/step - loss: 0.4231 - accuracy: 0.7937 Epoch 213/500 45/45 [==============================] - 0s 328us/step - loss: 0.4231 - accuracy: 0.7937 Epoch 214/500 45/45 [==============================] - 0s 314us/step - loss: 0.4227 - accuracy: 0.7965 Epoch 215/500 45/45 [==============================] - 0s 319us/step - loss: 0.4225 - accuracy: 0.7937 Epoch 216/500 45/45 [==============================] - 0s 324us/step - loss: 0.4226 - accuracy: 0.7972 Epoch 217/500 45/45 [==============================] - 0s 321us/step - loss: 0.4222 - accuracy: 0.7979 Epoch 218/500 45/45 [==============================] - 0s 325us/step - loss: 0.4221 - accuracy: 0.7972 Epoch 219/500 45/45 [==============================] - 0s 320us/step - loss: 0.4218 - accuracy: 0.7958 Epoch 220/500 45/45 [==============================] - 0s 321us/step - loss: 0.4214 - accuracy: 0.7965 Epoch 221/500 45/45 [==============================] - 0s 325us/step - loss: 0.4217 - accuracy: 0.7979 Epoch 222/500 45/45 [==============================] - 0s 312us/step - loss: 0.4213 - accuracy: 0.7986 Epoch 223/500 45/45 [==============================] - 0s 332us/step - loss: 0.4213 - accuracy: 0.7986 Epoch 224/500 45/45 [==============================] - 0s 313us/step - loss: 0.4212 - accuracy: 0.7986 Epoch 225/500 45/45 [==============================] - 0s 314us/step - loss: 0.4208 - accuracy: 0.7986 Epoch 226/500 45/45 [==============================] - 0s 329us/step - loss: 0.4207 - accuracy: 0.8028 Epoch 227/500 45/45 [==============================] - 0s 335us/step - loss: 0.4203 - accuracy: 0.8007 Epoch 228/500 45/45 [==============================] - 0s 329us/step - loss: 0.4205 - accuracy: 0.7986 Epoch 229/500 45/45 [==============================] - 0s 324us/step - loss: 0.4197 - accuracy: 0.8007 Epoch 230/500 45/45 [==============================] - 0s 326us/step - loss: 0.4200 - accuracy: 0.7993 Epoch 231/500 45/45 [==============================] - 0s 332us/step - loss: 0.4196 - accuracy: 0.8028 Epoch 232/500 45/45 [==============================] - 0s 336us/step - loss: 0.4195 - accuracy: 0.8000 Epoch 233/500 45/45 [==============================] - 0s 322us/step - loss: 0.4190 - accuracy: 0.7972 Epoch 234/500 45/45 [==============================] - 0s 325us/step - loss: 0.4191 - accuracy: 0.8014 Epoch 235/500 45/45 [==============================] - 0s 330us/step - loss: 0.4184 - accuracy: 0.8014 Epoch 236/500 45/45 [==============================] - 0s 329us/step - loss: 0.4185 - accuracy: 0.7979 Epoch 237/500 45/45 [==============================] - 0s 324us/step - loss: 0.4182 - accuracy: 0.8028 Epoch 238/500 45/45 [==============================] - 0s 323us/step - loss: 0.4186 - accuracy: 0.8000 Epoch 239/500 45/45 [==============================] - 0s 324us/step - loss: 0.4176 - accuracy: 0.8021 Epoch 240/500 45/45 [==============================] - 0s 340us/step - loss: 0.4178 - accuracy: 0.8042 Epoch 241/500 45/45 [==============================] - 0s 315us/step - loss: 0.4176 - accuracy: 0.8028 Epoch 242/500 45/45 [==============================] - 0s 312us/step - loss: 0.4176 - accuracy: 0.8014 Epoch 243/500 45/45 [==============================] - 0s 332us/step - loss: 0.4172 - accuracy: 0.8021 Epoch 244/500 45/45 [==============================] - 0s 328us/step - loss: 0.4175 - accuracy: 0.8035 Epoch 245/500 45/45 [==============================] - 0s 326us/step - loss: 0.4169 - accuracy: 0.8000 Epoch 246/500 45/45 [==============================] - 0s 318us/step - loss: 0.4168 - accuracy: 0.8035 Epoch 247/500 45/45 [==============================] - 0s 326us/step - loss: 0.4164 - accuracy: 0.8028 Epoch 248/500 45/45 [==============================] - 0s 317us/step - loss: 0.4161 - accuracy: 0.8056 Epoch 249/500 45/45 [==============================] - 0s 317us/step - loss: 0.4162 - accuracy: 0.8021 Epoch 250/500 45/45 [==============================] - 0s 331us/step - loss: 0.4159 - accuracy: 0.8049 Epoch 251/500 45/45 [==============================] - 0s 326us/step - loss: 0.4158 - accuracy: 0.8035 Epoch 252/500 45/45 [==============================] - 0s 327us/step - loss: 0.4157 - accuracy: 0.8035 Epoch 253/500 45/45 [==============================] - 0s 324us/step - loss: 0.4156 - accuracy: 0.8028 Epoch 254/500 45/45 [==============================] - 0s 332us/step - loss: 0.4148 - accuracy: 0.8125 Epoch 255/500 45/45 [==============================] - 0s 329us/step - loss: 0.4154 - accuracy: 0.8028 Epoch 256/500 45/45 [==============================] - 0s 320us/step - loss: 0.4151 - accuracy: 0.7986 Epoch 257/500 45/45 [==============================] - 0s 326us/step - loss: 0.4146 - accuracy: 0.8049 Epoch 258/500 45/45 [==============================] - 0s 329us/step - loss: 0.4146 - accuracy: 0.8104 Epoch 259/500 45/45 [==============================] - 0s 308us/step - loss: 0.4143 - accuracy: 0.8035 Epoch 260/500 45/45 [==============================] - 0s 326us/step - loss: 0.4141 - accuracy: 0.8062 Epoch 261/500 45/45 [==============================] - 0s 333us/step - loss: 0.4139 - accuracy: 0.8049 Epoch 262/500 45/45 [==============================] - 0s 325us/step - loss: 0.4138 - accuracy: 0.8014 Epoch 263/500 45/45 [==============================] - 0s 339us/step - loss: 0.4133 - accuracy: 0.8076 Epoch 264/500 45/45 [==============================] - 0s 359us/step - loss: 0.4135 - accuracy: 0.8069 Epoch 265/500 45/45 [==============================] - 0s 330us/step - loss: 0.4134 - accuracy: 0.8076 Epoch 266/500 45/45 [==============================] - 0s 330us/step - loss: 0.4131 - accuracy: 0.8076 Epoch 267/500 45/45 [==============================] - 0s 335us/step - loss: 0.4130 - accuracy: 0.8069 Epoch 268/500 45/45 [==============================] - 0s 321us/step - loss: 0.4127 - accuracy: 0.8056 Epoch 269/500 45/45 [==============================] - 0s 333us/step - loss: 0.4127 - accuracy: 0.8118 Epoch 270/500 45/45 [==============================] - 0s 322us/step - loss: 0.4124 - accuracy: 0.8146 Epoch 271/500 45/45 [==============================] - 0s 334us/step - loss: 0.4120 - accuracy: 0.8167 Epoch 272/500 45/45 [==============================] - 0s 336us/step - loss: 0.4119 - accuracy: 0.8097 Epoch 273/500 45/45 [==============================] - 0s 336us/step - loss: 0.4122 - accuracy: 0.8111 Epoch 274/500 45/45 [==============================] - 0s 343us/step - loss: 0.4114 - accuracy: 0.8146 Epoch 275/500 45/45 [==============================] - 0s 323us/step - loss: 0.4114 - accuracy: 0.8111 Epoch 276/500 45/45 [==============================] - 0s 334us/step - loss: 0.4115 - accuracy: 0.8069 Epoch 277/500 45/45 [==============================] - 0s 322us/step - loss: 0.4112 - accuracy: 0.8111 Epoch 278/500 45/45 [==============================] - 0s 317us/step - loss: 0.4106 - accuracy: 0.8125 Epoch 279/500 45/45 [==============================] - 0s 327us/step - loss: 0.4112 - accuracy: 0.8118 Epoch 280/500 45/45 [==============================] - 0s 330us/step - loss: 0.4101 - accuracy: 0.8146 Epoch 281/500 45/45 [==============================] - 0s 322us/step - loss: 0.4103 - accuracy: 0.8139 Epoch 282/500 45/45 [==============================] - 0s 318us/step - loss: 0.4102 - accuracy: 0.8146 Epoch 283/500 45/45 [==============================] - 0s 335us/step - loss: 0.4103 - accuracy: 0.8132 Epoch 284/500 45/45 [==============================] - 0s 341us/step - loss: 0.4103 - accuracy: 0.8132 Epoch 285/500 45/45 [==============================] - 0s 328us/step - loss: 0.4101 - accuracy: 0.8125 Epoch 286/500 45/45 [==============================] - 0s 321us/step - loss: 0.4098 - accuracy: 0.8104 Epoch 287/500 45/45 [==============================] - 0s 329us/step - loss: 0.4095 - accuracy: 0.8146 Epoch 288/500 45/45 [==============================] - 0s 332us/step - loss: 0.4094 - accuracy: 0.8090 Epoch 289/500 45/45 [==============================] - 0s 323us/step - loss: 0.4093 - accuracy: 0.8153 Epoch 290/500 45/45 [==============================] - 0s 326us/step - loss: 0.4091 - accuracy: 0.8118 Epoch 291/500 45/45 [==============================] - 0s 335us/step - loss: 0.4091 - accuracy: 0.8104 Epoch 292/500 45/45 [==============================] - 0s 329us/step - loss: 0.4086 - accuracy: 0.8139 Epoch 293/500 45/45 [==============================] - 0s 327us/step - loss: 0.4082 - accuracy: 0.8118 Epoch 294/500 45/45 [==============================] - 0s 333us/step - loss: 0.4081 - accuracy: 0.8111 Epoch 295/500 45/45 [==============================] - 0s 323us/step - loss: 0.4077 - accuracy: 0.8160 Epoch 296/500 45/45 [==============================] - 0s 327us/step - loss: 0.4084 - accuracy: 0.8090 Epoch 297/500 45/45 [==============================] - 0s 324us/step - loss: 0.4081 - accuracy: 0.8118 Epoch 298/500 45/45 [==============================] - 0s 323us/step - loss: 0.4080 - accuracy: 0.8132 Epoch 299/500 45/45 [==============================] - 0s 328us/step - loss: 0.4080 - accuracy: 0.8111 Epoch 300/500 45/45 [==============================] - 0s 322us/step - loss: 0.4077 - accuracy: 0.8153 Epoch 301/500 45/45 [==============================] - 0s 331us/step - loss: 0.4072 - accuracy: 0.8125 Epoch 302/500 45/45 [==============================] - 0s 328us/step - loss: 0.4070 - accuracy: 0.8146 Epoch 303/500 45/45 [==============================] - 0s 325us/step - loss: 0.4069 - accuracy: 0.8125 Epoch 304/500 45/45 [==============================] - 0s 332us/step - loss: 0.4070 - accuracy: 0.8146 Epoch 305/500 45/45 [==============================] - 0s 323us/step - loss: 0.4063 - accuracy: 0.8146 Epoch 306/500 45/45 [==============================] - 0s 335us/step - loss: 0.4068 - accuracy: 0.8146 Epoch 307/500 45/45 [==============================] - 0s 326us/step - loss: 0.4062 - accuracy: 0.8132 Epoch 308/500 45/45 [==============================] - 0s 331us/step - loss: 0.4068 - accuracy: 0.8167 Epoch 309/500 45/45 [==============================] - 0s 330us/step - loss: 0.4060 - accuracy: 0.8132 Epoch 310/500 45/45 [==============================] - 0s 324us/step - loss: 0.4061 - accuracy: 0.8174 Epoch 311/500 45/45 [==============================] - 0s 328us/step - loss: 0.4060 - accuracy: 0.8139 Epoch 312/500 45/45 [==============================] - 0s 336us/step - loss: 0.4056 - accuracy: 0.8167 Epoch 313/500 45/45 [==============================] - 0s 323us/step - loss: 0.4058 - accuracy: 0.8160 Epoch 314/500 45/45 [==============================] - 0s 333us/step - loss: 0.4059 - accuracy: 0.8160 Epoch 315/500 45/45 [==============================] - 0s 340us/step - loss: 0.4054 - accuracy: 0.8146 Epoch 316/500 45/45 [==============================] - 0s 322us/step - loss: 0.4054 - accuracy: 0.8167 Epoch 317/500 45/45 [==============================] - 0s 338us/step - loss: 0.4053 - accuracy: 0.8125 Epoch 318/500 45/45 [==============================] - 0s 333us/step - loss: 0.4054 - accuracy: 0.8188 Epoch 319/500 45/45 [==============================] - 0s 330us/step - loss: 0.4051 - accuracy: 0.8160 Epoch 320/500 45/45 [==============================] - 0s 320us/step - loss: 0.4052 - accuracy: 0.8160 Epoch 321/500 45/45 [==============================] - 0s 330us/step - loss: 0.4050 - accuracy: 0.8153 Epoch 322/500 45/45 [==============================] - 0s 325us/step - loss: 0.4049 - accuracy: 0.8139 Epoch 323/500 45/45 [==============================] - 0s 327us/step - loss: 0.4048 - accuracy: 0.8139 Epoch 324/500 45/45 [==============================] - 0s 326us/step - loss: 0.4042 - accuracy: 0.8139 Epoch 325/500 45/45 [==============================] - 0s 324us/step - loss: 0.4046 - accuracy: 0.8167 Epoch 326/500 45/45 [==============================] - 0s 321us/step - loss: 0.4040 - accuracy: 0.8160 Epoch 327/500 45/45 [==============================] - 0s 321us/step - loss: 0.4040 - accuracy: 0.8160 Epoch 328/500 45/45 [==============================] - 0s 323us/step - loss: 0.4038 - accuracy: 0.8160 Epoch 329/500 45/45 [==============================] - 0s 336us/step - loss: 0.4038 - accuracy: 0.8208 Epoch 330/500 45/45 [==============================] - 0s 323us/step - loss: 0.4040 - accuracy: 0.8160 Epoch 331/500 45/45 [==============================] - 0s 328us/step - loss: 0.4037 - accuracy: 0.8153 Epoch 332/500 45/45 [==============================] - 0s 347us/step - loss: 0.4036 - accuracy: 0.8139 Epoch 333/500 45/45 [==============================] - 0s 342us/step - loss: 0.4042 - accuracy: 0.8229 Epoch 334/500 45/45 [==============================] - 0s 325us/step - loss: 0.4036 - accuracy: 0.8167 Epoch 335/500 45/45 [==============================] - 0s 323us/step - loss: 0.4032 - accuracy: 0.8174 Epoch 336/500 45/45 [==============================] - 0s 323us/step - loss: 0.4033 - accuracy: 0.8167 Epoch 337/500 45/45 [==============================] - 0s 323us/step - loss: 0.4034 - accuracy: 0.8174 Epoch 338/500 45/45 [==============================] - 0s 332us/step - loss: 0.4032 - accuracy: 0.8201 Epoch 339/500 45/45 [==============================] - 0s 330us/step - loss: 0.4031 - accuracy: 0.8174 Epoch 340/500 45/45 [==============================] - 0s 325us/step - loss: 0.4035 - accuracy: 0.8181 Epoch 341/500 45/45 [==============================] - 0s 327us/step - loss: 0.4032 - accuracy: 0.8174 Epoch 342/500 45/45 [==============================] - 0s 334us/step - loss: 0.4029 - accuracy: 0.8194 Epoch 343/500 45/45 [==============================] - 0s 351us/step - loss: 0.4027 - accuracy: 0.8167 Epoch 344/500 45/45 [==============================] - 0s 337us/step - loss: 0.4028 - accuracy: 0.8153 Epoch 345/500 45/45 [==============================] - 0s 345us/step - loss: 0.4032 - accuracy: 0.8167 Epoch 346/500 45/45 [==============================] - 0s 348us/step - loss: 0.4024 - accuracy: 0.8181 Epoch 347/500 45/45 [==============================] - 0s 351us/step - loss: 0.4024 - accuracy: 0.8118 Epoch 348/500 45/45 [==============================] - 0s 335us/step - loss: 0.4024 - accuracy: 0.8174 Epoch 349/500 45/45 [==============================] - 0s 334us/step - loss: 0.4022 - accuracy: 0.8194 Epoch 350/500 45/45 [==============================] - 0s 339us/step - loss: 0.4024 - accuracy: 0.8181 Epoch 351/500 45/45 [==============================] - 0s 340us/step - loss: 0.4023 - accuracy: 0.8188 Epoch 352/500 45/45 [==============================] - 0s 320us/step - loss: 0.4021 - accuracy: 0.8125 Epoch 353/500 45/45 [==============================] - 0s 328us/step - loss: 0.4018 - accuracy: 0.8146 Epoch 354/500 45/45 [==============================] - 0s 335us/step - loss: 0.4020 - accuracy: 0.8160 Epoch 355/500 45/45 [==============================] - 0s 331us/step - loss: 0.4017 - accuracy: 0.8146 Epoch 356/500 45/45 [==============================] - 0s 331us/step - loss: 0.4018 - accuracy: 0.8146 Epoch 357/500 45/45 [==============================] - 0s 324us/step - loss: 0.4017 - accuracy: 0.8181 Epoch 358/500 45/45 [==============================] - 0s 321us/step - loss: 0.4009 - accuracy: 0.8181 Epoch 359/500 45/45 [==============================] - 0s 333us/step - loss: 0.4022 - accuracy: 0.8167 Epoch 360/500 45/45 [==============================] - 0s 333us/step - loss: 0.4017 - accuracy: 0.8153 Epoch 361/500 45/45 [==============================] - 0s 317us/step - loss: 0.4013 - accuracy: 0.8188 Epoch 362/500 45/45 [==============================] - 0s 333us/step - loss: 0.4014 - accuracy: 0.8201 Epoch 363/500 45/45 [==============================] - 0s 323us/step - loss: 0.4010 - accuracy: 0.8167 Epoch 364/500 45/45 [==============================] - 0s 324us/step - loss: 0.4007 - accuracy: 0.8174 Epoch 365/500 45/45 [==============================] - 0s 337us/step - loss: 0.4011 - accuracy: 0.8243 Epoch 366/500 45/45 [==============================] - 0s 357us/step - loss: 0.4009 - accuracy: 0.8181 Epoch 367/500 45/45 [==============================] - 0s 347us/step - loss: 0.4012 - accuracy: 0.8167 Epoch 368/500 45/45 [==============================] - 0s 355us/step - loss: 0.4006 - accuracy: 0.8194 Epoch 369/500 45/45 [==============================] - 0s 339us/step - loss: 0.4008 - accuracy: 0.8201 Epoch 370/500 45/45 [==============================] - 0s 327us/step - loss: 0.4006 - accuracy: 0.8194 Epoch 371/500 45/45 [==============================] - 0s 321us/step - loss: 0.4006 - accuracy: 0.8181 Epoch 372/500 45/45 [==============================] - 0s 337us/step - loss: 0.4002 - accuracy: 0.8222 Epoch 373/500 45/45 [==============================] - 0s 326us/step - loss: 0.4005 - accuracy: 0.8201 Epoch 374/500 45/45 [==============================] - 0s 333us/step - loss: 0.4003 - accuracy: 0.8188 Epoch 375/500 45/45 [==============================] - 0s 334us/step - loss: 0.4002 - accuracy: 0.8181 Epoch 376/500 45/45 [==============================] - 0s 330us/step - loss: 0.4002 - accuracy: 0.8160 Epoch 377/500 45/45 [==============================] - 0s 331us/step - loss: 0.3998 - accuracy: 0.8208 Epoch 378/500 45/45 [==============================] - 0s 330us/step - loss: 0.3997 - accuracy: 0.8160 Epoch 379/500 45/45 [==============================] - 0s 343us/step - loss: 0.3999 - accuracy: 0.8194 Epoch 380/500 45/45 [==============================] - 0s 324us/step - loss: 0.3997 - accuracy: 0.8201 Epoch 381/500 45/45 [==============================] - 0s 318us/step - loss: 0.3996 - accuracy: 0.8201 Epoch 382/500 45/45 [==============================] - 0s 323us/step - loss: 0.3998 - accuracy: 0.8174 Epoch 383/500 45/45 [==============================] - 0s 338us/step - loss: 0.3993 - accuracy: 0.8222 Epoch 384/500 45/45 [==============================] - 0s 546us/step - loss: 0.3992 - accuracy: 0.8201 Epoch 385/500 45/45 [==============================] - 0s 369us/step - loss: 0.3996 - accuracy: 0.8188 Epoch 386/500 45/45 [==============================] - 0s 348us/step - loss: 0.3996 - accuracy: 0.8188 Epoch 387/500 45/45 [==============================] - 0s 348us/step - loss: 0.3992 - accuracy: 0.8208 Epoch 388/500 45/45 [==============================] - 0s 348us/step - loss: 0.3989 - accuracy: 0.8229 Epoch 389/500 45/45 [==============================] - 0s 343us/step - loss: 0.3987 - accuracy: 0.8236 Epoch 390/500 45/45 [==============================] - 0s 325us/step - loss: 0.3985 - accuracy: 0.8181 Epoch 391/500 45/45 [==============================] - 0s 316us/step - loss: 0.3983 - accuracy: 0.8215 Epoch 392/500 45/45 [==============================] - 0s 352us/step - loss: 0.3984 - accuracy: 0.8194 Epoch 393/500 45/45 [==============================] - 0s 383us/step - loss: 0.3980 - accuracy: 0.8229 Epoch 394/500 45/45 [==============================] - 0s 395us/step - loss: 0.3985 - accuracy: 0.8271 Epoch 395/500 45/45 [==============================] - 0s 386us/step - loss: 0.3976 - accuracy: 0.8229 Epoch 396/500 45/45 [==============================] - 0s 371us/step - loss: 0.3974 - accuracy: 0.8222 Epoch 397/500 45/45 [==============================] - 0s 377us/step - loss: 0.3972 - accuracy: 0.8264 Epoch 398/500 45/45 [==============================] - 0s 373us/step - loss: 0.3971 - accuracy: 0.8236 Epoch 399/500 45/45 [==============================] - 0s 377us/step - loss: 0.3970 - accuracy: 0.8250 Epoch 400/500 45/45 [==============================] - 0s 391us/step - loss: 0.3968 - accuracy: 0.8278 Epoch 401/500 45/45 [==============================] - 0s 386us/step - loss: 0.3965 - accuracy: 0.8236 Epoch 402/500 45/45 [==============================] - 0s 367us/step - loss: 0.3963 - accuracy: 0.8243 Epoch 403/500 45/45 [==============================] - 0s 440us/step - loss: 0.3964 - accuracy: 0.8236 Epoch 404/500 45/45 [==============================] - 0s 365us/step - loss: 0.3967 - accuracy: 0.8222 Epoch 405/500 45/45 [==============================] - 0s 398us/step - loss: 0.3964 - accuracy: 0.8243 Epoch 406/500 45/45 [==============================] - 0s 402us/step - loss: 0.3963 - accuracy: 0.8264 Epoch 407/500 45/45 [==============================] - 0s 412us/step - loss: 0.3965 - accuracy: 0.8215 Epoch 408/500 45/45 [==============================] - 0s 376us/step - loss: 0.3958 - accuracy: 0.8250 Epoch 409/500 45/45 [==============================] - 0s 355us/step - loss: 0.3958 - accuracy: 0.8229 Epoch 410/500 45/45 [==============================] - 0s 358us/step - loss: 0.3954 - accuracy: 0.8236 Epoch 411/500 45/45 [==============================] - 0s 348us/step - loss: 0.3960 - accuracy: 0.8264 Epoch 412/500 45/45 [==============================] - 0s 351us/step - loss: 0.3958 - accuracy: 0.8257 Epoch 413/500 45/45 [==============================] - 0s 352us/step - loss: 0.3956 - accuracy: 0.8250 Epoch 414/500 45/45 [==============================] - 0s 355us/step - loss: 0.3961 - accuracy: 0.8236 Epoch 415/500 45/45 [==============================] - 0s 350us/step - loss: 0.3953 - accuracy: 0.8229 Epoch 416/500 45/45 [==============================] - 0s 361us/step - loss: 0.3956 - accuracy: 0.8243 Epoch 417/500 45/45 [==============================] - 0s 372us/step - loss: 0.3953 - accuracy: 0.8236 Epoch 418/500 45/45 [==============================] - 0s 371us/step - loss: 0.3948 - accuracy: 0.8208 Epoch 419/500 45/45 [==============================] - 0s 327us/step - loss: 0.3954 - accuracy: 0.8236 Epoch 420/500 45/45 [==============================] - 0s 337us/step - loss: 0.3952 - accuracy: 0.8208 Epoch 421/500 45/45 [==============================] - 0s 335us/step - loss: 0.3949 - accuracy: 0.8236 Epoch 422/500 45/45 [==============================] - 0s 315us/step - loss: 0.3948 - accuracy: 0.8222 Epoch 423/500 45/45 [==============================] - 0s 321us/step - loss: 0.3953 - accuracy: 0.8236 Epoch 424/500 45/45 [==============================] - 0s 324us/step - loss: 0.3948 - accuracy: 0.8229 Epoch 425/500 45/45 [==============================] - 0s 325us/step - loss: 0.3946 - accuracy: 0.8264 Epoch 426/500 45/45 [==============================] - 0s 323us/step - loss: 0.3947 - accuracy: 0.8250 Epoch 427/500 45/45 [==============================] - 0s 318us/step - loss: 0.3941 - accuracy: 0.8215 Epoch 428/500 45/45 [==============================] - 0s 329us/step - loss: 0.3942 - accuracy: 0.8222 Epoch 429/500 45/45 [==============================] - 0s 333us/step - loss: 0.3941 - accuracy: 0.8222 Epoch 430/500 45/45 [==============================] - 0s 328us/step - loss: 0.3940 - accuracy: 0.8201 Epoch 431/500 45/45 [==============================] - 0s 321us/step - loss: 0.3941 - accuracy: 0.8250 Epoch 432/500 45/45 [==============================] - 0s 337us/step - loss: 0.3941 - accuracy: 0.8250 Epoch 433/500 45/45 [==============================] - 0s 332us/step - loss: 0.3940 - accuracy: 0.8257 Epoch 434/500 45/45 [==============================] - 0s 324us/step - loss: 0.3936 - accuracy: 0.8215 Epoch 435/500 45/45 [==============================] - 0s 331us/step - loss: 0.3944 - accuracy: 0.8250 Epoch 436/500 45/45 [==============================] - 0s 341us/step - loss: 0.3943 - accuracy: 0.8229 Epoch 437/500 45/45 [==============================] - 0s 350us/step - loss: 0.3941 - accuracy: 0.8257 Epoch 438/500 45/45 [==============================] - 0s 362us/step - loss: 0.3939 - accuracy: 0.8243 Epoch 439/500 45/45 [==============================] - 0s 354us/step - loss: 0.3935 - accuracy: 0.8236 Epoch 440/500 45/45 [==============================] - 0s 336us/step - loss: 0.3942 - accuracy: 0.8264 Epoch 441/500 45/45 [==============================] - 0s 340us/step - loss: 0.3934 - accuracy: 0.8243 Epoch 442/500 45/45 [==============================] - 0s 346us/step - loss: 0.3935 - accuracy: 0.8264 Epoch 443/500 45/45 [==============================] - 0s 344us/step - loss: 0.3937 - accuracy: 0.8264 Epoch 444/500 45/45 [==============================] - 0s 330us/step - loss: 0.3932 - accuracy: 0.8306 Epoch 445/500 45/45 [==============================] - 0s 340us/step - loss: 0.3932 - accuracy: 0.8243 Epoch 446/500 45/45 [==============================] - 0s 340us/step - loss: 0.3936 - accuracy: 0.8236 Epoch 447/500 45/45 [==============================] - 0s 350us/step - loss: 0.3926 - accuracy: 0.8222 Epoch 448/500 45/45 [==============================] - 0s 338us/step - loss: 0.3929 - accuracy: 0.8201 Epoch 449/500 45/45 [==============================] - 0s 346us/step - loss: 0.3933 - accuracy: 0.8271 Epoch 450/500 45/45 [==============================] - 0s 343us/step - loss: 0.3927 - accuracy: 0.8229 Epoch 451/500 45/45 [==============================] - 0s 350us/step - loss: 0.3930 - accuracy: 0.8208 Epoch 452/500 45/45 [==============================] - 0s 339us/step - loss: 0.3928 - accuracy: 0.8215 Epoch 453/500 45/45 [==============================] - 0s 339us/step - loss: 0.3930 - accuracy: 0.8208 Epoch 454/500 45/45 [==============================] - 0s 337us/step - loss: 0.3928 - accuracy: 0.8243 Epoch 455/500 45/45 [==============================] - 0s 353us/step - loss: 0.3927 - accuracy: 0.8236 Epoch 456/500 45/45 [==============================] - 0s 328us/step - loss: 0.3926 - accuracy: 0.8264 Epoch 457/500 45/45 [==============================] - 0s 331us/step - loss: 0.3927 - accuracy: 0.8243 Epoch 458/500 45/45 [==============================] - 0s 334us/step - loss: 0.3923 - accuracy: 0.8215 Epoch 459/500 45/45 [==============================] - 0s 334us/step - loss: 0.3927 - accuracy: 0.8236 Epoch 460/500 45/45 [==============================] - 0s 329us/step - loss: 0.3926 - accuracy: 0.8257 Epoch 461/500 45/45 [==============================] - 0s 328us/step - loss: 0.3928 - accuracy: 0.8257 Epoch 462/500 45/45 [==============================] - 0s 328us/step - loss: 0.3928 - accuracy: 0.8250 Epoch 463/500 45/45 [==============================] - 0s 322us/step - loss: 0.3925 - accuracy: 0.8271 Epoch 464/500 45/45 [==============================] - 0s 323us/step - loss: 0.3925 - accuracy: 0.8215 Epoch 465/500 45/45 [==============================] - 0s 337us/step - loss: 0.3922 - accuracy: 0.8271 Epoch 466/500 45/45 [==============================] - 0s 322us/step - loss: 0.3922 - accuracy: 0.8264 Epoch 467/500 45/45 [==============================] - 0s 331us/step - loss: 0.3923 - accuracy: 0.8243 Epoch 468/500 45/45 [==============================] - 0s 335us/step - loss: 0.3926 - accuracy: 0.8201 Epoch 469/500 45/45 [==============================] - 0s 333us/step - loss: 0.3926 - accuracy: 0.8229 Epoch 470/500 45/45 [==============================] - 0s 326us/step - loss: 0.3919 - accuracy: 0.8278 Epoch 471/500 45/45 [==============================] - 0s 333us/step - loss: 0.3924 - accuracy: 0.8271 Epoch 472/500 45/45 [==============================] - 0s 335us/step - loss: 0.3923 - accuracy: 0.8236 Epoch 473/500 45/45 [==============================] - 0s 338us/step - loss: 0.3916 - accuracy: 0.8271 Epoch 474/500 45/45 [==============================] - 0s 325us/step - loss: 0.3920 - accuracy: 0.8222 Epoch 475/500 45/45 [==============================] - 0s 335us/step - loss: 0.3920 - accuracy: 0.8236 Epoch 476/500 45/45 [==============================] - 0s 327us/step - loss: 0.3916 - accuracy: 0.8229 Epoch 477/500 45/45 [==============================] - 0s 315us/step - loss: 0.3916 - accuracy: 0.8236 Epoch 478/500 45/45 [==============================] - 0s 323us/step - loss: 0.3916 - accuracy: 0.8222 Epoch 479/500 45/45 [==============================] - 0s 340us/step - loss: 0.3918 - accuracy: 0.8229 Epoch 480/500 45/45 [==============================] - 0s 344us/step - loss: 0.3914 - accuracy: 0.8271 Epoch 481/500 45/45 [==============================] - 0s 320us/step - loss: 0.3916 - accuracy: 0.8188 Epoch 482/500 45/45 [==============================] - 0s 345us/step - loss: 0.3917 - accuracy: 0.8194 Epoch 483/500 45/45 [==============================] - 0s 332us/step - loss: 0.3921 - accuracy: 0.8208 Epoch 484/500 45/45 [==============================] - 0s 327us/step - loss: 0.3911 - accuracy: 0.8201 Epoch 485/500 45/45 [==============================] - 0s 334us/step - loss: 0.3914 - accuracy: 0.8250 Epoch 486/500 45/45 [==============================] - 0s 335us/step - loss: 0.3912 - accuracy: 0.8222 Epoch 487/500 45/45 [==============================] - 0s 315us/step - loss: 0.3908 - accuracy: 0.8222 Epoch 488/500 45/45 [==============================] - 0s 330us/step - loss: 0.3918 - accuracy: 0.8222 Epoch 489/500 45/45 [==============================] - 0s 320us/step - loss: 0.3909 - accuracy: 0.8208 Epoch 490/500 45/45 [==============================] - 0s 338us/step - loss: 0.3914 - accuracy: 0.8236 Epoch 491/500 45/45 [==============================] - 0s 335us/step - loss: 0.3916 - accuracy: 0.8243 Epoch 492/500 45/45 [==============================] - 0s 328us/step - loss: 0.3913 - accuracy: 0.8236 Epoch 493/500 45/45 [==============================] - 0s 330us/step - loss: 0.3911 - accuracy: 0.8236 Epoch 494/500 45/45 [==============================] - 0s 326us/step - loss: 0.3910 - accuracy: 0.8222 Epoch 495/500 45/45 [==============================] - 0s 322us/step - loss: 0.3908 - accuracy: 0.8222 Epoch 496/500 45/45 [==============================] - 0s 314us/step - loss: 0.3911 - accuracy: 0.8229 Epoch 497/500 45/45 [==============================] - 0s 325us/step - loss: 0.3913 - accuracy: 0.8222 Epoch 498/500 45/45 [==============================] - 0s 319us/step - loss: 0.3908 - accuracy: 0.8257 Epoch 499/500 45/45 [==============================] - 0s 332us/step - loss: 0.3916 - accuracy: 0.8243 Epoch 500/500 45/45 [==============================] - 0s 319us/step - loss: 0.3905 - accuracy: 0.8236 5/5 [==============================] - 0s 443us/step Epoch 1/500 45/45 [==============================] - 0s 441us/step - loss: 0.6869 - accuracy: 0.6604 Epoch 2/500 45/45 [==============================] - 0s 427us/step - loss: 0.6683 - accuracy: 0.6590 Epoch 3/500 45/45 [==============================] - 0s 333us/step - loss: 0.6381 - accuracy: 0.6590 Epoch 4/500 45/45 [==============================] - 0s 336us/step - loss: 0.5997 - accuracy: 0.6681 Epoch 5/500 45/45 [==============================] - 0s 335us/step - loss: 0.5617 - accuracy: 0.7194 Epoch 6/500 45/45 [==============================] - 0s 322us/step - loss: 0.5313 - accuracy: 0.7521 Epoch 7/500 45/45 [==============================] - 0s 322us/step - loss: 0.5099 - accuracy: 0.7660 Epoch 8/500 45/45 [==============================] - 0s 318us/step - loss: 0.4966 - accuracy: 0.7715 Epoch 9/500 45/45 [==============================] - 0s 317us/step - loss: 0.4883 - accuracy: 0.7708 Epoch 10/500 45/45 [==============================] - 0s 318us/step - loss: 0.4830 - accuracy: 0.7701 Epoch 11/500 45/45 [==============================] - 0s 325us/step - loss: 0.4793 - accuracy: 0.7674 Epoch 12/500 45/45 [==============================] - 0s 319us/step - loss: 0.4764 - accuracy: 0.7694 Epoch 13/500 45/45 [==============================] - 0s 323us/step - loss: 0.4743 - accuracy: 0.7708 Epoch 14/500 45/45 [==============================] - 0s 317us/step - loss: 0.4727 - accuracy: 0.7681 Epoch 15/500 45/45 [==============================] - 0s 318us/step - loss: 0.4708 - accuracy: 0.7667 Epoch 16/500 45/45 [==============================] - 0s 323us/step - loss: 0.4698 - accuracy: 0.7667 Epoch 17/500 45/45 [==============================] - 0s 323us/step - loss: 0.4688 - accuracy: 0.7653 Epoch 18/500 45/45 [==============================] - 0s 317us/step - loss: 0.4677 - accuracy: 0.7660 Epoch 19/500 45/45 [==============================] - 0s 322us/step - loss: 0.4670 - accuracy: 0.7639 Epoch 20/500 45/45 [==============================] - 0s 319us/step - loss: 0.4658 - accuracy: 0.7674 Epoch 21/500 45/45 [==============================] - 0s 331us/step - loss: 0.4652 - accuracy: 0.7674 Epoch 22/500 45/45 [==============================] - 0s 338us/step - loss: 0.4645 - accuracy: 0.7701 Epoch 23/500 45/45 [==============================] - 0s 325us/step - loss: 0.4640 - accuracy: 0.7667 Epoch 24/500 45/45 [==============================] - 0s 329us/step - loss: 0.4631 - accuracy: 0.7667 Epoch 25/500 45/45 [==============================] - 0s 329us/step - loss: 0.4624 - accuracy: 0.7674 Epoch 26/500 45/45 [==============================] - 0s 320us/step - loss: 0.4620 - accuracy: 0.7639 Epoch 27/500 45/45 [==============================] - 0s 330us/step - loss: 0.4612 - accuracy: 0.7688 Epoch 28/500 45/45 [==============================] - 0s 331us/step - loss: 0.4607 - accuracy: 0.7660 Epoch 29/500 45/45 [==============================] - 0s 324us/step - loss: 0.4602 - accuracy: 0.7708 Epoch 30/500 45/45 [==============================] - 0s 327us/step - loss: 0.4599 - accuracy: 0.7729 Epoch 31/500 45/45 [==============================] - 0s 317us/step - loss: 0.4591 - accuracy: 0.7701 Epoch 32/500 45/45 [==============================] - 0s 317us/step - loss: 0.4591 - accuracy: 0.7722 Epoch 33/500 45/45 [==============================] - 0s 334us/step - loss: 0.4585 - accuracy: 0.7715 Epoch 34/500 45/45 [==============================] - 0s 330us/step - loss: 0.4583 - accuracy: 0.7736 Epoch 35/500 45/45 [==============================] - 0s 313us/step - loss: 0.4579 - accuracy: 0.7708 Epoch 36/500 45/45 [==============================] - 0s 324us/step - loss: 0.4575 - accuracy: 0.7750 Epoch 37/500 45/45 [==============================] - 0s 337us/step - loss: 0.4568 - accuracy: 0.7743 Epoch 38/500 45/45 [==============================] - 0s 326us/step - loss: 0.4568 - accuracy: 0.7715 Epoch 39/500 45/45 [==============================] - 0s 317us/step - loss: 0.4563 - accuracy: 0.7757 Epoch 40/500 45/45 [==============================] - 0s 316us/step - loss: 0.4560 - accuracy: 0.7722 Epoch 41/500 45/45 [==============================] - 0s 326us/step - loss: 0.4554 - accuracy: 0.7750 Epoch 42/500 45/45 [==============================] - 0s 328us/step - loss: 0.4551 - accuracy: 0.7750 Epoch 43/500 45/45 [==============================] - 0s 329us/step - loss: 0.4544 - accuracy: 0.7771 Epoch 44/500 45/45 [==============================] - 0s 330us/step - loss: 0.4539 - accuracy: 0.7743 Epoch 45/500 45/45 [==============================] - 0s 328us/step - loss: 0.4537 - accuracy: 0.7757 Epoch 46/500 45/45 [==============================] - 0s 316us/step - loss: 0.4530 - accuracy: 0.7729 Epoch 47/500 45/45 [==============================] - 0s 320us/step - loss: 0.4527 - accuracy: 0.7785 Epoch 48/500 45/45 [==============================] - 0s 330us/step - loss: 0.4518 - accuracy: 0.7757 Epoch 49/500 45/45 [==============================] - 0s 326us/step - loss: 0.4517 - accuracy: 0.7757 Epoch 50/500 45/45 [==============================] - 0s 326us/step - loss: 0.4512 - accuracy: 0.7792 Epoch 51/500 45/45 [==============================] - 0s 321us/step - loss: 0.4509 - accuracy: 0.7792 Epoch 52/500 45/45 [==============================] - 0s 326us/step - loss: 0.4503 - accuracy: 0.7799 Epoch 53/500 45/45 [==============================] - 0s 316us/step - loss: 0.4500 - accuracy: 0.7785 Epoch 54/500 45/45 [==============================] - 0s 324us/step - loss: 0.4497 - accuracy: 0.7854 Epoch 55/500 45/45 [==============================] - 0s 325us/step - loss: 0.4491 - accuracy: 0.7792 Epoch 56/500 45/45 [==============================] - 0s 319us/step - loss: 0.4487 - accuracy: 0.7806 Epoch 57/500 45/45 [==============================] - 0s 329us/step - loss: 0.4487 - accuracy: 0.7840 Epoch 58/500 45/45 [==============================] - 0s 334us/step - loss: 0.4483 - accuracy: 0.7854 Epoch 59/500 45/45 [==============================] - 0s 323us/step - loss: 0.4478 - accuracy: 0.7868 Epoch 60/500 45/45 [==============================] - 0s 328us/step - loss: 0.4472 - accuracy: 0.7847 Epoch 61/500 45/45 [==============================] - 0s 324us/step - loss: 0.4470 - accuracy: 0.7764 Epoch 62/500 45/45 [==============================] - 0s 336us/step - loss: 0.4465 - accuracy: 0.7847 Epoch 63/500 45/45 [==============================] - 0s 327us/step - loss: 0.4465 - accuracy: 0.7903 Epoch 64/500 45/45 [==============================] - 0s 320us/step - loss: 0.4456 - accuracy: 0.7826 Epoch 65/500 45/45 [==============================] - 0s 351us/step - loss: 0.4458 - accuracy: 0.7861 Epoch 66/500 45/45 [==============================] - 0s 346us/step - loss: 0.4445 - accuracy: 0.7868 Epoch 67/500 45/45 [==============================] - 0s 332us/step - loss: 0.4445 - accuracy: 0.7896 Epoch 68/500 45/45 [==============================] - 0s 341us/step - loss: 0.4445 - accuracy: 0.7882 Epoch 69/500 45/45 [==============================] - 0s 337us/step - loss: 0.4438 - accuracy: 0.7875 Epoch 70/500 45/45 [==============================] - 0s 346us/step - loss: 0.4436 - accuracy: 0.7896 Epoch 71/500 45/45 [==============================] - 0s 338us/step - loss: 0.4430 - accuracy: 0.7889 Epoch 72/500 45/45 [==============================] - 0s 340us/step - loss: 0.4426 - accuracy: 0.7889 Epoch 73/500 45/45 [==============================] - 0s 328us/step - loss: 0.4423 - accuracy: 0.7882 Epoch 74/500 45/45 [==============================] - 0s 343us/step - loss: 0.4421 - accuracy: 0.7917 Epoch 75/500 45/45 [==============================] - 0s 332us/step - loss: 0.4416 - accuracy: 0.7944 Epoch 76/500 45/45 [==============================] - 0s 326us/step - loss: 0.4412 - accuracy: 0.7875 Epoch 77/500 45/45 [==============================] - 0s 334us/step - loss: 0.4410 - accuracy: 0.7896 Epoch 78/500 45/45 [==============================] - 0s 328us/step - loss: 0.4404 - accuracy: 0.7889 Epoch 79/500 45/45 [==============================] - 0s 327us/step - loss: 0.4400 - accuracy: 0.7917 Epoch 80/500 45/45 [==============================] - 0s 347us/step - loss: 0.4400 - accuracy: 0.7937 Epoch 81/500 45/45 [==============================] - 0s 326us/step - loss: 0.4395 - accuracy: 0.7903 Epoch 82/500 45/45 [==============================] - 0s 323us/step - loss: 0.4392 - accuracy: 0.7903 Epoch 83/500 45/45 [==============================] - 0s 345us/step - loss: 0.4386 - accuracy: 0.7958 Epoch 84/500 45/45 [==============================] - 0s 330us/step - loss: 0.4385 - accuracy: 0.7910 Epoch 85/500 45/45 [==============================] - 0s 321us/step - loss: 0.4382 - accuracy: 0.7951 Epoch 86/500 45/45 [==============================] - 0s 336us/step - loss: 0.4381 - accuracy: 0.7944 Epoch 87/500 45/45 [==============================] - 0s 341us/step - loss: 0.4377 - accuracy: 0.7924 Epoch 88/500 45/45 [==============================] - 0s 336us/step - loss: 0.4366 - accuracy: 0.7937 Epoch 89/500 45/45 [==============================] - 0s 340us/step - loss: 0.4372 - accuracy: 0.7944 Epoch 90/500 45/45 [==============================] - 0s 339us/step - loss: 0.4365 - accuracy: 0.7917 Epoch 91/500 45/45 [==============================] - 0s 335us/step - loss: 0.4361 - accuracy: 0.7972 Epoch 92/500 45/45 [==============================] - 0s 332us/step - loss: 0.4359 - accuracy: 0.7924 Epoch 93/500 45/45 [==============================] - 0s 331us/step - loss: 0.4355 - accuracy: 0.7979 Epoch 94/500 45/45 [==============================] - 0s 331us/step - loss: 0.4349 - accuracy: 0.7993 Epoch 95/500 45/45 [==============================] - 0s 327us/step - loss: 0.4351 - accuracy: 0.7979 Epoch 96/500 45/45 [==============================] - 0s 324us/step - loss: 0.4348 - accuracy: 0.7965 Epoch 97/500 45/45 [==============================] - 0s 331us/step - loss: 0.4345 - accuracy: 0.7993 Epoch 98/500 45/45 [==============================] - 0s 337us/step - loss: 0.4338 - accuracy: 0.8014 Epoch 99/500 45/45 [==============================] - 0s 339us/step - loss: 0.4341 - accuracy: 0.7958 Epoch 100/500 45/45 [==============================] - 0s 371us/step - loss: 0.4336 - accuracy: 0.8007 Epoch 101/500 45/45 [==============================] - 0s 355us/step - loss: 0.4338 - accuracy: 0.7993 Epoch 102/500 45/45 [==============================] - 0s 395us/step - loss: 0.4332 - accuracy: 0.8000 Epoch 103/500 45/45 [==============================] - 0s 394us/step - loss: 0.4332 - accuracy: 0.7972 Epoch 104/500 45/45 [==============================] - 0s 389us/step - loss: 0.4328 - accuracy: 0.8014 Epoch 105/500 45/45 [==============================] - 0s 389us/step - loss: 0.4327 - accuracy: 0.7986 Epoch 106/500 45/45 [==============================] - 0s 361us/step - loss: 0.4327 - accuracy: 0.7986 Epoch 107/500 45/45 [==============================] - 0s 380us/step - loss: 0.4316 - accuracy: 0.8007 Epoch 108/500 45/45 [==============================] - 0s 347us/step - loss: 0.4319 - accuracy: 0.8000 Epoch 109/500 45/45 [==============================] - 0s 369us/step - loss: 0.4317 - accuracy: 0.8021 Epoch 110/500 45/45 [==============================] - 0s 372us/step - loss: 0.4317 - accuracy: 0.7993 Epoch 111/500 45/45 [==============================] - 0s 366us/step - loss: 0.4310 - accuracy: 0.7986 Epoch 112/500 45/45 [==============================] - 0s 398us/step - loss: 0.4310 - accuracy: 0.8000 Epoch 113/500 45/45 [==============================] - 0s 386us/step - loss: 0.4306 - accuracy: 0.7986 Epoch 114/500 45/45 [==============================] - 0s 394us/step - loss: 0.4303 - accuracy: 0.7965 Epoch 115/500 45/45 [==============================] - 0s 379us/step - loss: 0.4298 - accuracy: 0.8000 Epoch 116/500 45/45 [==============================] - 0s 381us/step - loss: 0.4297 - accuracy: 0.8035 Epoch 117/500 45/45 [==============================] - 0s 367us/step - loss: 0.4290 - accuracy: 0.7965 Epoch 118/500 45/45 [==============================] - 0s 395us/step - loss: 0.4293 - accuracy: 0.8007 Epoch 119/500 45/45 [==============================] - 0s 420us/step - loss: 0.4290 - accuracy: 0.8021 Epoch 120/500 45/45 [==============================] - 0s 410us/step - loss: 0.4288 - accuracy: 0.7979 Epoch 121/500 45/45 [==============================] - 0s 368us/step - loss: 0.4287 - accuracy: 0.7993 Epoch 122/500 45/45 [==============================] - 0s 369us/step - loss: 0.4281 - accuracy: 0.8000 Epoch 123/500 45/45 [==============================] - 0s 326us/step - loss: 0.4283 - accuracy: 0.7986 Epoch 124/500 45/45 [==============================] - 0s 317us/step - loss: 0.4279 - accuracy: 0.7993 Epoch 125/500 45/45 [==============================] - 0s 349us/step - loss: 0.4272 - accuracy: 0.7993 Epoch 126/500 45/45 [==============================] - 0s 324us/step - loss: 0.4272 - accuracy: 0.7979 Epoch 127/500 45/45 [==============================] - 0s 344us/step - loss: 0.4271 - accuracy: 0.7993 Epoch 128/500 45/45 [==============================] - 0s 325us/step - loss: 0.4267 - accuracy: 0.7972 Epoch 129/500 45/45 [==============================] - 0s 344us/step - loss: 0.4266 - accuracy: 0.7979 Epoch 130/500 45/45 [==============================] - 0s 352us/step - loss: 0.4260 - accuracy: 0.7986 Epoch 131/500 45/45 [==============================] - 0s 345us/step - loss: 0.4257 - accuracy: 0.7979 Epoch 132/500 45/45 [==============================] - 0s 348us/step - loss: 0.4256 - accuracy: 0.7993 Epoch 133/500 45/45 [==============================] - 0s 360us/step - loss: 0.4251 - accuracy: 0.7986 Epoch 134/500 45/45 [==============================] - 0s 332us/step - loss: 0.4250 - accuracy: 0.7979 Epoch 135/500 45/45 [==============================] - 0s 345us/step - loss: 0.4247 - accuracy: 0.7972 Epoch 136/500 45/45 [==============================] - 0s 339us/step - loss: 0.4245 - accuracy: 0.7958 Epoch 137/500 45/45 [==============================] - 0s 323us/step - loss: 0.4246 - accuracy: 0.7986 Epoch 138/500 45/45 [==============================] - 0s 337us/step - loss: 0.4236 - accuracy: 0.7986 Epoch 139/500 45/45 [==============================] - 0s 334us/step - loss: 0.4241 - accuracy: 0.7958 Epoch 140/500 45/45 [==============================] - 0s 336us/step - loss: 0.4237 - accuracy: 0.7993 Epoch 141/500 45/45 [==============================] - 0s 866us/step - loss: 0.4240 - accuracy: 0.7979 Epoch 142/500 45/45 [==============================] - 0s 355us/step - loss: 0.4234 - accuracy: 0.7986 Epoch 143/500 45/45 [==============================] - 0s 322us/step - loss: 0.4231 - accuracy: 0.7979 Epoch 144/500 45/45 [==============================] - 0s 332us/step - loss: 0.4229 - accuracy: 0.7986 Epoch 145/500 45/45 [==============================] - 0s 316us/step - loss: 0.4229 - accuracy: 0.8021 Epoch 146/500 45/45 [==============================] - 0s 327us/step - loss: 0.4223 - accuracy: 0.8021 Epoch 147/500 45/45 [==============================] - 0s 336us/step - loss: 0.4221 - accuracy: 0.8007 Epoch 148/500 45/45 [==============================] - 0s 342us/step - loss: 0.4217 - accuracy: 0.8000 Epoch 149/500 45/45 [==============================] - 0s 330us/step - loss: 0.4215 - accuracy: 0.7979 Epoch 150/500 45/45 [==============================] - 0s 319us/step - loss: 0.4212 - accuracy: 0.8000 Epoch 151/500 45/45 [==============================] - 0s 324us/step - loss: 0.4207 - accuracy: 0.7993 Epoch 152/500 45/45 [==============================] - 0s 323us/step - loss: 0.4204 - accuracy: 0.7951 Epoch 153/500 45/45 [==============================] - 0s 320us/step - loss: 0.4208 - accuracy: 0.7986 Epoch 154/500 45/45 [==============================] - 0s 324us/step - loss: 0.4200 - accuracy: 0.8007 Epoch 155/500 45/45 [==============================] - 0s 316us/step - loss: 0.4194 - accuracy: 0.7986 Epoch 156/500 45/45 [==============================] - 0s 315us/step - loss: 0.4193 - accuracy: 0.8007 Epoch 157/500 45/45 [==============================] - 0s 324us/step - loss: 0.4190 - accuracy: 0.8021 Epoch 158/500 45/45 [==============================] - 0s 323us/step - loss: 0.4184 - accuracy: 0.7972 Epoch 159/500 45/45 [==============================] - 0s 319us/step - loss: 0.4179 - accuracy: 0.8014 Epoch 160/500 45/45 [==============================] - 0s 321us/step - loss: 0.4183 - accuracy: 0.8028 Epoch 161/500 45/45 [==============================] - 0s 315us/step - loss: 0.4177 - accuracy: 0.8021 Epoch 162/500 45/45 [==============================] - 0s 329us/step - loss: 0.4172 - accuracy: 0.8021 Epoch 163/500 45/45 [==============================] - 0s 318us/step - loss: 0.4165 - accuracy: 0.8035 Epoch 164/500 45/45 [==============================] - 0s 326us/step - loss: 0.4171 - accuracy: 0.8035 Epoch 165/500 45/45 [==============================] - 0s 330us/step - loss: 0.4167 - accuracy: 0.8014 Epoch 166/500 45/45 [==============================] - 0s 326us/step - loss: 0.4164 - accuracy: 0.7993 Epoch 167/500 45/45 [==============================] - 0s 330us/step - loss: 0.4159 - accuracy: 0.7986 Epoch 168/500 45/45 [==============================] - 0s 320us/step - loss: 0.4155 - accuracy: 0.8042 Epoch 169/500 45/45 [==============================] - 0s 320us/step - loss: 0.4154 - accuracy: 0.7993 Epoch 170/500 45/45 [==============================] - 0s 328us/step - loss: 0.4147 - accuracy: 0.8014 Epoch 171/500 45/45 [==============================] - 0s 313us/step - loss: 0.4149 - accuracy: 0.8028 Epoch 172/500 45/45 [==============================] - 0s 335us/step - loss: 0.4146 - accuracy: 0.8049 Epoch 173/500 45/45 [==============================] - 0s 319us/step - loss: 0.4147 - accuracy: 0.8014 Epoch 174/500 45/45 [==============================] - 0s 310us/step - loss: 0.4142 - accuracy: 0.7993 Epoch 175/500 45/45 [==============================] - 0s 322us/step - loss: 0.4144 - accuracy: 0.8007 Epoch 176/500 45/45 [==============================] - 0s 315us/step - loss: 0.4141 - accuracy: 0.8014 Epoch 177/500 45/45 [==============================] - 0s 318us/step - loss: 0.4138 - accuracy: 0.8021 Epoch 178/500 45/45 [==============================] - 0s 327us/step - loss: 0.4134 - accuracy: 0.7986 Epoch 179/500 45/45 [==============================] - 0s 325us/step - loss: 0.4133 - accuracy: 0.8000 Epoch 180/500 45/45 [==============================] - 0s 323us/step - loss: 0.4132 - accuracy: 0.7986 Epoch 181/500 45/45 [==============================] - 0s 322us/step - loss: 0.4129 - accuracy: 0.7965 Epoch 182/500 45/45 [==============================] - 0s 329us/step - loss: 0.4127 - accuracy: 0.8000 Epoch 183/500 45/45 [==============================] - 0s 332us/step - loss: 0.4124 - accuracy: 0.7958 Epoch 184/500 45/45 [==============================] - 0s 315us/step - loss: 0.4124 - accuracy: 0.8007 Epoch 185/500 45/45 [==============================] - 0s 320us/step - loss: 0.4121 - accuracy: 0.7993 Epoch 186/500 45/45 [==============================] - 0s 328us/step - loss: 0.4121 - accuracy: 0.8007 Epoch 187/500 45/45 [==============================] - 0s 330us/step - loss: 0.4112 - accuracy: 0.8000 Epoch 188/500 45/45 [==============================] - 0s 323us/step - loss: 0.4114 - accuracy: 0.8000 Epoch 189/500 45/45 [==============================] - 0s 322us/step - loss: 0.4109 - accuracy: 0.8028 Epoch 190/500 45/45 [==============================] - 0s 328us/step - loss: 0.4115 - accuracy: 0.8007 Epoch 191/500 45/45 [==============================] - 0s 329us/step - loss: 0.4116 - accuracy: 0.7986 Epoch 192/500 45/45 [==============================] - 0s 322us/step - loss: 0.4111 - accuracy: 0.7979 Epoch 193/500 45/45 [==============================] - 0s 319us/step - loss: 0.4109 - accuracy: 0.8028 Epoch 194/500 45/45 [==============================] - 0s 332us/step - loss: 0.4106 - accuracy: 0.8049 Epoch 195/500 45/45 [==============================] - 0s 523us/step - loss: 0.4106 - accuracy: 0.8007 Epoch 196/500 45/45 [==============================] - 0s 342us/step - loss: 0.4103 - accuracy: 0.8035 Epoch 197/500 45/45 [==============================] - 0s 336us/step - loss: 0.4099 - accuracy: 0.7986 Epoch 198/500 45/45 [==============================] - 0s 345us/step - loss: 0.4102 - accuracy: 0.7965 Epoch 199/500 45/45 [==============================] - 0s 338us/step - loss: 0.4098 - accuracy: 0.8000 Epoch 200/500 45/45 [==============================] - 0s 330us/step - loss: 0.4097 - accuracy: 0.8035 Epoch 201/500 45/45 [==============================] - 0s 319us/step - loss: 0.4096 - accuracy: 0.8014 Epoch 202/500 45/45 [==============================] - 0s 311us/step - loss: 0.4091 - accuracy: 0.7993 Epoch 203/500 45/45 [==============================] - 0s 323us/step - loss: 0.4094 - accuracy: 0.8021 Epoch 204/500 45/45 [==============================] - 0s 321us/step - loss: 0.4092 - accuracy: 0.8042 Epoch 205/500 45/45 [==============================] - 0s 333us/step - loss: 0.4086 - accuracy: 0.8035 Epoch 206/500 45/45 [==============================] - 0s 323us/step - loss: 0.4089 - accuracy: 0.7986 Epoch 207/500 45/45 [==============================] - 0s 326us/step - loss: 0.4085 - accuracy: 0.8028 Epoch 208/500 45/45 [==============================] - 0s 324us/step - loss: 0.4091 - accuracy: 0.8000 Epoch 209/500 45/45 [==============================] - 0s 328us/step - loss: 0.4083 - accuracy: 0.8007 Epoch 210/500 45/45 [==============================] - 0s 314us/step - loss: 0.4085 - accuracy: 0.8021 Epoch 211/500 45/45 [==============================] - 0s 318us/step - loss: 0.4081 - accuracy: 0.8021 Epoch 212/500 45/45 [==============================] - 0s 318us/step - loss: 0.4079 - accuracy: 0.8049 Epoch 213/500 45/45 [==============================] - 0s 328us/step - loss: 0.4079 - accuracy: 0.8056 Epoch 214/500 45/45 [==============================] - 0s 318us/step - loss: 0.4079 - accuracy: 0.8049 Epoch 215/500 45/45 [==============================] - 0s 331us/step - loss: 0.4069 - accuracy: 0.8028 Epoch 216/500 45/45 [==============================] - 0s 314us/step - loss: 0.4080 - accuracy: 0.8035 Epoch 217/500 45/45 [==============================] - 0s 324us/step - loss: 0.4075 - accuracy: 0.8049 Epoch 218/500 45/45 [==============================] - 0s 325us/step - loss: 0.4073 - accuracy: 0.8042 Epoch 219/500 45/45 [==============================] - 0s 329us/step - loss: 0.4071 - accuracy: 0.7986 Epoch 220/500 45/45 [==============================] - 0s 331us/step - loss: 0.4071 - accuracy: 0.7993 Epoch 221/500 45/45 [==============================] - 0s 320us/step - loss: 0.4067 - accuracy: 0.8014 Epoch 222/500 45/45 [==============================] - 0s 331us/step - loss: 0.4064 - accuracy: 0.8000 Epoch 223/500 45/45 [==============================] - 0s 313us/step - loss: 0.4064 - accuracy: 0.8035 Epoch 224/500 45/45 [==============================] - 0s 324us/step - loss: 0.4063 - accuracy: 0.8042 Epoch 225/500 45/45 [==============================] - 0s 318us/step - loss: 0.4058 - accuracy: 0.8049 Epoch 226/500 45/45 [==============================] - 0s 326us/step - loss: 0.4059 - accuracy: 0.8042 Epoch 227/500 45/45 [==============================] - 0s 328us/step - loss: 0.4062 - accuracy: 0.8056 Epoch 228/500 45/45 [==============================] - 0s 327us/step - loss: 0.4058 - accuracy: 0.8062 Epoch 229/500 45/45 [==============================] - 0s 329us/step - loss: 0.4060 - accuracy: 0.8021 Epoch 230/500 45/45 [==============================] - 0s 318us/step - loss: 0.4057 - accuracy: 0.8028 Epoch 231/500 45/45 [==============================] - 0s 327us/step - loss: 0.4055 - accuracy: 0.8028 Epoch 232/500 45/45 [==============================] - 0s 325us/step - loss: 0.4052 - accuracy: 0.8056 Epoch 233/500 45/45 [==============================] - 0s 325us/step - loss: 0.4050 - accuracy: 0.8118 Epoch 234/500 45/45 [==============================] - 0s 331us/step - loss: 0.4054 - accuracy: 0.8062 Epoch 235/500 45/45 [==============================] - 0s 318us/step - loss: 0.4050 - accuracy: 0.8076 Epoch 236/500 45/45 [==============================] - 0s 321us/step - loss: 0.4047 - accuracy: 0.8062 Epoch 237/500 45/45 [==============================] - 0s 330us/step - loss: 0.4048 - accuracy: 0.8062 Epoch 238/500 45/45 [==============================] - 0s 325us/step - loss: 0.4043 - accuracy: 0.8076 Epoch 239/500 45/45 [==============================] - 0s 318us/step - loss: 0.4047 - accuracy: 0.8076 Epoch 240/500 45/45 [==============================] - 0s 330us/step - loss: 0.4043 - accuracy: 0.8000 Epoch 241/500 45/45 [==============================] - 0s 328us/step - loss: 0.4050 - accuracy: 0.8069 Epoch 242/500 45/45 [==============================] - 0s 329us/step - loss: 0.4048 - accuracy: 0.8076 Epoch 243/500 45/45 [==============================] - 0s 336us/step - loss: 0.4039 - accuracy: 0.8083 Epoch 244/500 45/45 [==============================] - 0s 325us/step - loss: 0.4040 - accuracy: 0.8111 Epoch 245/500 45/45 [==============================] - 0s 329us/step - loss: 0.4038 - accuracy: 0.8007 Epoch 246/500 45/45 [==============================] - 0s 335us/step - loss: 0.4042 - accuracy: 0.8056 Epoch 247/500 45/45 [==============================] - 0s 324us/step - loss: 0.4038 - accuracy: 0.8090 Epoch 248/500 45/45 [==============================] - 0s 326us/step - loss: 0.4036 - accuracy: 0.8132 Epoch 249/500 45/45 [==============================] - 0s 336us/step - loss: 0.4035 - accuracy: 0.8118 Epoch 250/500 45/45 [==============================] - 0s 320us/step - loss: 0.4030 - accuracy: 0.8097 Epoch 251/500 45/45 [==============================] - 0s 335us/step - loss: 0.4033 - accuracy: 0.8097 Epoch 252/500 45/45 [==============================] - 0s 335us/step - loss: 0.4032 - accuracy: 0.8104 Epoch 253/500 45/45 [==============================] - 0s 316us/step - loss: 0.4029 - accuracy: 0.8097 Epoch 254/500 45/45 [==============================] - 0s 337us/step - loss: 0.4032 - accuracy: 0.8104 Epoch 255/500 45/45 [==============================] - 0s 335us/step - loss: 0.4031 - accuracy: 0.8097 Epoch 256/500 45/45 [==============================] - 0s 363us/step - loss: 0.4031 - accuracy: 0.8132 Epoch 257/500 45/45 [==============================] - 0s 409us/step - loss: 0.4031 - accuracy: 0.8062 Epoch 258/500 45/45 [==============================] - 0s 345us/step - loss: 0.4030 - accuracy: 0.8125 Epoch 259/500 45/45 [==============================] - 0s 357us/step - loss: 0.4026 - accuracy: 0.8104 Epoch 260/500 45/45 [==============================] - 0s 359us/step - loss: 0.4022 - accuracy: 0.8118 Epoch 261/500 45/45 [==============================] - 0s 359us/step - loss: 0.4029 - accuracy: 0.8146 Epoch 262/500 45/45 [==============================] - 0s 347us/step - loss: 0.4022 - accuracy: 0.8097 Epoch 263/500 45/45 [==============================] - 0s 341us/step - loss: 0.4028 - accuracy: 0.8111 Epoch 264/500 45/45 [==============================] - 0s 336us/step - loss: 0.4017 - accuracy: 0.8139 Epoch 265/500 45/45 [==============================] - 0s 345us/step - loss: 0.4025 - accuracy: 0.8132 Epoch 266/500 45/45 [==============================] - 0s 315us/step - loss: 0.4023 - accuracy: 0.8076 Epoch 267/500 45/45 [==============================] - 0s 334us/step - loss: 0.4019 - accuracy: 0.8118 Epoch 268/500 45/45 [==============================] - 0s 342us/step - loss: 0.4022 - accuracy: 0.8069 Epoch 269/500 45/45 [==============================] - 0s 326us/step - loss: 0.4017 - accuracy: 0.8125 Epoch 270/500 45/45 [==============================] - 0s 320us/step - loss: 0.4011 - accuracy: 0.8118 Epoch 271/500 45/45 [==============================] - 0s 316us/step - loss: 0.4021 - accuracy: 0.8146 Epoch 272/500 45/45 [==============================] - 0s 330us/step - loss: 0.4009 - accuracy: 0.8097 Epoch 273/500 45/45 [==============================] - 0s 319us/step - loss: 0.4012 - accuracy: 0.8139 Epoch 274/500 45/45 [==============================] - 0s 328us/step - loss: 0.4019 - accuracy: 0.8139 Epoch 275/500 45/45 [==============================] - 0s 335us/step - loss: 0.4011 - accuracy: 0.8139 Epoch 276/500 45/45 [==============================] - 0s 325us/step - loss: 0.4014 - accuracy: 0.8118 Epoch 277/500 45/45 [==============================] - 0s 321us/step - loss: 0.4010 - accuracy: 0.8118 Epoch 278/500 45/45 [==============================] - 0s 344us/step - loss: 0.4015 - accuracy: 0.8153 Epoch 279/500 45/45 [==============================] - 0s 323us/step - loss: 0.4005 - accuracy: 0.8153 Epoch 280/500 45/45 [==============================] - 0s 331us/step - loss: 0.4007 - accuracy: 0.8125 Epoch 281/500 45/45 [==============================] - 0s 323us/step - loss: 0.4003 - accuracy: 0.8153 Epoch 282/500 45/45 [==============================] - 0s 325us/step - loss: 0.4003 - accuracy: 0.8139 Epoch 283/500 45/45 [==============================] - 0s 348us/step - loss: 0.4006 - accuracy: 0.8167 Epoch 284/500 45/45 [==============================] - 0s 338us/step - loss: 0.4006 - accuracy: 0.8132 Epoch 285/500 45/45 [==============================] - 0s 328us/step - loss: 0.4002 - accuracy: 0.8132 Epoch 286/500 45/45 [==============================] - 0s 320us/step - loss: 0.3999 - accuracy: 0.8160 Epoch 287/500 45/45 [==============================] - 0s 320us/step - loss: 0.3998 - accuracy: 0.8139 Epoch 288/500 45/45 [==============================] - 0s 332us/step - loss: 0.4003 - accuracy: 0.8146 Epoch 289/500 45/45 [==============================] - 0s 326us/step - loss: 0.4001 - accuracy: 0.8174 Epoch 290/500 45/45 [==============================] - 0s 331us/step - loss: 0.3997 - accuracy: 0.8146 Epoch 291/500 45/45 [==============================] - 0s 325us/step - loss: 0.3995 - accuracy: 0.8111 Epoch 292/500 45/45 [==============================] - 0s 331us/step - loss: 0.3996 - accuracy: 0.8174 Epoch 293/500 45/45 [==============================] - 0s 332us/step - loss: 0.3997 - accuracy: 0.8111 Epoch 294/500 45/45 [==============================] - 0s 319us/step - loss: 0.3997 - accuracy: 0.8097 Epoch 295/500 45/45 [==============================] - 0s 327us/step - loss: 0.3992 - accuracy: 0.8174 Epoch 296/500 45/45 [==============================] - 0s 335us/step - loss: 0.3992 - accuracy: 0.8160 Epoch 297/500 45/45 [==============================] - 0s 332us/step - loss: 0.3993 - accuracy: 0.8167 Epoch 298/500 45/45 [==============================] - 0s 328us/step - loss: 0.3991 - accuracy: 0.8174 Epoch 299/500 45/45 [==============================] - 0s 329us/step - loss: 0.3987 - accuracy: 0.8139 Epoch 300/500 45/45 [==============================] - 0s 315us/step - loss: 0.3991 - accuracy: 0.8174 Epoch 301/500 45/45 [==============================] - 0s 329us/step - loss: 0.3991 - accuracy: 0.8104 Epoch 302/500 45/45 [==============================] - 0s 325us/step - loss: 0.3990 - accuracy: 0.8160 Epoch 303/500 45/45 [==============================] - 0s 324us/step - loss: 0.3991 - accuracy: 0.8167 Epoch 304/500 45/45 [==============================] - 0s 322us/step - loss: 0.3985 - accuracy: 0.8139 Epoch 305/500 45/45 [==============================] - 0s 324us/step - loss: 0.3987 - accuracy: 0.8146 Epoch 306/500 45/45 [==============================] - 0s 328us/step - loss: 0.3978 - accuracy: 0.8132 Epoch 307/500 45/45 [==============================] - 0s 329us/step - loss: 0.3987 - accuracy: 0.8181 Epoch 308/500 45/45 [==============================] - 0s 322us/step - loss: 0.3982 - accuracy: 0.8174 Epoch 309/500 45/45 [==============================] - 0s 321us/step - loss: 0.3978 - accuracy: 0.8097 Epoch 310/500 45/45 [==============================] - 0s 326us/step - loss: 0.3977 - accuracy: 0.8153 Epoch 311/500 45/45 [==============================] - 0s 325us/step - loss: 0.3976 - accuracy: 0.8181 Epoch 312/500 45/45 [==============================] - 0s 324us/step - loss: 0.3979 - accuracy: 0.8125 Epoch 313/500 45/45 [==============================] - 0s 321us/step - loss: 0.3984 - accuracy: 0.8146 Epoch 314/500 45/45 [==============================] - 0s 325us/step - loss: 0.3975 - accuracy: 0.8132 Epoch 315/500 45/45 [==============================] - 0s 324us/step - loss: 0.3978 - accuracy: 0.8194 Epoch 316/500 45/45 [==============================] - 0s 331us/step - loss: 0.3984 - accuracy: 0.8146 Epoch 317/500 45/45 [==============================] - 0s 323us/step - loss: 0.3969 - accuracy: 0.8153 Epoch 318/500 45/45 [==============================] - 0s 328us/step - loss: 0.3973 - accuracy: 0.8167 Epoch 319/500 45/45 [==============================] - 0s 321us/step - loss: 0.3977 - accuracy: 0.8181 Epoch 320/500 45/45 [==============================] - 0s 326us/step - loss: 0.3976 - accuracy: 0.8083 Epoch 321/500 45/45 [==============================] - 0s 327us/step - loss: 0.3976 - accuracy: 0.8146 Epoch 322/500 45/45 [==============================] - 0s 319us/step - loss: 0.3979 - accuracy: 0.8132 Epoch 323/500 45/45 [==============================] - 0s 319us/step - loss: 0.3978 - accuracy: 0.8181 Epoch 324/500 45/45 [==============================] - 0s 324us/step - loss: 0.3970 - accuracy: 0.8132 Epoch 325/500 45/45 [==============================] - 0s 322us/step - loss: 0.3973 - accuracy: 0.8146 Epoch 326/500 45/45 [==============================] - 0s 325us/step - loss: 0.3976 - accuracy: 0.8153 Epoch 327/500 45/45 [==============================] - 0s 311us/step - loss: 0.3972 - accuracy: 0.8139 Epoch 328/500 45/45 [==============================] - 0s 325us/step - loss: 0.3972 - accuracy: 0.8153 Epoch 329/500 45/45 [==============================] - 0s 318us/step - loss: 0.3975 - accuracy: 0.8160 Epoch 330/500 45/45 [==============================] - 0s 324us/step - loss: 0.3971 - accuracy: 0.8153 Epoch 331/500 45/45 [==============================] - 0s 327us/step - loss: 0.3973 - accuracy: 0.8139 Epoch 332/500 45/45 [==============================] - 0s 338us/step - loss: 0.3960 - accuracy: 0.8160 Epoch 333/500 45/45 [==============================] - 0s 322us/step - loss: 0.3972 - accuracy: 0.8188 Epoch 334/500 45/45 [==============================] - 0s 356us/step - loss: 0.3972 - accuracy: 0.8181 Epoch 335/500 45/45 [==============================] - 0s 349us/step - loss: 0.3967 - accuracy: 0.8146 Epoch 336/500 45/45 [==============================] - 0s 320us/step - loss: 0.3971 - accuracy: 0.8132 Epoch 337/500 45/45 [==============================] - 0s 317us/step - loss: 0.3969 - accuracy: 0.8174 Epoch 338/500 45/45 [==============================] - 0s 335us/step - loss: 0.3966 - accuracy: 0.8118 Epoch 339/500 45/45 [==============================] - 0s 327us/step - loss: 0.3971 - accuracy: 0.8146 Epoch 340/500 45/45 [==============================] - 0s 317us/step - loss: 0.3965 - accuracy: 0.8153 Epoch 341/500 45/45 [==============================] - 0s 327us/step - loss: 0.3966 - accuracy: 0.8132 Epoch 342/500 45/45 [==============================] - 0s 315us/step - loss: 0.3965 - accuracy: 0.8153 Epoch 343/500 45/45 [==============================] - 0s 322us/step - loss: 0.3967 - accuracy: 0.8132 Epoch 344/500 45/45 [==============================] - 0s 321us/step - loss: 0.3967 - accuracy: 0.8174 Epoch 345/500 45/45 [==============================] - 0s 326us/step - loss: 0.3961 - accuracy: 0.8139 Epoch 346/500 45/45 [==============================] - 0s 332us/step - loss: 0.3959 - accuracy: 0.8153 Epoch 347/500 45/45 [==============================] - 0s 322us/step - loss: 0.3963 - accuracy: 0.8153 Epoch 348/500 45/45 [==============================] - 0s 320us/step - loss: 0.3962 - accuracy: 0.8132 Epoch 349/500 45/45 [==============================] - 0s 328us/step - loss: 0.3966 - accuracy: 0.8167 Epoch 350/500 45/45 [==============================] - 0s 339us/step - loss: 0.3963 - accuracy: 0.8118 Epoch 351/500 45/45 [==============================] - 0s 359us/step - loss: 0.3958 - accuracy: 0.8194 Epoch 352/500 45/45 [==============================] - 0s 341us/step - loss: 0.3958 - accuracy: 0.8111 Epoch 353/500 45/45 [==============================] - 0s 321us/step - loss: 0.3958 - accuracy: 0.8201 Epoch 354/500 45/45 [==============================] - 0s 325us/step - loss: 0.3956 - accuracy: 0.8160 Epoch 355/500 45/45 [==============================] - 0s 324us/step - loss: 0.3957 - accuracy: 0.8146 Epoch 356/500 45/45 [==============================] - 0s 324us/step - loss: 0.3953 - accuracy: 0.8174 Epoch 357/500 45/45 [==============================] - 0s 331us/step - loss: 0.3947 - accuracy: 0.8153 Epoch 358/500 45/45 [==============================] - 0s 333us/step - loss: 0.3961 - accuracy: 0.8181 Epoch 359/500 45/45 [==============================] - 0s 327us/step - loss: 0.3955 - accuracy: 0.8222 Epoch 360/500 45/45 [==============================] - 0s 322us/step - loss: 0.3950 - accuracy: 0.8160 Epoch 361/500 45/45 [==============================] - 0s 322us/step - loss: 0.3946 - accuracy: 0.8167 Epoch 362/500 45/45 [==============================] - 0s 320us/step - loss: 0.3951 - accuracy: 0.8215 Epoch 363/500 45/45 [==============================] - 0s 324us/step - loss: 0.3948 - accuracy: 0.8153 Epoch 364/500 45/45 [==============================] - 0s 327us/step - loss: 0.3945 - accuracy: 0.8153 Epoch 365/500 45/45 [==============================] - 0s 320us/step - loss: 0.3932 - accuracy: 0.8188 Epoch 366/500 45/45 [==============================] - 0s 328us/step - loss: 0.3948 - accuracy: 0.8194 Epoch 367/500 45/45 [==============================] - 0s 327us/step - loss: 0.3944 - accuracy: 0.8222 Epoch 368/500 45/45 [==============================] - 0s 337us/step - loss: 0.3945 - accuracy: 0.8194 Epoch 369/500 45/45 [==============================] - 0s 333us/step - loss: 0.3938 - accuracy: 0.8181 Epoch 370/500 45/45 [==============================] - 0s 326us/step - loss: 0.3941 - accuracy: 0.8215 Epoch 371/500 45/45 [==============================] - 0s 322us/step - loss: 0.3939 - accuracy: 0.8132 Epoch 372/500 45/45 [==============================] - 0s 323us/step - loss: 0.3935 - accuracy: 0.8153 Epoch 373/500 45/45 [==============================] - 0s 316us/step - loss: 0.3944 - accuracy: 0.8188 Epoch 374/500 45/45 [==============================] - 0s 314us/step - loss: 0.3934 - accuracy: 0.8125 Epoch 375/500 45/45 [==============================] - 0s 315us/step - loss: 0.3940 - accuracy: 0.8132 Epoch 376/500 45/45 [==============================] - 0s 322us/step - loss: 0.3926 - accuracy: 0.8160 Epoch 377/500 45/45 [==============================] - 0s 323us/step - loss: 0.3939 - accuracy: 0.8208 Epoch 378/500 45/45 [==============================] - 0s 316us/step - loss: 0.3930 - accuracy: 0.8208 Epoch 379/500 45/45 [==============================] - 0s 327us/step - loss: 0.3930 - accuracy: 0.8174 Epoch 380/500 45/45 [==============================] - 0s 318us/step - loss: 0.3930 - accuracy: 0.8125 Epoch 381/500 45/45 [==============================] - 0s 322us/step - loss: 0.3923 - accuracy: 0.8167 Epoch 382/500 45/45 [==============================] - 0s 317us/step - loss: 0.3930 - accuracy: 0.8174 Epoch 383/500 45/45 [==============================] - 0s 330us/step - loss: 0.3928 - accuracy: 0.8160 Epoch 384/500 45/45 [==============================] - 0s 319us/step - loss: 0.3930 - accuracy: 0.8174 Epoch 385/500 45/45 [==============================] - 0s 325us/step - loss: 0.3926 - accuracy: 0.8153 Epoch 386/500 45/45 [==============================] - 0s 309us/step - loss: 0.3926 - accuracy: 0.8194 Epoch 387/500 45/45 [==============================] - 0s 321us/step - loss: 0.3925 - accuracy: 0.8153 Epoch 388/500 45/45 [==============================] - 0s 318us/step - loss: 0.3923 - accuracy: 0.8153 Epoch 389/500 45/45 [==============================] - 0s 320us/step - loss: 0.3923 - accuracy: 0.8222 Epoch 390/500 45/45 [==============================] - 0s 323us/step - loss: 0.3922 - accuracy: 0.8181 Epoch 391/500 45/45 [==============================] - 0s 321us/step - loss: 0.3920 - accuracy: 0.8194 Epoch 392/500 45/45 [==============================] - 0s 352us/step - loss: 0.3918 - accuracy: 0.8208 Epoch 393/500 45/45 [==============================] - 0s 330us/step - loss: 0.3918 - accuracy: 0.8153 Epoch 394/500 45/45 [==============================] - 0s 321us/step - loss: 0.3920 - accuracy: 0.8201 Epoch 395/500 45/45 [==============================] - 0s 315us/step - loss: 0.3919 - accuracy: 0.8160 Epoch 396/500 45/45 [==============================] - 0s 314us/step - loss: 0.3913 - accuracy: 0.8167 Epoch 397/500 45/45 [==============================] - 0s 323us/step - loss: 0.3919 - accuracy: 0.8215 Epoch 398/500 45/45 [==============================] - 0s 322us/step - loss: 0.3914 - accuracy: 0.8132 Epoch 399/500 45/45 [==============================] - 0s 324us/step - loss: 0.3917 - accuracy: 0.8188 Epoch 400/500 45/45 [==============================] - 0s 327us/step - loss: 0.3908 - accuracy: 0.8194 Epoch 401/500 45/45 [==============================] - 0s 328us/step - loss: 0.3910 - accuracy: 0.8146 Epoch 402/500 45/45 [==============================] - 0s 328us/step - loss: 0.3915 - accuracy: 0.8215 Epoch 403/500 45/45 [==============================] - 0s 330us/step - loss: 0.3911 - accuracy: 0.8167 Epoch 404/500 45/45 [==============================] - 0s 310us/step - loss: 0.3918 - accuracy: 0.8201 Epoch 405/500 45/45 [==============================] - 0s 323us/step - loss: 0.3912 - accuracy: 0.8201 Epoch 406/500 45/45 [==============================] - 0s 320us/step - loss: 0.3911 - accuracy: 0.8250 Epoch 407/500 45/45 [==============================] - 0s 325us/step - loss: 0.3909 - accuracy: 0.8194 Epoch 408/500 45/45 [==============================] - 0s 332us/step - loss: 0.3915 - accuracy: 0.8160 Epoch 409/500 45/45 [==============================] - 0s 329us/step - loss: 0.3914 - accuracy: 0.8194 Epoch 410/500 45/45 [==============================] - 0s 318us/step - loss: 0.3909 - accuracy: 0.8229 Epoch 411/500 45/45 [==============================] - 0s 327us/step - loss: 0.3909 - accuracy: 0.8181 Epoch 412/500 45/45 [==============================] - 0s 318us/step - loss: 0.3906 - accuracy: 0.8201 Epoch 413/500 45/45 [==============================] - 0s 329us/step - loss: 0.3915 - accuracy: 0.8160 Epoch 414/500 45/45 [==============================] - 0s 320us/step - loss: 0.3903 - accuracy: 0.8201 Epoch 415/500 45/45 [==============================] - 0s 325us/step - loss: 0.3908 - accuracy: 0.8132 Epoch 416/500 45/45 [==============================] - 0s 324us/step - loss: 0.3906 - accuracy: 0.8236 Epoch 417/500 45/45 [==============================] - 0s 324us/step - loss: 0.3903 - accuracy: 0.8181 Epoch 418/500 45/45 [==============================] - 0s 329us/step - loss: 0.3904 - accuracy: 0.8229 Epoch 419/500 45/45 [==============================] - 0s 328us/step - loss: 0.3907 - accuracy: 0.8146 Epoch 420/500 45/45 [==============================] - 0s 327us/step - loss: 0.3902 - accuracy: 0.8174 Epoch 421/500 45/45 [==============================] - 0s 334us/step - loss: 0.3901 - accuracy: 0.8153 Epoch 422/500 45/45 [==============================] - 0s 324us/step - loss: 0.3901 - accuracy: 0.8201 Epoch 423/500 45/45 [==============================] - 0s 321us/step - loss: 0.3898 - accuracy: 0.8208 Epoch 424/500 45/45 [==============================] - 0s 320us/step - loss: 0.3901 - accuracy: 0.8125 Epoch 425/500 45/45 [==============================] - 0s 326us/step - loss: 0.3900 - accuracy: 0.8139 Epoch 426/500 45/45 [==============================] - 0s 318us/step - loss: 0.3897 - accuracy: 0.8194 Epoch 427/500 45/45 [==============================] - 0s 1ms/step - loss: 0.3899 - accuracy: 0.8125 Epoch 428/500 45/45 [==============================] - 0s 414us/step - loss: 0.3899 - accuracy: 0.8188 Epoch 429/500 45/45 [==============================] - 0s 397us/step - loss: 0.3895 - accuracy: 0.8181 Epoch 430/500 45/45 [==============================] - 0s 392us/step - loss: 0.3899 - accuracy: 0.8188 Epoch 431/500 45/45 [==============================] - 0s 393us/step - loss: 0.3900 - accuracy: 0.8229 Epoch 432/500 45/45 [==============================] - 0s 383us/step - loss: 0.3899 - accuracy: 0.8132 Epoch 433/500 45/45 [==============================] - 0s 411us/step - loss: 0.3896 - accuracy: 0.8201 Epoch 434/500 45/45 [==============================] - 0s 408us/step - loss: 0.3899 - accuracy: 0.8174 Epoch 435/500 45/45 [==============================] - 0s 405us/step - loss: 0.3893 - accuracy: 0.8181 Epoch 436/500 45/45 [==============================] - 0s 423us/step - loss: 0.3896 - accuracy: 0.8167 Epoch 437/500 45/45 [==============================] - 0s 396us/step - loss: 0.3892 - accuracy: 0.8188 Epoch 438/500 45/45 [==============================] - 0s 397us/step - loss: 0.3897 - accuracy: 0.8160 Epoch 439/500 45/45 [==============================] - 0s 414us/step - loss: 0.3894 - accuracy: 0.8181 Epoch 440/500 45/45 [==============================] - 0s 403us/step - loss: 0.3895 - accuracy: 0.8194 Epoch 441/500 45/45 [==============================] - 0s 352us/step - loss: 0.3891 - accuracy: 0.8174 Epoch 442/500 45/45 [==============================] - 0s 318us/step - loss: 0.3884 - accuracy: 0.8201 Epoch 443/500 45/45 [==============================] - 0s 315us/step - loss: 0.3895 - accuracy: 0.8194 Epoch 444/500 45/45 [==============================] - 0s 325us/step - loss: 0.3896 - accuracy: 0.8194 Epoch 445/500 45/45 [==============================] - 0s 323us/step - loss: 0.3891 - accuracy: 0.8188 Epoch 446/500 45/45 [==============================] - 0s 327us/step - loss: 0.3887 - accuracy: 0.8167 Epoch 447/500 45/45 [==============================] - 0s 318us/step - loss: 0.3890 - accuracy: 0.8194 Epoch 448/500 45/45 [==============================] - 0s 353us/step - loss: 0.3888 - accuracy: 0.8188 Epoch 449/500 45/45 [==============================] - 0s 320us/step - loss: 0.3888 - accuracy: 0.8153 Epoch 450/500 45/45 [==============================] - 0s 322us/step - loss: 0.3884 - accuracy: 0.8222 Epoch 451/500 45/45 [==============================] - 0s 325us/step - loss: 0.3888 - accuracy: 0.8132 Epoch 452/500 45/45 [==============================] - 0s 333us/step - loss: 0.3884 - accuracy: 0.8132 Epoch 453/500 45/45 [==============================] - 0s 323us/step - loss: 0.3885 - accuracy: 0.8174 Epoch 454/500 45/45 [==============================] - 0s 329us/step - loss: 0.3883 - accuracy: 0.8153 Epoch 455/500 45/45 [==============================] - 0s 328us/step - loss: 0.3887 - accuracy: 0.8215 Epoch 456/500 45/45 [==============================] - 0s 323us/step - loss: 0.3888 - accuracy: 0.8146 Epoch 457/500 45/45 [==============================] - 0s 322us/step - loss: 0.3880 - accuracy: 0.8181 Epoch 458/500 45/45 [==============================] - 0s 328us/step - loss: 0.3880 - accuracy: 0.8153 Epoch 459/500 45/45 [==============================] - 0s 357us/step - loss: 0.3888 - accuracy: 0.8139 Epoch 460/500 45/45 [==============================] - 0s 335us/step - loss: 0.3882 - accuracy: 0.8201 Epoch 461/500 45/45 [==============================] - 0s 324us/step - loss: 0.3878 - accuracy: 0.8160 Epoch 462/500 45/45 [==============================] - 0s 325us/step - loss: 0.3877 - accuracy: 0.8194 Epoch 463/500 45/45 [==============================] - 0s 324us/step - loss: 0.3882 - accuracy: 0.8146 Epoch 464/500 45/45 [==============================] - 0s 522us/step - loss: 0.3885 - accuracy: 0.8125 Epoch 465/500 45/45 [==============================] - 0s 409us/step - loss: 0.3865 - accuracy: 0.8167 Epoch 466/500 45/45 [==============================] - 0s 410us/step - loss: 0.3883 - accuracy: 0.8146 Epoch 467/500 45/45 [==============================] - 0s 402us/step - loss: 0.3878 - accuracy: 0.8194 Epoch 468/500 45/45 [==============================] - 0s 407us/step - loss: 0.3878 - accuracy: 0.8125 Epoch 469/500 45/45 [==============================] - 0s 400us/step - loss: 0.3870 - accuracy: 0.8167 Epoch 470/500 45/45 [==============================] - 0s 412us/step - loss: 0.3871 - accuracy: 0.8174 Epoch 471/500 45/45 [==============================] - 0s 400us/step - loss: 0.3873 - accuracy: 0.8215 Epoch 472/500 45/45 [==============================] - 0s 412us/step - loss: 0.3874 - accuracy: 0.8090 Epoch 473/500 45/45 [==============================] - 0s 405us/step - loss: 0.3877 - accuracy: 0.8181 Epoch 474/500 45/45 [==============================] - 0s 396us/step - loss: 0.3874 - accuracy: 0.8125 Epoch 475/500 45/45 [==============================] - 0s 383us/step - loss: 0.3870 - accuracy: 0.8139 Epoch 476/500 45/45 [==============================] - 0s 401us/step - loss: 0.3869 - accuracy: 0.8125 Epoch 477/500 45/45 [==============================] - 0s 377us/step - loss: 0.3871 - accuracy: 0.8160 Epoch 478/500 45/45 [==============================] - 0s 330us/step - loss: 0.3874 - accuracy: 0.8118 Epoch 479/500 45/45 [==============================] - 0s 321us/step - loss: 0.3874 - accuracy: 0.8125 Epoch 480/500 45/45 [==============================] - 0s 330us/step - loss: 0.3866 - accuracy: 0.8174 Epoch 481/500 45/45 [==============================] - 0s 325us/step - loss: 0.3872 - accuracy: 0.8132 Epoch 482/500 45/45 [==============================] - 0s 335us/step - loss: 0.3874 - accuracy: 0.8139 Epoch 483/500 45/45 [==============================] - 0s 360us/step - loss: 0.3867 - accuracy: 0.8132 Epoch 484/500 45/45 [==============================] - 0s 391us/step - loss: 0.3871 - accuracy: 0.8118 Epoch 485/500 45/45 [==============================] - 0s 370us/step - loss: 0.3867 - accuracy: 0.8146 Epoch 486/500 45/45 [==============================] - 0s 345us/step - loss: 0.3866 - accuracy: 0.8174 Epoch 487/500 45/45 [==============================] - 0s 318us/step - loss: 0.3856 - accuracy: 0.8118 Epoch 488/500 45/45 [==============================] - 0s 321us/step - loss: 0.3869 - accuracy: 0.8167 Epoch 489/500 45/45 [==============================] - 0s 327us/step - loss: 0.3866 - accuracy: 0.8160 Epoch 490/500 45/45 [==============================] - 0s 321us/step - loss: 0.3859 - accuracy: 0.8111 Epoch 491/500 45/45 [==============================] - 0s 320us/step - loss: 0.3862 - accuracy: 0.8160 Epoch 492/500 45/45 [==============================] - 0s 319us/step - loss: 0.3861 - accuracy: 0.8125 Epoch 493/500 45/45 [==============================] - 0s 312us/step - loss: 0.3865 - accuracy: 0.8146 Epoch 494/500 45/45 [==============================] - 0s 318us/step - loss: 0.3860 - accuracy: 0.8132 Epoch 495/500 45/45 [==============================] - 0s 313us/step - loss: 0.3857 - accuracy: 0.8167 Epoch 496/500 45/45 [==============================] - 0s 323us/step - loss: 0.3859 - accuracy: 0.8139 Epoch 497/500 45/45 [==============================] - 0s 321us/step - loss: 0.3855 - accuracy: 0.8111 Epoch 498/500 45/45 [==============================] - 0s 320us/step - loss: 0.3861 - accuracy: 0.8097 Epoch 499/500 45/45 [==============================] - 0s 306us/step - loss: 0.3859 - accuracy: 0.8146 Epoch 500/500 45/45 [==============================] - 0s 326us/step - loss: 0.3861 - accuracy: 0.8139 5/5 [==============================] - 0s 443us/step Epoch 1/500 45/45 [==============================] - 0s 428us/step - loss: 0.6872 - accuracy: 0.6646 Epoch 2/500 45/45 [==============================] - 0s 426us/step - loss: 0.6709 - accuracy: 0.6667 Epoch 3/500 45/45 [==============================] - 0s 341us/step - loss: 0.6457 - accuracy: 0.6667 Epoch 4/500 45/45 [==============================] - 0s 320us/step - loss: 0.6140 - accuracy: 0.6667 Epoch 5/500 45/45 [==============================] - 0s 322us/step - loss: 0.5796 - accuracy: 0.6667 Epoch 6/500 45/45 [==============================] - 0s 324us/step - loss: 0.5494 - accuracy: 0.6653 Epoch 7/500 45/45 [==============================] - 0s 330us/step - loss: 0.5271 - accuracy: 0.6792 Epoch 8/500 45/45 [==============================] - 0s 324us/step - loss: 0.5130 - accuracy: 0.7333 Epoch 9/500 45/45 [==============================] - 0s 329us/step - loss: 0.5033 - accuracy: 0.7653 Epoch 10/500 45/45 [==============================] - 0s 321us/step - loss: 0.4961 - accuracy: 0.7667 Epoch 11/500 45/45 [==============================] - 0s 325us/step - loss: 0.4907 - accuracy: 0.7590 Epoch 12/500 45/45 [==============================] - 0s 322us/step - loss: 0.4864 - accuracy: 0.7625 Epoch 13/500 45/45 [==============================] - 0s 327us/step - loss: 0.4832 - accuracy: 0.7556 Epoch 14/500 45/45 [==============================] - 0s 326us/step - loss: 0.4804 - accuracy: 0.7625 Epoch 15/500 45/45 [==============================] - 0s 315us/step - loss: 0.4782 - accuracy: 0.7597 Epoch 16/500 45/45 [==============================] - 0s 325us/step - loss: 0.4766 - accuracy: 0.7625 Epoch 17/500 45/45 [==============================] - 0s 315us/step - loss: 0.4753 - accuracy: 0.7632 Epoch 18/500 45/45 [==============================] - 0s 330us/step - loss: 0.4741 - accuracy: 0.7646 Epoch 19/500 45/45 [==============================] - 0s 324us/step - loss: 0.4731 - accuracy: 0.7708 Epoch 20/500 45/45 [==============================] - 0s 329us/step - loss: 0.4717 - accuracy: 0.7708 Epoch 21/500 45/45 [==============================] - 0s 334us/step - loss: 0.4706 - accuracy: 0.7729 Epoch 22/500 45/45 [==============================] - 0s 325us/step - loss: 0.4695 - accuracy: 0.7736 Epoch 23/500 45/45 [==============================] - 0s 324us/step - loss: 0.4684 - accuracy: 0.7743 Epoch 24/500 45/45 [==============================] - 0s 331us/step - loss: 0.4675 - accuracy: 0.7736 Epoch 25/500 45/45 [==============================] - 0s 325us/step - loss: 0.4670 - accuracy: 0.7708 Epoch 26/500 45/45 [==============================] - 0s 318us/step - loss: 0.4661 - accuracy: 0.7722 Epoch 27/500 45/45 [==============================] - 0s 320us/step - loss: 0.4652 - accuracy: 0.7736 Epoch 28/500 45/45 [==============================] - 0s 322us/step - loss: 0.4643 - accuracy: 0.7750 Epoch 29/500 45/45 [==============================] - 0s 317us/step - loss: 0.4637 - accuracy: 0.7743 Epoch 30/500 45/45 [==============================] - 0s 323us/step - loss: 0.4628 - accuracy: 0.7729 Epoch 31/500 45/45 [==============================] - 0s 315us/step - loss: 0.4622 - accuracy: 0.7722 Epoch 32/500 45/45 [==============================] - 0s 324us/step - loss: 0.4612 - accuracy: 0.7757 Epoch 33/500 45/45 [==============================] - 0s 349us/step - loss: 0.4608 - accuracy: 0.7771 Epoch 34/500 45/45 [==============================] - 0s 387us/step - loss: 0.4599 - accuracy: 0.7757 Epoch 35/500 45/45 [==============================] - 0s 400us/step - loss: 0.4591 - accuracy: 0.7764 Epoch 36/500 45/45 [==============================] - 0s 396us/step - loss: 0.4582 - accuracy: 0.7736 Epoch 37/500 45/45 [==============================] - 0s 349us/step - loss: 0.4577 - accuracy: 0.7764 Epoch 38/500 45/45 [==============================] - 0s 364us/step - loss: 0.4570 - accuracy: 0.7750 Epoch 39/500 45/45 [==============================] - 0s 352us/step - loss: 0.4563 - accuracy: 0.7785 Epoch 40/500 45/45 [==============================] - 0s 343us/step - loss: 0.4559 - accuracy: 0.7750 Epoch 41/500 45/45 [==============================] - 0s 387us/step - loss: 0.4552 - accuracy: 0.7743 Epoch 42/500 45/45 [==============================] - 0s 383us/step - loss: 0.4548 - accuracy: 0.7743 Epoch 43/500 45/45 [==============================] - 0s 341us/step - loss: 0.4541 - accuracy: 0.7736 Epoch 44/500 45/45 [==============================] - 0s 360us/step - loss: 0.4536 - accuracy: 0.7736 Epoch 45/500 45/45 [==============================] - 0s 361us/step - loss: 0.4532 - accuracy: 0.7736 Epoch 46/500 45/45 [==============================] - 0s 347us/step - loss: 0.4526 - accuracy: 0.7736 Epoch 47/500 45/45 [==============================] - 0s 336us/step - loss: 0.4522 - accuracy: 0.7743 Epoch 48/500 45/45 [==============================] - 0s 357us/step - loss: 0.4517 - accuracy: 0.7743 Epoch 49/500 45/45 [==============================] - 0s 338us/step - loss: 0.4512 - accuracy: 0.7750 Epoch 50/500 45/45 [==============================] - 0s 343us/step - loss: 0.4507 - accuracy: 0.7778 Epoch 51/500 45/45 [==============================] - 0s 554us/step - loss: 0.4505 - accuracy: 0.7750 Epoch 52/500 45/45 [==============================] - 0s 349us/step - loss: 0.4499 - accuracy: 0.7799 Epoch 53/500 45/45 [==============================] - 0s 357us/step - loss: 0.4496 - accuracy: 0.7764 Epoch 54/500 45/45 [==============================] - 0s 324us/step - loss: 0.4492 - accuracy: 0.7792 Epoch 55/500 45/45 [==============================] - 0s 345us/step - loss: 0.4489 - accuracy: 0.7778 Epoch 56/500 45/45 [==============================] - 0s 336us/step - loss: 0.4486 - accuracy: 0.7757 Epoch 57/500 45/45 [==============================] - 0s 321us/step - loss: 0.4480 - accuracy: 0.7764 Epoch 58/500 45/45 [==============================] - 0s 319us/step - loss: 0.4477 - accuracy: 0.7792 Epoch 59/500 45/45 [==============================] - 0s 323us/step - loss: 0.4473 - accuracy: 0.7785 Epoch 60/500 45/45 [==============================] - 0s 326us/step - loss: 0.4470 - accuracy: 0.7771 Epoch 61/500 45/45 [==============================] - 0s 318us/step - loss: 0.4469 - accuracy: 0.7764 Epoch 62/500 45/45 [==============================] - 0s 321us/step - loss: 0.4464 - accuracy: 0.7757 Epoch 63/500 45/45 [==============================] - 0s 331us/step - loss: 0.4461 - accuracy: 0.7785 Epoch 64/500 45/45 [==============================] - 0s 326us/step - loss: 0.4455 - accuracy: 0.7819 Epoch 65/500 45/45 [==============================] - 0s 328us/step - loss: 0.4455 - accuracy: 0.7750 Epoch 66/500 45/45 [==============================] - 0s 340us/step - loss: 0.4449 - accuracy: 0.7764 Epoch 67/500 45/45 [==============================] - 0s 313us/step - loss: 0.4445 - accuracy: 0.7826 Epoch 68/500 45/45 [==============================] - 0s 328us/step - loss: 0.4446 - accuracy: 0.7771 Epoch 69/500 45/45 [==============================] - 0s 325us/step - loss: 0.4442 - accuracy: 0.7757 Epoch 70/500 45/45 [==============================] - 0s 325us/step - loss: 0.4437 - accuracy: 0.7757 Epoch 71/500 45/45 [==============================] - 0s 331us/step - loss: 0.4435 - accuracy: 0.7764 Epoch 72/500 45/45 [==============================] - 0s 322us/step - loss: 0.4434 - accuracy: 0.7785 Epoch 73/500 45/45 [==============================] - 0s 330us/step - loss: 0.4427 - accuracy: 0.7771 Epoch 74/500 45/45 [==============================] - 0s 320us/step - loss: 0.4426 - accuracy: 0.7743 Epoch 75/500 45/45 [==============================] - 0s 329us/step - loss: 0.4424 - accuracy: 0.7771 Epoch 76/500 45/45 [==============================] - 0s 324us/step - loss: 0.4419 - accuracy: 0.7771 Epoch 77/500 45/45 [==============================] - 0s 325us/step - loss: 0.4420 - accuracy: 0.7785 Epoch 78/500 45/45 [==============================] - 0s 328us/step - loss: 0.4417 - accuracy: 0.7750 Epoch 79/500 45/45 [==============================] - 0s 329us/step - loss: 0.4413 - accuracy: 0.7750 Epoch 80/500 45/45 [==============================] - 0s 327us/step - loss: 0.4411 - accuracy: 0.7778 Epoch 81/500 45/45 [==============================] - 0s 332us/step - loss: 0.4409 - accuracy: 0.7764 Epoch 82/500 45/45 [==============================] - 0s 327us/step - loss: 0.4408 - accuracy: 0.7743 Epoch 83/500 45/45 [==============================] - 0s 309us/step - loss: 0.4404 - accuracy: 0.7771 Epoch 84/500 45/45 [==============================] - 0s 323us/step - loss: 0.4401 - accuracy: 0.7792 Epoch 85/500 45/45 [==============================] - 0s 334us/step - loss: 0.4398 - accuracy: 0.7764 Epoch 86/500 45/45 [==============================] - 0s 330us/step - loss: 0.4393 - accuracy: 0.7806 Epoch 87/500 45/45 [==============================] - 0s 325us/step - loss: 0.4394 - accuracy: 0.7750 Epoch 88/500 45/45 [==============================] - 0s 318us/step - loss: 0.4386 - accuracy: 0.7778 Epoch 89/500 45/45 [==============================] - 0s 327us/step - loss: 0.4386 - accuracy: 0.7778 Epoch 90/500 45/45 [==============================] - 0s 316us/step - loss: 0.4384 - accuracy: 0.7799 Epoch 91/500 45/45 [==============================] - 0s 318us/step - loss: 0.4381 - accuracy: 0.7764 Epoch 92/500 45/45 [==============================] - 0s 325us/step - loss: 0.4376 - accuracy: 0.7799 Epoch 93/500 45/45 [==============================] - 0s 325us/step - loss: 0.4373 - accuracy: 0.7792 Epoch 94/500 45/45 [==============================] - 0s 324us/step - loss: 0.4372 - accuracy: 0.7806 Epoch 95/500 45/45 [==============================] - 0s 333us/step - loss: 0.4368 - accuracy: 0.7819 Epoch 96/500 45/45 [==============================] - 0s 329us/step - loss: 0.4369 - accuracy: 0.7799 Epoch 97/500 45/45 [==============================] - 0s 311us/step - loss: 0.4363 - accuracy: 0.7799 Epoch 98/500 45/45 [==============================] - 0s 319us/step - loss: 0.4361 - accuracy: 0.7799 Epoch 99/500 45/45 [==============================] - 0s 320us/step - loss: 0.4360 - accuracy: 0.7826 Epoch 100/500 45/45 [==============================] - 0s 323us/step - loss: 0.4355 - accuracy: 0.7847 Epoch 101/500 45/45 [==============================] - 0s 320us/step - loss: 0.4355 - accuracy: 0.7812 Epoch 102/500 45/45 [==============================] - 0s 324us/step - loss: 0.4350 - accuracy: 0.7799 Epoch 103/500 45/45 [==============================] - 0s 324us/step - loss: 0.4347 - accuracy: 0.7785 Epoch 104/500 45/45 [==============================] - 0s 326us/step - loss: 0.4345 - accuracy: 0.7819 Epoch 105/500 45/45 [==============================] - 0s 328us/step - loss: 0.4344 - accuracy: 0.7812 Epoch 106/500 45/45 [==============================] - 0s 328us/step - loss: 0.4340 - accuracy: 0.7812 Epoch 107/500 45/45 [==============================] - 0s 316us/step - loss: 0.4338 - accuracy: 0.7840 Epoch 108/500 45/45 [==============================] - 0s 324us/step - loss: 0.4333 - accuracy: 0.7875 Epoch 109/500 45/45 [==============================] - 0s 324us/step - loss: 0.4333 - accuracy: 0.7854 Epoch 110/500 45/45 [==============================] - 0s 322us/step - loss: 0.4329 - accuracy: 0.7819 Epoch 111/500 45/45 [==============================] - 0s 324us/step - loss: 0.4326 - accuracy: 0.7896 Epoch 112/500 45/45 [==============================] - 0s 331us/step - loss: 0.4325 - accuracy: 0.7861 Epoch 113/500 45/45 [==============================] - 0s 315us/step - loss: 0.4321 - accuracy: 0.7861 Epoch 114/500 45/45 [==============================] - 0s 328us/step - loss: 0.4322 - accuracy: 0.7868 Epoch 115/500 45/45 [==============================] - 0s 326us/step - loss: 0.4312 - accuracy: 0.7868 Epoch 116/500 45/45 [==============================] - 0s 313us/step - loss: 0.4317 - accuracy: 0.7882 Epoch 117/500 45/45 [==============================] - 0s 327us/step - loss: 0.4312 - accuracy: 0.7826 Epoch 118/500 45/45 [==============================] - 0s 324us/step - loss: 0.4310 - accuracy: 0.7868 Epoch 119/500 45/45 [==============================] - 0s 320us/step - loss: 0.4307 - accuracy: 0.7882 Epoch 120/500 45/45 [==============================] - 0s 325us/step - loss: 0.4307 - accuracy: 0.7875 Epoch 121/500 45/45 [==============================] - 0s 330us/step - loss: 0.4302 - accuracy: 0.7861 Epoch 122/500 45/45 [==============================] - 0s 325us/step - loss: 0.4303 - accuracy: 0.7889 Epoch 123/500 45/45 [==============================] - 0s 317us/step - loss: 0.4300 - accuracy: 0.7861 Epoch 124/500 45/45 [==============================] - 0s 331us/step - loss: 0.4296 - accuracy: 0.7868 Epoch 125/500 45/45 [==============================] - 0s 331us/step - loss: 0.4296 - accuracy: 0.7889 Epoch 126/500 45/45 [==============================] - 0s 318us/step - loss: 0.4290 - accuracy: 0.7903 Epoch 127/500 45/45 [==============================] - 0s 316us/step - loss: 0.4293 - accuracy: 0.7910 Epoch 128/500 45/45 [==============================] - 0s 327us/step - loss: 0.4291 - accuracy: 0.7910 Epoch 129/500 45/45 [==============================] - 0s 331us/step - loss: 0.4283 - accuracy: 0.7931 Epoch 130/500 45/45 [==============================] - 0s 324us/step - loss: 0.4288 - accuracy: 0.7896 Epoch 131/500 45/45 [==============================] - 0s 325us/step - loss: 0.4283 - accuracy: 0.7903 Epoch 132/500 45/45 [==============================] - 0s 324us/step - loss: 0.4281 - accuracy: 0.7944 Epoch 133/500 45/45 [==============================] - 0s 332us/step - loss: 0.4280 - accuracy: 0.7931 Epoch 134/500 45/45 [==============================] - 0s 314us/step - loss: 0.4275 - accuracy: 0.7924 Epoch 135/500 45/45 [==============================] - 0s 326us/step - loss: 0.4277 - accuracy: 0.7958 Epoch 136/500 45/45 [==============================] - 0s 330us/step - loss: 0.4274 - accuracy: 0.7944 Epoch 137/500 45/45 [==============================] - 0s 339us/step - loss: 0.4269 - accuracy: 0.7951 Epoch 138/500 45/45 [==============================] - 0s 333us/step - loss: 0.4267 - accuracy: 0.7924 Epoch 139/500 45/45 [==============================] - 0s 329us/step - loss: 0.4267 - accuracy: 0.7903 Epoch 140/500 45/45 [==============================] - 0s 329us/step - loss: 0.4267 - accuracy: 0.7924 Epoch 141/500 45/45 [==============================] - 0s 325us/step - loss: 0.4260 - accuracy: 0.7931 Epoch 142/500 45/45 [==============================] - 0s 316us/step - loss: 0.4261 - accuracy: 0.7944 Epoch 143/500 45/45 [==============================] - 0s 327us/step - loss: 0.4257 - accuracy: 0.7965 Epoch 144/500 45/45 [==============================] - 0s 333us/step - loss: 0.4256 - accuracy: 0.7944 Epoch 145/500 45/45 [==============================] - 0s 322us/step - loss: 0.4256 - accuracy: 0.7951 Epoch 146/500 45/45 [==============================] - 0s 318us/step - loss: 0.4251 - accuracy: 0.7965 Epoch 147/500 45/45 [==============================] - 0s 319us/step - loss: 0.4253 - accuracy: 0.7937 Epoch 148/500 45/45 [==============================] - 0s 317us/step - loss: 0.4250 - accuracy: 0.7965 Epoch 149/500 45/45 [==============================] - 0s 320us/step - loss: 0.4244 - accuracy: 0.7972 Epoch 150/500 45/45 [==============================] - 0s 324us/step - loss: 0.4245 - accuracy: 0.7937 Epoch 151/500 45/45 [==============================] - 0s 327us/step - loss: 0.4246 - accuracy: 0.7972 Epoch 152/500 45/45 [==============================] - 0s 309us/step - loss: 0.4243 - accuracy: 0.7937 Epoch 153/500 45/45 [==============================] - 0s 326us/step - loss: 0.4243 - accuracy: 0.7965 Epoch 154/500 45/45 [==============================] - 0s 320us/step - loss: 0.4241 - accuracy: 0.7979 Epoch 155/500 45/45 [==============================] - 0s 323us/step - loss: 0.4241 - accuracy: 0.7979 Epoch 156/500 45/45 [==============================] - 0s 334us/step - loss: 0.4235 - accuracy: 0.7944 Epoch 157/500 45/45 [==============================] - 0s 325us/step - loss: 0.4237 - accuracy: 0.7951 Epoch 158/500 45/45 [==============================] - 0s 332us/step - loss: 0.4235 - accuracy: 0.7951 Epoch 159/500 45/45 [==============================] - 0s 320us/step - loss: 0.4233 - accuracy: 0.7972 Epoch 160/500 45/45 [==============================] - 0s 313us/step - loss: 0.4230 - accuracy: 0.7958 Epoch 161/500 45/45 [==============================] - 0s 331us/step - loss: 0.4231 - accuracy: 0.7931 Epoch 162/500 45/45 [==============================] - 0s 333us/step - loss: 0.4222 - accuracy: 0.7958 Epoch 163/500 45/45 [==============================] - 0s 320us/step - loss: 0.4220 - accuracy: 0.7986 Epoch 164/500 45/45 [==============================] - 0s 313us/step - loss: 0.4228 - accuracy: 0.7937 Epoch 165/500 45/45 [==============================] - 0s 338us/step - loss: 0.4224 - accuracy: 0.7917 Epoch 166/500 45/45 [==============================] - 0s 322us/step - loss: 0.4224 - accuracy: 0.7965 Epoch 167/500 45/45 [==============================] - 0s 328us/step - loss: 0.4222 - accuracy: 0.7924 Epoch 168/500 45/45 [==============================] - 0s 320us/step - loss: 0.4224 - accuracy: 0.7993 Epoch 169/500 45/45 [==============================] - 0s 322us/step - loss: 0.4219 - accuracy: 0.7979 Epoch 170/500 45/45 [==============================] - 0s 314us/step - loss: 0.4220 - accuracy: 0.7972 Epoch 171/500 45/45 [==============================] - 0s 326us/step - loss: 0.4216 - accuracy: 0.7979 Epoch 172/500 45/45 [==============================] - 0s 321us/step - loss: 0.4219 - accuracy: 0.7924 Epoch 173/500 45/45 [==============================] - 0s 326us/step - loss: 0.4218 - accuracy: 0.7937 Epoch 174/500 45/45 [==============================] - 0s 318us/step - loss: 0.4215 - accuracy: 0.7944 Epoch 175/500 45/45 [==============================] - 0s 320us/step - loss: 0.4214 - accuracy: 0.7965 Epoch 176/500 45/45 [==============================] - 0s 319us/step - loss: 0.4213 - accuracy: 0.7937 Epoch 177/500 45/45 [==============================] - 0s 325us/step - loss: 0.4209 - accuracy: 0.7931 Epoch 178/500 45/45 [==============================] - 0s 334us/step - loss: 0.4211 - accuracy: 0.7986 Epoch 179/500 45/45 [==============================] - 0s 325us/step - loss: 0.4208 - accuracy: 0.7986 Epoch 180/500 45/45 [==============================] - 0s 333us/step - loss: 0.4207 - accuracy: 0.7944 Epoch 181/500 45/45 [==============================] - 0s 318us/step - loss: 0.4207 - accuracy: 0.7958 Epoch 182/500 45/45 [==============================] - 0s 325us/step - loss: 0.4204 - accuracy: 0.7951 Epoch 183/500 45/45 [==============================] - 0s 325us/step - loss: 0.4204 - accuracy: 0.7924 Epoch 184/500 45/45 [==============================] - 0s 316us/step - loss: 0.4202 - accuracy: 0.7958 Epoch 185/500 45/45 [==============================] - 0s 314us/step - loss: 0.4199 - accuracy: 0.8000 Epoch 186/500 45/45 [==============================] - 0s 324us/step - loss: 0.4201 - accuracy: 0.7958 Epoch 187/500 45/45 [==============================] - 0s 313us/step - loss: 0.4201 - accuracy: 0.8021 Epoch 188/500 45/45 [==============================] - 0s 324us/step - loss: 0.4199 - accuracy: 0.7986 Epoch 189/500 45/45 [==============================] - 0s 324us/step - loss: 0.4195 - accuracy: 0.7958 Epoch 190/500 45/45 [==============================] - 0s 321us/step - loss: 0.4194 - accuracy: 0.7979 Epoch 191/500 45/45 [==============================] - 0s 329us/step - loss: 0.4194 - accuracy: 0.7972 Epoch 192/500 45/45 [==============================] - 0s 327us/step - loss: 0.4196 - accuracy: 0.8021 Epoch 193/500 45/45 [==============================] - 0s 316us/step - loss: 0.4195 - accuracy: 0.7965 Epoch 194/500 45/45 [==============================] - 0s 320us/step - loss: 0.4191 - accuracy: 0.8007 Epoch 195/500 45/45 [==============================] - 0s 326us/step - loss: 0.4192 - accuracy: 0.7979 Epoch 196/500 45/45 [==============================] - 0s 313us/step - loss: 0.4189 - accuracy: 0.7972 Epoch 197/500 45/45 [==============================] - 0s 336us/step - loss: 0.4190 - accuracy: 0.7979 Epoch 198/500 45/45 [==============================] - 0s 328us/step - loss: 0.4189 - accuracy: 0.7993 Epoch 199/500 45/45 [==============================] - 0s 313us/step - loss: 0.4187 - accuracy: 0.7958 Epoch 200/500 45/45 [==============================] - 0s 324us/step - loss: 0.4186 - accuracy: 0.8014 Epoch 201/500 45/45 [==============================] - 0s 338us/step - loss: 0.4185 - accuracy: 0.7965 Epoch 202/500 45/45 [==============================] - 0s 312us/step - loss: 0.4182 - accuracy: 0.8000 Epoch 203/500 45/45 [==============================] - 0s 317us/step - loss: 0.4185 - accuracy: 0.8000 Epoch 204/500 45/45 [==============================] - 0s 317us/step - loss: 0.4183 - accuracy: 0.7993 Epoch 205/500 45/45 [==============================] - 0s 332us/step - loss: 0.4176 - accuracy: 0.8021 Epoch 206/500 45/45 [==============================] - 0s 328us/step - loss: 0.4185 - accuracy: 0.7993 Epoch 207/500 45/45 [==============================] - 0s 315us/step - loss: 0.4179 - accuracy: 0.7993 Epoch 208/500 45/45 [==============================] - 0s 327us/step - loss: 0.4173 - accuracy: 0.7993 Epoch 209/500 45/45 [==============================] - 0s 315us/step - loss: 0.4176 - accuracy: 0.7993 Epoch 210/500 45/45 [==============================] - 0s 313us/step - loss: 0.4180 - accuracy: 0.8021 Epoch 211/500 45/45 [==============================] - 0s 311us/step - loss: 0.4175 - accuracy: 0.8042 Epoch 212/500 45/45 [==============================] - 0s 325us/step - loss: 0.4176 - accuracy: 0.7993 Epoch 213/500 45/45 [==============================] - 0s 327us/step - loss: 0.4176 - accuracy: 0.7965 Epoch 214/500 45/45 [==============================] - 0s 323us/step - loss: 0.4170 - accuracy: 0.8007 Epoch 215/500 45/45 [==============================] - 0s 327us/step - loss: 0.4174 - accuracy: 0.8014 Epoch 216/500 45/45 [==============================] - 0s 324us/step - loss: 0.4172 - accuracy: 0.7979 Epoch 217/500 45/45 [==============================] - 0s 319us/step - loss: 0.4171 - accuracy: 0.8007 Epoch 218/500 45/45 [==============================] - 0s 323us/step - loss: 0.4167 - accuracy: 0.8021 Epoch 219/500 45/45 [==============================] - 0s 328us/step - loss: 0.4173 - accuracy: 0.8014 Epoch 220/500 45/45 [==============================] - 0s 326us/step - loss: 0.4170 - accuracy: 0.8000 Epoch 221/500 45/45 [==============================] - 0s 325us/step - loss: 0.4166 - accuracy: 0.8028 Epoch 222/500 45/45 [==============================] - 0s 319us/step - loss: 0.4168 - accuracy: 0.8014 Epoch 223/500 45/45 [==============================] - 0s 325us/step - loss: 0.4162 - accuracy: 0.8049 Epoch 224/500 45/45 [==============================] - 0s 329us/step - loss: 0.4166 - accuracy: 0.7993 Epoch 225/500 45/45 [==============================] - 0s 312us/step - loss: 0.4165 - accuracy: 0.8000 Epoch 226/500 45/45 [==============================] - 0s 315us/step - loss: 0.4161 - accuracy: 0.8007 Epoch 227/500 45/45 [==============================] - 0s 319us/step - loss: 0.4161 - accuracy: 0.7979 Epoch 228/500 45/45 [==============================] - 0s 323us/step - loss: 0.4163 - accuracy: 0.8021 Epoch 229/500 45/45 [==============================] - 0s 331us/step - loss: 0.4162 - accuracy: 0.7986 Epoch 230/500 45/45 [==============================] - 0s 315us/step - loss: 0.4151 - accuracy: 0.7958 Epoch 231/500 45/45 [==============================] - 0s 318us/step - loss: 0.4161 - accuracy: 0.8021 Epoch 232/500 45/45 [==============================] - 0s 331us/step - loss: 0.4160 - accuracy: 0.8000 Epoch 233/500 45/45 [==============================] - 0s 328us/step - loss: 0.4161 - accuracy: 0.8014 Epoch 234/500 45/45 [==============================] - 0s 320us/step - loss: 0.4156 - accuracy: 0.7986 Epoch 235/500 45/45 [==============================] - 0s 323us/step - loss: 0.4155 - accuracy: 0.7986 Epoch 236/500 45/45 [==============================] - 0s 326us/step - loss: 0.4159 - accuracy: 0.8000 Epoch 237/500 45/45 [==============================] - 0s 325us/step - loss: 0.4157 - accuracy: 0.8000 Epoch 238/500 45/45 [==============================] - 0s 318us/step - loss: 0.4157 - accuracy: 0.8021 Epoch 239/500 45/45 [==============================] - 0s 314us/step - loss: 0.4156 - accuracy: 0.7993 Epoch 240/500 45/45 [==============================] - 0s 331us/step - loss: 0.4156 - accuracy: 0.7986 Epoch 241/500 45/45 [==============================] - 0s 329us/step - loss: 0.4153 - accuracy: 0.8000 Epoch 242/500 45/45 [==============================] - 0s 335us/step - loss: 0.4155 - accuracy: 0.8007 Epoch 243/500 45/45 [==============================] - 0s 321us/step - loss: 0.4153 - accuracy: 0.8021 Epoch 244/500 45/45 [==============================] - 0s 320us/step - loss: 0.4154 - accuracy: 0.8028 Epoch 245/500 45/45 [==============================] - 0s 332us/step - loss: 0.4153 - accuracy: 0.8000 Epoch 246/500 45/45 [==============================] - 0s 319us/step - loss: 0.4152 - accuracy: 0.8028 Epoch 247/500 45/45 [==============================] - 0s 330us/step - loss: 0.4154 - accuracy: 0.8028 Epoch 248/500 45/45 [==============================] - 0s 330us/step - loss: 0.4149 - accuracy: 0.8000 Epoch 249/500 45/45 [==============================] - 0s 320us/step - loss: 0.4150 - accuracy: 0.8035 Epoch 250/500 45/45 [==============================] - 0s 322us/step - loss: 0.4147 - accuracy: 0.8028 Epoch 251/500 45/45 [==============================] - 0s 327us/step - loss: 0.4149 - accuracy: 0.7993 Epoch 252/500 45/45 [==============================] - 0s 328us/step - loss: 0.4149 - accuracy: 0.8007 Epoch 253/500 45/45 [==============================] - 0s 314us/step - loss: 0.4145 - accuracy: 0.8014 Epoch 254/500 45/45 [==============================] - 0s 326us/step - loss: 0.4149 - accuracy: 0.8014 Epoch 255/500 45/45 [==============================] - 0s 327us/step - loss: 0.4146 - accuracy: 0.8035 Epoch 256/500 45/45 [==============================] - 0s 321us/step - loss: 0.4143 - accuracy: 0.7993 Epoch 257/500 45/45 [==============================] - 0s 320us/step - loss: 0.4148 - accuracy: 0.8035 Epoch 258/500 45/45 [==============================] - 0s 315us/step - loss: 0.4142 - accuracy: 0.8000 Epoch 259/500 45/45 [==============================] - 0s 323us/step - loss: 0.4142 - accuracy: 0.8028 Epoch 260/500 45/45 [==============================] - 0s 319us/step - loss: 0.4142 - accuracy: 0.8021 Epoch 261/500 45/45 [==============================] - 0s 326us/step - loss: 0.4139 - accuracy: 0.7986 Epoch 262/500 45/45 [==============================] - 0s 325us/step - loss: 0.4136 - accuracy: 0.8035 Epoch 263/500 45/45 [==============================] - 0s 326us/step - loss: 0.4140 - accuracy: 0.7972 Epoch 264/500 45/45 [==============================] - 0s 362us/step - loss: 0.4132 - accuracy: 0.8042 Epoch 265/500 45/45 [==============================] - 0s 339us/step - loss: 0.4138 - accuracy: 0.7972 Epoch 266/500 45/45 [==============================] - 0s 330us/step - loss: 0.4133 - accuracy: 0.8021 Epoch 267/500 45/45 [==============================] - 0s 343us/step - loss: 0.4140 - accuracy: 0.8007 Epoch 268/500 45/45 [==============================] - 0s 320us/step - loss: 0.4135 - accuracy: 0.8035 Epoch 269/500 45/45 [==============================] - 0s 326us/step - loss: 0.4134 - accuracy: 0.8035 Epoch 270/500 45/45 [==============================] - 0s 324us/step - loss: 0.4132 - accuracy: 0.7993 Epoch 271/500 45/45 [==============================] - 0s 316us/step - loss: 0.4132 - accuracy: 0.8028 Epoch 272/500 45/45 [==============================] - 0s 320us/step - loss: 0.4132 - accuracy: 0.8049 Epoch 273/500 45/45 [==============================] - 0s 325us/step - loss: 0.4133 - accuracy: 0.8014 Epoch 274/500 45/45 [==============================] - 0s 334us/step - loss: 0.4126 - accuracy: 0.8049 Epoch 275/500 45/45 [==============================] - 0s 322us/step - loss: 0.4130 - accuracy: 0.7979 Epoch 276/500 45/45 [==============================] - 0s 320us/step - loss: 0.4128 - accuracy: 0.8049 Epoch 277/500 45/45 [==============================] - 0s 311us/step - loss: 0.4122 - accuracy: 0.7965 Epoch 278/500 45/45 [==============================] - 0s 325us/step - loss: 0.4130 - accuracy: 0.8042 Epoch 279/500 45/45 [==============================] - 0s 321us/step - loss: 0.4126 - accuracy: 0.8042 Epoch 280/500 45/45 [==============================] - 0s 344us/step - loss: 0.4122 - accuracy: 0.8014 Epoch 281/500 45/45 [==============================] - 0s 324us/step - loss: 0.4124 - accuracy: 0.8042 Epoch 282/500 45/45 [==============================] - 0s 325us/step - loss: 0.4122 - accuracy: 0.7958 Epoch 283/500 45/45 [==============================] - 0s 334us/step - loss: 0.4119 - accuracy: 0.8035 Epoch 284/500 45/45 [==============================] - 0s 331us/step - loss: 0.4123 - accuracy: 0.8021 Epoch 285/500 45/45 [==============================] - 0s 345us/step - loss: 0.4121 - accuracy: 0.7986 Epoch 286/500 45/45 [==============================] - 0s 332us/step - loss: 0.4122 - accuracy: 0.7993 Epoch 287/500 45/45 [==============================] - 0s 316us/step - loss: 0.4121 - accuracy: 0.7972 Epoch 288/500 45/45 [==============================] - 0s 319us/step - loss: 0.4114 - accuracy: 0.8062 Epoch 289/500 45/45 [==============================] - 0s 333us/step - loss: 0.4112 - accuracy: 0.8021 Epoch 290/500 45/45 [==============================] - 0s 334us/step - loss: 0.4119 - accuracy: 0.7979 Epoch 291/500 45/45 [==============================] - 0s 329us/step - loss: 0.4116 - accuracy: 0.8035 Epoch 292/500 45/45 [==============================] - 0s 324us/step - loss: 0.4118 - accuracy: 0.8035 Epoch 293/500 45/45 [==============================] - 0s 324us/step - loss: 0.4110 - accuracy: 0.8014 Epoch 294/500 45/45 [==============================] - 0s 326us/step - loss: 0.4113 - accuracy: 0.8035 Epoch 295/500 45/45 [==============================] - 0s 354us/step - loss: 0.4112 - accuracy: 0.8056 Epoch 296/500 45/45 [==============================] - 0s 368us/step - loss: 0.4110 - accuracy: 0.8028 Epoch 297/500 45/45 [==============================] - 0s 352us/step - loss: 0.4113 - accuracy: 0.8035 Epoch 298/500 45/45 [==============================] - 0s 339us/step - loss: 0.4113 - accuracy: 0.8007 Epoch 299/500 45/45 [==============================] - 0s 362us/step - loss: 0.4106 - accuracy: 0.8028 Epoch 300/500 45/45 [==============================] - 0s 346us/step - loss: 0.4109 - accuracy: 0.8035 Epoch 301/500 45/45 [==============================] - 0s 342us/step - loss: 0.4110 - accuracy: 0.8049 Epoch 302/500 45/45 [==============================] - 0s 344us/step - loss: 0.4108 - accuracy: 0.8028 Epoch 303/500 45/45 [==============================] - 0s 358us/step - loss: 0.4107 - accuracy: 0.7986 Epoch 304/500 45/45 [==============================] - 0s 335us/step - loss: 0.4109 - accuracy: 0.8021 Epoch 305/500 45/45 [==============================] - 0s 342us/step - loss: 0.4099 - accuracy: 0.8035 Epoch 306/500 45/45 [==============================] - 0s 347us/step - loss: 0.4104 - accuracy: 0.8035 Epoch 307/500 45/45 [==============================] - 0s 357us/step - loss: 0.4103 - accuracy: 0.8000 Epoch 308/500 45/45 [==============================] - 0s 340us/step - loss: 0.4102 - accuracy: 0.8021 Epoch 309/500 45/45 [==============================] - 0s 360us/step - loss: 0.4104 - accuracy: 0.8056 Epoch 310/500 45/45 [==============================] - 0s 347us/step - loss: 0.4102 - accuracy: 0.8042 Epoch 311/500 45/45 [==============================] - 0s 363us/step - loss: 0.4102 - accuracy: 0.7972 Epoch 312/500 45/45 [==============================] - 0s 354us/step - loss: 0.4100 - accuracy: 0.7979 Epoch 313/500 45/45 [==============================] - 0s 367us/step - loss: 0.4099 - accuracy: 0.7979 Epoch 314/500 45/45 [==============================] - 0s 357us/step - loss: 0.4101 - accuracy: 0.8056 Epoch 315/500 45/45 [==============================] - 0s 348us/step - loss: 0.4090 - accuracy: 0.8007 Epoch 316/500 45/45 [==============================] - 0s 356us/step - loss: 0.4093 - accuracy: 0.8021 Epoch 317/500 45/45 [==============================] - 0s 365us/step - loss: 0.4097 - accuracy: 0.8000 Epoch 318/500 45/45 [==============================] - 0s 341us/step - loss: 0.4099 - accuracy: 0.8062 Epoch 319/500 45/45 [==============================] - 0s 352us/step - loss: 0.4096 - accuracy: 0.8035 Epoch 320/500 45/45 [==============================] - 0s 361us/step - loss: 0.4094 - accuracy: 0.8014 Epoch 321/500 45/45 [==============================] - 0s 348us/step - loss: 0.4095 - accuracy: 0.8028 Epoch 322/500 45/45 [==============================] - 0s 373us/step - loss: 0.4093 - accuracy: 0.8062 Epoch 323/500 45/45 [==============================] - 0s 350us/step - loss: 0.4093 - accuracy: 0.7993 Epoch 324/500 45/45 [==============================] - 0s 356us/step - loss: 0.4089 - accuracy: 0.8021 Epoch 325/500 45/45 [==============================] - 0s 372us/step - loss: 0.4090 - accuracy: 0.8028 Epoch 326/500 45/45 [==============================] - 0s 356us/step - loss: 0.4090 - accuracy: 0.8049 Epoch 327/500 45/45 [==============================] - 0s 359us/step - loss: 0.4091 - accuracy: 0.8028 Epoch 328/500 45/45 [==============================] - 0s 336us/step - loss: 0.4087 - accuracy: 0.8035 Epoch 329/500 45/45 [==============================] - 0s 338us/step - loss: 0.4090 - accuracy: 0.8000 Epoch 330/500 45/45 [==============================] - 0s 329us/step - loss: 0.4088 - accuracy: 0.8069 Epoch 331/500 45/45 [==============================] - 0s 323us/step - loss: 0.4084 - accuracy: 0.8028 Epoch 332/500 45/45 [==============================] - 0s 330us/step - loss: 0.4086 - accuracy: 0.8021 Epoch 333/500 45/45 [==============================] - 0s 325us/step - loss: 0.4085 - accuracy: 0.8007 Epoch 334/500 45/45 [==============================] - 0s 334us/step - loss: 0.4082 - accuracy: 0.8021 Epoch 335/500 45/45 [==============================] - 0s 326us/step - loss: 0.4086 - accuracy: 0.8021 Epoch 336/500 45/45 [==============================] - 0s 330us/step - loss: 0.4082 - accuracy: 0.8104 Epoch 337/500 45/45 [==============================] - 0s 331us/step - loss: 0.4079 - accuracy: 0.8056 Epoch 338/500 45/45 [==============================] - 0s 343us/step - loss: 0.4085 - accuracy: 0.8028 Epoch 339/500 45/45 [==============================] - 0s 329us/step - loss: 0.4082 - accuracy: 0.8021 Epoch 340/500 45/45 [==============================] - 0s 331us/step - loss: 0.4081 - accuracy: 0.8069 Epoch 341/500 45/45 [==============================] - 0s 341us/step - loss: 0.4082 - accuracy: 0.8035 Epoch 342/500 45/45 [==============================] - 0s 319us/step - loss: 0.4078 - accuracy: 0.8062 Epoch 343/500 45/45 [==============================] - 0s 330us/step - loss: 0.4079 - accuracy: 0.8069 Epoch 344/500 45/45 [==============================] - 0s 343us/step - loss: 0.4078 - accuracy: 0.8035 Epoch 345/500 45/45 [==============================] - 0s 324us/step - loss: 0.4078 - accuracy: 0.8083 Epoch 346/500 45/45 [==============================] - 0s 330us/step - loss: 0.4078 - accuracy: 0.8125 Epoch 347/500 45/45 [==============================] - 0s 330us/step - loss: 0.4077 - accuracy: 0.7993 Epoch 348/500 45/45 [==============================] - 0s 338us/step - loss: 0.4075 - accuracy: 0.8028 Epoch 349/500 45/45 [==============================] - 0s 334us/step - loss: 0.4073 - accuracy: 0.8069 Epoch 350/500 45/45 [==============================] - 0s 333us/step - loss: 0.4077 - accuracy: 0.8090 Epoch 351/500 45/45 [==============================] - 0s 325us/step - loss: 0.4073 - accuracy: 0.8076 Epoch 352/500 45/45 [==============================] - 0s 328us/step - loss: 0.4074 - accuracy: 0.8035 Epoch 353/500 45/45 [==============================] - 0s 336us/step - loss: 0.4073 - accuracy: 0.8076 Epoch 354/500 45/45 [==============================] - 0s 332us/step - loss: 0.4057 - accuracy: 0.8111 Epoch 355/500 45/45 [==============================] - 0s 319us/step - loss: 0.4068 - accuracy: 0.8062 Epoch 356/500 45/45 [==============================] - 0s 331us/step - loss: 0.4072 - accuracy: 0.8083 Epoch 357/500 45/45 [==============================] - 0s 332us/step - loss: 0.4066 - accuracy: 0.8069 Epoch 358/500 45/45 [==============================] - 0s 331us/step - loss: 0.4069 - accuracy: 0.8083 Epoch 359/500 45/45 [==============================] - 0s 336us/step - loss: 0.4069 - accuracy: 0.8104 Epoch 360/500 45/45 [==============================] - 0s 336us/step - loss: 0.4066 - accuracy: 0.8090 Epoch 361/500 45/45 [==============================] - 0s 325us/step - loss: 0.4069 - accuracy: 0.8069 Epoch 362/500 45/45 [==============================] - 0s 336us/step - loss: 0.4064 - accuracy: 0.8076 Epoch 363/500 45/45 [==============================] - 0s 324us/step - loss: 0.4061 - accuracy: 0.8090 Epoch 364/500 45/45 [==============================] - 0s 340us/step - loss: 0.4065 - accuracy: 0.8076 Epoch 365/500 45/45 [==============================] - 0s 332us/step - loss: 0.4054 - accuracy: 0.8097 Epoch 366/500 45/45 [==============================] - 0s 324us/step - loss: 0.4064 - accuracy: 0.8069 Epoch 367/500 45/45 [==============================] - 0s 335us/step - loss: 0.4057 - accuracy: 0.8028 Epoch 368/500 45/45 [==============================] - 0s 373us/step - loss: 0.4059 - accuracy: 0.8062 Epoch 369/500 45/45 [==============================] - 0s 343us/step - loss: 0.4059 - accuracy: 0.8076 Epoch 370/500 45/45 [==============================] - 0s 527us/step - loss: 0.4058 - accuracy: 0.8069 Epoch 371/500 45/45 [==============================] - 0s 338us/step - loss: 0.4052 - accuracy: 0.8090 Epoch 372/500 45/45 [==============================] - 0s 335us/step - loss: 0.4055 - accuracy: 0.8083 Epoch 373/500 45/45 [==============================] - 0s 325us/step - loss: 0.4053 - accuracy: 0.8062 Epoch 374/500 45/45 [==============================] - 0s 324us/step - loss: 0.4054 - accuracy: 0.8097 Epoch 375/500 45/45 [==============================] - 0s 334us/step - loss: 0.4050 - accuracy: 0.8056 Epoch 376/500 45/45 [==============================] - 0s 331us/step - loss: 0.4052 - accuracy: 0.8083 Epoch 377/500 45/45 [==============================] - 0s 328us/step - loss: 0.4049 - accuracy: 0.8049 Epoch 378/500 45/45 [==============================] - 0s 327us/step - loss: 0.4047 - accuracy: 0.8097 Epoch 379/500 45/45 [==============================] - 0s 340us/step - loss: 0.4048 - accuracy: 0.8076 Epoch 380/500 45/45 [==============================] - 0s 328us/step - loss: 0.4040 - accuracy: 0.8111 Epoch 381/500 45/45 [==============================] - 0s 339us/step - loss: 0.4047 - accuracy: 0.8049 Epoch 382/500 45/45 [==============================] - 0s 323us/step - loss: 0.4042 - accuracy: 0.8056 Epoch 383/500 45/45 [==============================] - 0s 334us/step - loss: 0.4046 - accuracy: 0.8062 Epoch 384/500 45/45 [==============================] - 0s 325us/step - loss: 0.4042 - accuracy: 0.8104 Epoch 385/500 45/45 [==============================] - 0s 321us/step - loss: 0.4041 - accuracy: 0.8062 Epoch 386/500 45/45 [==============================] - 0s 336us/step - loss: 0.4034 - accuracy: 0.8076 Epoch 387/500 45/45 [==============================] - 0s 334us/step - loss: 0.4039 - accuracy: 0.8111 Epoch 388/500 45/45 [==============================] - 0s 324us/step - loss: 0.4036 - accuracy: 0.8097 Epoch 389/500 45/45 [==============================] - 0s 336us/step - loss: 0.4034 - accuracy: 0.8111 Epoch 390/500 45/45 [==============================] - 0s 339us/step - loss: 0.4037 - accuracy: 0.8125 Epoch 391/500 45/45 [==============================] - 0s 327us/step - loss: 0.4023 - accuracy: 0.8069 Epoch 392/500 45/45 [==============================] - 0s 335us/step - loss: 0.4033 - accuracy: 0.8104 Epoch 393/500 45/45 [==============================] - 0s 328us/step - loss: 0.4028 - accuracy: 0.8139 Epoch 394/500 45/45 [==============================] - 0s 335us/step - loss: 0.4027 - accuracy: 0.8104 Epoch 395/500 45/45 [==============================] - 0s 326us/step - loss: 0.4024 - accuracy: 0.8125 Epoch 396/500 45/45 [==============================] - 0s 326us/step - loss: 0.4029 - accuracy: 0.8097 Epoch 397/500 45/45 [==============================] - 0s 329us/step - loss: 0.4026 - accuracy: 0.8132 Epoch 398/500 45/45 [==============================] - 0s 321us/step - loss: 0.4019 - accuracy: 0.8146 Epoch 399/500 45/45 [==============================] - 0s 334us/step - loss: 0.4021 - accuracy: 0.8139 Epoch 400/500 45/45 [==============================] - 0s 336us/step - loss: 0.4022 - accuracy: 0.8139 Epoch 401/500 45/45 [==============================] - 0s 331us/step - loss: 0.4018 - accuracy: 0.8146 Epoch 402/500 45/45 [==============================] - 0s 332us/step - loss: 0.4017 - accuracy: 0.8153 Epoch 403/500 45/45 [==============================] - 0s 321us/step - loss: 0.4015 - accuracy: 0.8104 Epoch 404/500 45/45 [==============================] - 0s 334us/step - loss: 0.4013 - accuracy: 0.8153 Epoch 405/500 45/45 [==============================] - 0s 319us/step - loss: 0.4012 - accuracy: 0.8153 Epoch 406/500 45/45 [==============================] - 0s 331us/step - loss: 0.4014 - accuracy: 0.8174 Epoch 407/500 45/45 [==============================] - 0s 319us/step - loss: 0.4011 - accuracy: 0.8160 Epoch 408/500 45/45 [==============================] - 0s 321us/step - loss: 0.4011 - accuracy: 0.8132 Epoch 409/500 45/45 [==============================] - 0s 313us/step - loss: 0.4006 - accuracy: 0.8132 Epoch 410/500 45/45 [==============================] - 0s 325us/step - loss: 0.4003 - accuracy: 0.8188 Epoch 411/500 45/45 [==============================] - 0s 320us/step - loss: 0.4006 - accuracy: 0.8097 Epoch 412/500 45/45 [==============================] - 0s 327us/step - loss: 0.4005 - accuracy: 0.8153 Epoch 413/500 45/45 [==============================] - 0s 339us/step - loss: 0.4004 - accuracy: 0.8153 Epoch 414/500 45/45 [==============================] - 0s 326us/step - loss: 0.3998 - accuracy: 0.8174 Epoch 415/500 45/45 [==============================] - 0s 332us/step - loss: 0.4005 - accuracy: 0.8174 Epoch 416/500 45/45 [==============================] - 0s 325us/step - loss: 0.3999 - accuracy: 0.8167 Epoch 417/500 45/45 [==============================] - 0s 330us/step - loss: 0.3997 - accuracy: 0.8146 Epoch 418/500 45/45 [==============================] - 0s 327us/step - loss: 0.3995 - accuracy: 0.8174 Epoch 419/500 45/45 [==============================] - 0s 314us/step - loss: 0.3999 - accuracy: 0.8160 Epoch 420/500 45/45 [==============================] - 0s 321us/step - loss: 0.3991 - accuracy: 0.8146 Epoch 421/500 45/45 [==============================] - 0s 318us/step - loss: 0.3990 - accuracy: 0.8167 Epoch 422/500 45/45 [==============================] - 0s 323us/step - loss: 0.3995 - accuracy: 0.8167 Epoch 423/500 45/45 [==============================] - 0s 326us/step - loss: 0.3990 - accuracy: 0.8167 Epoch 424/500 45/45 [==============================] - 0s 332us/step - loss: 0.3991 - accuracy: 0.8174 Epoch 425/500 45/45 [==============================] - 0s 342us/step - loss: 0.3989 - accuracy: 0.8153 Epoch 426/500 45/45 [==============================] - 0s 327us/step - loss: 0.3988 - accuracy: 0.8201 Epoch 427/500 45/45 [==============================] - 0s 319us/step - loss: 0.3988 - accuracy: 0.8181 Epoch 428/500 45/45 [==============================] - 0s 331us/step - loss: 0.3983 - accuracy: 0.8174 Epoch 429/500 45/45 [==============================] - 0s 326us/step - loss: 0.3984 - accuracy: 0.8146 Epoch 430/500 45/45 [==============================] - 0s 321us/step - loss: 0.3986 - accuracy: 0.8194 Epoch 431/500 45/45 [==============================] - 0s 322us/step - loss: 0.3978 - accuracy: 0.8174 Epoch 432/500 45/45 [==============================] - 0s 329us/step - loss: 0.3982 - accuracy: 0.8160 Epoch 433/500 45/45 [==============================] - 0s 332us/step - loss: 0.3979 - accuracy: 0.8174 Epoch 434/500 45/45 [==============================] - 0s 336us/step - loss: 0.3981 - accuracy: 0.8188 Epoch 435/500 45/45 [==============================] - 0s 340us/step - loss: 0.3969 - accuracy: 0.8181 Epoch 436/500 45/45 [==============================] - 0s 320us/step - loss: 0.3977 - accuracy: 0.8174 Epoch 437/500 45/45 [==============================] - 0s 329us/step - loss: 0.3979 - accuracy: 0.8160 Epoch 438/500 45/45 [==============================] - 0s 323us/step - loss: 0.3963 - accuracy: 0.8215 Epoch 439/500 45/45 [==============================] - 0s 326us/step - loss: 0.3976 - accuracy: 0.8174 Epoch 440/500 45/45 [==============================] - 0s 328us/step - loss: 0.3976 - accuracy: 0.8160 Epoch 441/500 45/45 [==============================] - 0s 327us/step - loss: 0.3976 - accuracy: 0.8153 Epoch 442/500 45/45 [==============================] - 0s 336us/step - loss: 0.3975 - accuracy: 0.8194 Epoch 443/500 45/45 [==============================] - 0s 318us/step - loss: 0.3971 - accuracy: 0.8188 Epoch 444/500 45/45 [==============================] - 0s 320us/step - loss: 0.3963 - accuracy: 0.8174 Epoch 445/500 45/45 [==============================] - 0s 324us/step - loss: 0.3972 - accuracy: 0.8188 Epoch 446/500 45/45 [==============================] - 0s 324us/step - loss: 0.3965 - accuracy: 0.8215 Epoch 447/500 45/45 [==============================] - 0s 326us/step - loss: 0.3969 - accuracy: 0.8201 Epoch 448/500 45/45 [==============================] - 0s 327us/step - loss: 0.3974 - accuracy: 0.8174 Epoch 449/500 45/45 [==============================] - 0s 339us/step - loss: 0.3965 - accuracy: 0.8181 Epoch 450/500 45/45 [==============================] - 0s 328us/step - loss: 0.3963 - accuracy: 0.8174 Epoch 451/500 45/45 [==============================] - 0s 328us/step - loss: 0.3961 - accuracy: 0.8153 Epoch 452/500 45/45 [==============================] - 0s 324us/step - loss: 0.3968 - accuracy: 0.8201 Epoch 453/500 45/45 [==============================] - 0s 326us/step - loss: 0.3962 - accuracy: 0.8181 Epoch 454/500 45/45 [==============================] - 0s 320us/step - loss: 0.3967 - accuracy: 0.8174 Epoch 455/500 45/45 [==============================] - 0s 331us/step - loss: 0.3965 - accuracy: 0.8167 Epoch 456/500 45/45 [==============================] - 0s 337us/step - loss: 0.3967 - accuracy: 0.8181 Epoch 457/500 45/45 [==============================] - 0s 329us/step - loss: 0.3961 - accuracy: 0.8181 Epoch 458/500 45/45 [==============================] - 0s 329us/step - loss: 0.3960 - accuracy: 0.8174 Epoch 459/500 45/45 [==============================] - 0s 325us/step - loss: 0.3962 - accuracy: 0.8188 Epoch 460/500 45/45 [==============================] - 0s 327us/step - loss: 0.3956 - accuracy: 0.8181 Epoch 461/500 45/45 [==============================] - 0s 321us/step - loss: 0.3957 - accuracy: 0.8188 Epoch 462/500 45/45 [==============================] - 0s 330us/step - loss: 0.3961 - accuracy: 0.8194 Epoch 463/500 45/45 [==============================] - 0s 329us/step - loss: 0.3954 - accuracy: 0.8208 Epoch 464/500 45/45 [==============================] - 0s 337us/step - loss: 0.3957 - accuracy: 0.8194 Epoch 465/500 45/45 [==============================] - 0s 323us/step - loss: 0.3958 - accuracy: 0.8188 Epoch 466/500 45/45 [==============================] - 0s 319us/step - loss: 0.3962 - accuracy: 0.8181 Epoch 467/500 45/45 [==============================] - 0s 330us/step - loss: 0.3951 - accuracy: 0.8215 Epoch 468/500 45/45 [==============================] - 0s 325us/step - loss: 0.3952 - accuracy: 0.8188 Epoch 469/500 45/45 [==============================] - 0s 327us/step - loss: 0.3949 - accuracy: 0.8194 Epoch 470/500 45/45 [==============================] - 0s 328us/step - loss: 0.3947 - accuracy: 0.8222 Epoch 471/500 45/45 [==============================] - 0s 324us/step - loss: 0.3941 - accuracy: 0.8229 Epoch 472/500 45/45 [==============================] - 0s 317us/step - loss: 0.3952 - accuracy: 0.8188 Epoch 473/500 45/45 [==============================] - 0s 335us/step - loss: 0.3950 - accuracy: 0.8250 Epoch 474/500 45/45 [==============================] - 0s 322us/step - loss: 0.3947 - accuracy: 0.8181 Epoch 475/500 45/45 [==============================] - 0s 320us/step - loss: 0.3944 - accuracy: 0.8188 Epoch 476/500 45/45 [==============================] - 0s 326us/step - loss: 0.3945 - accuracy: 0.8201 Epoch 477/500 45/45 [==============================] - 0s 326us/step - loss: 0.3949 - accuracy: 0.8174 Epoch 478/500 45/45 [==============================] - 0s 322us/step - loss: 0.3947 - accuracy: 0.8215 Epoch 479/500 45/45 [==============================] - 0s 326us/step - loss: 0.3940 - accuracy: 0.8215 Epoch 480/500 45/45 [==============================] - 0s 324us/step - loss: 0.3942 - accuracy: 0.8215 Epoch 481/500 45/45 [==============================] - 0s 326us/step - loss: 0.3947 - accuracy: 0.8194 Epoch 482/500 45/45 [==============================] - 0s 325us/step - loss: 0.3946 - accuracy: 0.8181 Epoch 483/500 45/45 [==============================] - 0s 320us/step - loss: 0.3936 - accuracy: 0.8222 Epoch 484/500 45/45 [==============================] - 0s 327us/step - loss: 0.3943 - accuracy: 0.8167 Epoch 485/500 45/45 [==============================] - 0s 330us/step - loss: 0.3945 - accuracy: 0.8201 Epoch 486/500 45/45 [==============================] - 0s 328us/step - loss: 0.3941 - accuracy: 0.8236 Epoch 487/500 45/45 [==============================] - 0s 319us/step - loss: 0.3940 - accuracy: 0.8208 Epoch 488/500 45/45 [==============================] - 0s 319us/step - loss: 0.3940 - accuracy: 0.8215 Epoch 489/500 45/45 [==============================] - 0s 329us/step - loss: 0.3942 - accuracy: 0.8208 Epoch 490/500 45/45 [==============================] - 0s 328us/step - loss: 0.3942 - accuracy: 0.8181 Epoch 491/500 45/45 [==============================] - 0s 328us/step - loss: 0.3938 - accuracy: 0.8194 Epoch 492/500 45/45 [==============================] - 0s 333us/step - loss: 0.3940 - accuracy: 0.8222 Epoch 493/500 45/45 [==============================] - 0s 327us/step - loss: 0.3923 - accuracy: 0.8250 Epoch 494/500 45/45 [==============================] - 0s 325us/step - loss: 0.3940 - accuracy: 0.8236 Epoch 495/500 45/45 [==============================] - 0s 320us/step - loss: 0.3938 - accuracy: 0.8208 Epoch 496/500 45/45 [==============================] - 0s 316us/step - loss: 0.3933 - accuracy: 0.8229 Epoch 497/500 45/45 [==============================] - 0s 321us/step - loss: 0.3928 - accuracy: 0.8229 Epoch 498/500 45/45 [==============================] - 0s 322us/step - loss: 0.3931 - accuracy: 0.8229 Epoch 499/500 45/45 [==============================] - 0s 324us/step - loss: 0.3936 - accuracy: 0.8236 Epoch 500/500 45/45 [==============================] - 0s 320us/step - loss: 0.3930 - accuracy: 0.8194 5/5 [==============================] - 0s 497us/step Epoch 1/500 45/45 [==============================] - 0s 467us/step - loss: 0.6859 - accuracy: 0.6535 Epoch 2/500 45/45 [==============================] - 0s 417us/step - loss: 0.6637 - accuracy: 0.6535 Epoch 3/500 45/45 [==============================] - 0s 326us/step - loss: 0.6273 - accuracy: 0.6535 Epoch 4/500 45/45 [==============================] - 0s 326us/step - loss: 0.5857 - accuracy: 0.6535 Epoch 5/500 45/45 [==============================] - 0s 327us/step - loss: 0.5534 - accuracy: 0.6535 Epoch 6/500 45/45 [==============================] - 0s 312us/step - loss: 0.5351 - accuracy: 0.6535 Epoch 7/500 45/45 [==============================] - 0s 328us/step - loss: 0.5251 - accuracy: 0.6535 Epoch 8/500 45/45 [==============================] - 0s 319us/step - loss: 0.5188 - accuracy: 0.6535 Epoch 9/500 45/45 [==============================] - 0s 323us/step - loss: 0.5136 - accuracy: 0.6535 Epoch 10/500 45/45 [==============================] - 0s 338us/step - loss: 0.5092 - accuracy: 0.7042 Epoch 11/500 45/45 [==============================] - 0s 318us/step - loss: 0.5063 - accuracy: 0.7757 Epoch 12/500 45/45 [==============================] - 0s 317us/step - loss: 0.5036 - accuracy: 0.7743 Epoch 13/500 45/45 [==============================] - 0s 325us/step - loss: 0.5010 - accuracy: 0.7764 Epoch 14/500 45/45 [==============================] - 0s 325us/step - loss: 0.4988 - accuracy: 0.7799 Epoch 15/500 45/45 [==============================] - 0s 332us/step - loss: 0.4970 - accuracy: 0.7778 Epoch 16/500 45/45 [==============================] - 0s 321us/step - loss: 0.4951 - accuracy: 0.7750 Epoch 17/500 45/45 [==============================] - 0s 325us/step - loss: 0.4930 - accuracy: 0.7778 Epoch 18/500 45/45 [==============================] - 0s 331us/step - loss: 0.4907 - accuracy: 0.7764 Epoch 19/500 45/45 [==============================] - 0s 320us/step - loss: 0.4887 - accuracy: 0.7771 Epoch 20/500 45/45 [==============================] - 0s 329us/step - loss: 0.4864 - accuracy: 0.7778 Epoch 21/500 45/45 [==============================] - 0s 327us/step - loss: 0.4848 - accuracy: 0.7778 Epoch 22/500 45/45 [==============================] - 0s 324us/step - loss: 0.4828 - accuracy: 0.7757 Epoch 23/500 45/45 [==============================] - 0s 319us/step - loss: 0.4811 - accuracy: 0.7743 Epoch 24/500 45/45 [==============================] - 0s 317us/step - loss: 0.4796 - accuracy: 0.7729 Epoch 25/500 45/45 [==============================] - 0s 319us/step - loss: 0.4783 - accuracy: 0.7729 Epoch 26/500 45/45 [==============================] - 0s 317us/step - loss: 0.4767 - accuracy: 0.7757 Epoch 27/500 45/45 [==============================] - 0s 319us/step - loss: 0.4754 - accuracy: 0.7757 Epoch 28/500 45/45 [==============================] - 0s 324us/step - loss: 0.4745 - accuracy: 0.7757 Epoch 29/500 45/45 [==============================] - 0s 324us/step - loss: 0.4733 - accuracy: 0.7757 Epoch 30/500 45/45 [==============================] - 0s 370us/step - loss: 0.4725 - accuracy: 0.7743 Epoch 31/500 45/45 [==============================] - 0s 344us/step - loss: 0.4715 - accuracy: 0.7743 Epoch 32/500 45/45 [==============================] - 0s 337us/step - loss: 0.4706 - accuracy: 0.7743 Epoch 33/500 45/45 [==============================] - 0s 352us/step - loss: 0.4698 - accuracy: 0.7764 Epoch 34/500 45/45 [==============================] - 0s 346us/step - loss: 0.4690 - accuracy: 0.7771 Epoch 35/500 45/45 [==============================] - 0s 328us/step - loss: 0.4682 - accuracy: 0.7743 Epoch 36/500 45/45 [==============================] - 0s 333us/step - loss: 0.4678 - accuracy: 0.7771 Epoch 37/500 45/45 [==============================] - 0s 346us/step - loss: 0.4674 - accuracy: 0.7743 Epoch 38/500 45/45 [==============================] - 0s 329us/step - loss: 0.4669 - accuracy: 0.7743 Epoch 39/500 45/45 [==============================] - 0s 334us/step - loss: 0.4661 - accuracy: 0.7792 Epoch 40/500 45/45 [==============================] - 0s 330us/step - loss: 0.4653 - accuracy: 0.7792 Epoch 41/500 45/45 [==============================] - 0s 338us/step - loss: 0.4649 - accuracy: 0.7785 Epoch 42/500 45/45 [==============================] - 0s 325us/step - loss: 0.4644 - accuracy: 0.7764 Epoch 43/500 45/45 [==============================] - 0s 332us/step - loss: 0.4636 - accuracy: 0.7757 Epoch 44/500 45/45 [==============================] - 0s 328us/step - loss: 0.4631 - accuracy: 0.7819 Epoch 45/500 45/45 [==============================] - 0s 342us/step - loss: 0.4623 - accuracy: 0.7792 Epoch 46/500 45/45 [==============================] - 0s 333us/step - loss: 0.4618 - accuracy: 0.7812 Epoch 47/500 45/45 [==============================] - 0s 321us/step - loss: 0.4616 - accuracy: 0.7785 Epoch 48/500 45/45 [==============================] - 0s 351us/step - loss: 0.4611 - accuracy: 0.7785 Epoch 49/500 45/45 [==============================] - 0s 329us/step - loss: 0.4603 - accuracy: 0.7792 Epoch 50/500 45/45 [==============================] - 0s 325us/step - loss: 0.4599 - accuracy: 0.7819 Epoch 51/500 45/45 [==============================] - 0s 328us/step - loss: 0.4595 - accuracy: 0.7812 Epoch 52/500 45/45 [==============================] - 0s 358us/step - loss: 0.4585 - accuracy: 0.7792 Epoch 53/500 45/45 [==============================] - 0s 329us/step - loss: 0.4585 - accuracy: 0.7799 Epoch 54/500 45/45 [==============================] - 0s 329us/step - loss: 0.4580 - accuracy: 0.7792 Epoch 55/500 45/45 [==============================] - 0s 333us/step - loss: 0.4575 - accuracy: 0.7812 Epoch 56/500 45/45 [==============================] - 0s 330us/step - loss: 0.4569 - accuracy: 0.7819 Epoch 57/500 45/45 [==============================] - 0s 330us/step - loss: 0.4566 - accuracy: 0.7785 Epoch 58/500 45/45 [==============================] - 0s 328us/step - loss: 0.4559 - accuracy: 0.7764 Epoch 59/500 45/45 [==============================] - 0s 331us/step - loss: 0.4555 - accuracy: 0.7785 Epoch 60/500 45/45 [==============================] - 0s 330us/step - loss: 0.4553 - accuracy: 0.7826 Epoch 61/500 45/45 [==============================] - 0s 328us/step - loss: 0.4547 - accuracy: 0.7806 Epoch 62/500 45/45 [==============================] - 0s 330us/step - loss: 0.4544 - accuracy: 0.7785 Epoch 63/500 45/45 [==============================] - 0s 352us/step - loss: 0.4540 - accuracy: 0.7812 Epoch 64/500 45/45 [==============================] - 0s 328us/step - loss: 0.4538 - accuracy: 0.7799 Epoch 65/500 45/45 [==============================] - 0s 321us/step - loss: 0.4534 - accuracy: 0.7792 Epoch 66/500 45/45 [==============================] - 0s 362us/step - loss: 0.4530 - accuracy: 0.7826 Epoch 67/500 45/45 [==============================] - 0s 332us/step - loss: 0.4526 - accuracy: 0.7819 Epoch 68/500 45/45 [==============================] - 0s 336us/step - loss: 0.4517 - accuracy: 0.7833 Epoch 69/500 45/45 [==============================] - 0s 363us/step - loss: 0.4517 - accuracy: 0.7826 Epoch 70/500 45/45 [==============================] - 0s 356us/step - loss: 0.4513 - accuracy: 0.7833 Epoch 71/500 45/45 [==============================] - 0s 338us/step - loss: 0.4505 - accuracy: 0.7812 Epoch 72/500 45/45 [==============================] - 0s 329us/step - loss: 0.4504 - accuracy: 0.7833 Epoch 73/500 45/45 [==============================] - 0s 327us/step - loss: 0.4501 - accuracy: 0.7771 Epoch 74/500 45/45 [==============================] - 0s 339us/step - loss: 0.4498 - accuracy: 0.7819 Epoch 75/500 45/45 [==============================] - 0s 331us/step - loss: 0.4495 - accuracy: 0.7847 Epoch 76/500 45/45 [==============================] - 0s 327us/step - loss: 0.4489 - accuracy: 0.7847 Epoch 77/500 45/45 [==============================] - 0s 348us/step - loss: 0.4484 - accuracy: 0.7854 Epoch 78/500 45/45 [==============================] - 0s 327us/step - loss: 0.4480 - accuracy: 0.7826 Epoch 79/500 45/45 [==============================] - 0s 322us/step - loss: 0.4478 - accuracy: 0.7819 Epoch 80/500 45/45 [==============================] - 0s 390us/step - loss: 0.4467 - accuracy: 0.7847 Epoch 81/500 45/45 [==============================] - 0s 359us/step - loss: 0.4475 - accuracy: 0.7826 Epoch 82/500 45/45 [==============================] - 0s 371us/step - loss: 0.4469 - accuracy: 0.7812 Epoch 83/500 45/45 [==============================] - 0s 385us/step - loss: 0.4460 - accuracy: 0.7799 Epoch 84/500 45/45 [==============================] - 0s 366us/step - loss: 0.4462 - accuracy: 0.7854 Epoch 85/500 45/45 [==============================] - 0s 374us/step - loss: 0.4460 - accuracy: 0.7764 Epoch 86/500 45/45 [==============================] - 0s 387us/step - loss: 0.4453 - accuracy: 0.7812 Epoch 87/500 45/45 [==============================] - 0s 382us/step - loss: 0.4453 - accuracy: 0.7764 Epoch 88/500 45/45 [==============================] - 0s 380us/step - loss: 0.4451 - accuracy: 0.7799 Epoch 89/500 45/45 [==============================] - 0s 363us/step - loss: 0.4445 - accuracy: 0.7799 Epoch 90/500 45/45 [==============================] - 0s 367us/step - loss: 0.4444 - accuracy: 0.7833 Epoch 91/500 45/45 [==============================] - 0s 390us/step - loss: 0.4440 - accuracy: 0.7792 Epoch 92/500 45/45 [==============================] - 0s 383us/step - loss: 0.4432 - accuracy: 0.7812 Epoch 93/500 45/45 [==============================] - 0s 372us/step - loss: 0.4438 - accuracy: 0.7861 Epoch 94/500 45/45 [==============================] - 0s 365us/step - loss: 0.4432 - accuracy: 0.7799 Epoch 95/500 45/45 [==============================] - 0s 394us/step - loss: 0.4432 - accuracy: 0.7806 Epoch 96/500 45/45 [==============================] - 0s 387us/step - loss: 0.4424 - accuracy: 0.7792 Epoch 97/500 45/45 [==============================] - 0s 386us/step - loss: 0.4425 - accuracy: 0.7854 Epoch 98/500 45/45 [==============================] - 0s 395us/step - loss: 0.4422 - accuracy: 0.7819 Epoch 99/500 45/45 [==============================] - 0s 355us/step - loss: 0.4418 - accuracy: 0.7819 Epoch 100/500 45/45 [==============================] - 0s 388us/step - loss: 0.4419 - accuracy: 0.7833 Epoch 101/500 45/45 [==============================] - 0s 411us/step - loss: 0.4416 - accuracy: 0.7799 Epoch 102/500 45/45 [==============================] - 0s 400us/step - loss: 0.4413 - accuracy: 0.7799 Epoch 103/500 45/45 [==============================] - 0s 334us/step - loss: 0.4410 - accuracy: 0.7854 Epoch 104/500 45/45 [==============================] - 0s 332us/step - loss: 0.4409 - accuracy: 0.7806 Epoch 105/500 45/45 [==============================] - 0s 327us/step - loss: 0.4405 - accuracy: 0.7861 Epoch 106/500 45/45 [==============================] - 0s 331us/step - loss: 0.4404 - accuracy: 0.7806 Epoch 107/500 45/45 [==============================] - 0s 322us/step - loss: 0.4399 - accuracy: 0.7826 Epoch 108/500 45/45 [==============================] - 0s 325us/step - loss: 0.4395 - accuracy: 0.7764 Epoch 109/500 45/45 [==============================] - 0s 323us/step - loss: 0.4400 - accuracy: 0.7806 Epoch 110/500 45/45 [==============================] - 0s 338us/step - loss: 0.4394 - accuracy: 0.7799 Epoch 111/500 45/45 [==============================] - 0s 326us/step - loss: 0.4394 - accuracy: 0.7854 Epoch 112/500 45/45 [==============================] - 0s 324us/step - loss: 0.4392 - accuracy: 0.7833 Epoch 113/500 45/45 [==============================] - 0s 330us/step - loss: 0.4385 - accuracy: 0.7812 Epoch 114/500 45/45 [==============================] - 0s 328us/step - loss: 0.4386 - accuracy: 0.7854 Epoch 115/500 45/45 [==============================] - 0s 334us/step - loss: 0.4381 - accuracy: 0.7847 Epoch 116/500 45/45 [==============================] - 0s 331us/step - loss: 0.4382 - accuracy: 0.7833 Epoch 117/500 45/45 [==============================] - 0s 328us/step - loss: 0.4382 - accuracy: 0.7840 Epoch 118/500 45/45 [==============================] - 0s 332us/step - loss: 0.4377 - accuracy: 0.7840 Epoch 119/500 45/45 [==============================] - 0s 324us/step - loss: 0.4375 - accuracy: 0.7792 Epoch 120/500 45/45 [==============================] - 0s 324us/step - loss: 0.4372 - accuracy: 0.7868 Epoch 121/500 45/45 [==============================] - 0s 326us/step - loss: 0.4375 - accuracy: 0.7840 Epoch 122/500 45/45 [==============================] - 0s 317us/step - loss: 0.4370 - accuracy: 0.7861 Epoch 123/500 45/45 [==============================] - 0s 331us/step - loss: 0.4368 - accuracy: 0.7812 Epoch 124/500 45/45 [==============================] - 0s 329us/step - loss: 0.4367 - accuracy: 0.7812 Epoch 125/500 45/45 [==============================] - 0s 321us/step - loss: 0.4365 - accuracy: 0.7806 Epoch 126/500 45/45 [==============================] - 0s 330us/step - loss: 0.4362 - accuracy: 0.7854 Epoch 127/500 45/45 [==============================] - 0s 319us/step - loss: 0.4363 - accuracy: 0.7833 Epoch 128/500 45/45 [==============================] - 0s 320us/step - loss: 0.4358 - accuracy: 0.7847 Epoch 129/500 45/45 [==============================] - 0s 325us/step - loss: 0.4359 - accuracy: 0.7854 Epoch 130/500 45/45 [==============================] - 0s 322us/step - loss: 0.4361 - accuracy: 0.7903 Epoch 131/500 45/45 [==============================] - 0s 341us/step - loss: 0.4356 - accuracy: 0.7840 Epoch 132/500 45/45 [==============================] - 0s 325us/step - loss: 0.4356 - accuracy: 0.7861 Epoch 133/500 45/45 [==============================] - 0s 325us/step - loss: 0.4354 - accuracy: 0.7826 Epoch 134/500 45/45 [==============================] - 0s 320us/step - loss: 0.4348 - accuracy: 0.7833 Epoch 135/500 45/45 [==============================] - 0s 319us/step - loss: 0.4352 - accuracy: 0.7819 Epoch 136/500 45/45 [==============================] - 0s 317us/step - loss: 0.4346 - accuracy: 0.7812 Epoch 137/500 45/45 [==============================] - 0s 320us/step - loss: 0.4348 - accuracy: 0.7826 Epoch 138/500 45/45 [==============================] - 0s 326us/step - loss: 0.4344 - accuracy: 0.7854 Epoch 139/500 45/45 [==============================] - 0s 328us/step - loss: 0.4338 - accuracy: 0.7833 Epoch 140/500 45/45 [==============================] - 0s 316us/step - loss: 0.4341 - accuracy: 0.7833 Epoch 141/500 45/45 [==============================] - 0s 316us/step - loss: 0.4335 - accuracy: 0.7889 Epoch 142/500 45/45 [==============================] - 0s 320us/step - loss: 0.4336 - accuracy: 0.7847 Epoch 143/500 45/45 [==============================] - 0s 323us/step - loss: 0.4330 - accuracy: 0.7833 Epoch 144/500 45/45 [==============================] - 0s 323us/step - loss: 0.4330 - accuracy: 0.7819 Epoch 145/500 45/45 [==============================] - 0s 322us/step - loss: 0.4330 - accuracy: 0.7868 Epoch 146/500 45/45 [==============================] - 0s 325us/step - loss: 0.4324 - accuracy: 0.7833 Epoch 147/500 45/45 [==============================] - 0s 332us/step - loss: 0.4325 - accuracy: 0.7847 Epoch 148/500 45/45 [==============================] - 0s 327us/step - loss: 0.4321 - accuracy: 0.7861 Epoch 149/500 45/45 [==============================] - 0s 335us/step - loss: 0.4321 - accuracy: 0.7854 Epoch 150/500 45/45 [==============================] - 0s 330us/step - loss: 0.4316 - accuracy: 0.7847 Epoch 151/500 45/45 [==============================] - 0s 317us/step - loss: 0.4314 - accuracy: 0.7896 Epoch 152/500 45/45 [==============================] - 0s 328us/step - loss: 0.4312 - accuracy: 0.7868 Epoch 153/500 45/45 [==============================] - 0s 324us/step - loss: 0.4308 - accuracy: 0.7903 Epoch 154/500 45/45 [==============================] - 0s 332us/step - loss: 0.4310 - accuracy: 0.7861 Epoch 155/500 45/45 [==============================] - 0s 328us/step - loss: 0.4300 - accuracy: 0.7875 Epoch 156/500 45/45 [==============================] - 0s 317us/step - loss: 0.4307 - accuracy: 0.7875 Epoch 157/500 45/45 [==============================] - 0s 337us/step - loss: 0.4299 - accuracy: 0.7861 Epoch 158/500 45/45 [==============================] - 0s 323us/step - loss: 0.4298 - accuracy: 0.7889 Epoch 159/500 45/45 [==============================] - 0s 322us/step - loss: 0.4295 - accuracy: 0.7889 Epoch 160/500 45/45 [==============================] - 0s 326us/step - loss: 0.4289 - accuracy: 0.7875 Epoch 161/500 45/45 [==============================] - 0s 318us/step - loss: 0.4287 - accuracy: 0.7875 Epoch 162/500 45/45 [==============================] - 0s 326us/step - loss: 0.4287 - accuracy: 0.7826 Epoch 163/500 45/45 [==============================] - 0s 324us/step - loss: 0.4280 - accuracy: 0.7882 Epoch 164/500 45/45 [==============================] - 0s 316us/step - loss: 0.4278 - accuracy: 0.7875 Epoch 165/500 45/45 [==============================] - 0s 322us/step - loss: 0.4273 - accuracy: 0.7931 Epoch 166/500 45/45 [==============================] - 0s 327us/step - loss: 0.4274 - accuracy: 0.7882 Epoch 167/500 45/45 [==============================] - 0s 326us/step - loss: 0.4270 - accuracy: 0.7882 Epoch 168/500 45/45 [==============================] - 0s 315us/step - loss: 0.4271 - accuracy: 0.7931 Epoch 169/500 45/45 [==============================] - 0s 321us/step - loss: 0.4266 - accuracy: 0.7903 Epoch 170/500 45/45 [==============================] - 0s 323us/step - loss: 0.4264 - accuracy: 0.7917 Epoch 171/500 45/45 [==============================] - 0s 324us/step - loss: 0.4263 - accuracy: 0.7903 Epoch 172/500 45/45 [==============================] - 0s 319us/step - loss: 0.4261 - accuracy: 0.7875 Epoch 173/500 45/45 [==============================] - 0s 327us/step - loss: 0.4259 - accuracy: 0.7924 Epoch 174/500 45/45 [==============================] - 0s 324us/step - loss: 0.4256 - accuracy: 0.7937 Epoch 175/500 45/45 [==============================] - 0s 317us/step - loss: 0.4251 - accuracy: 0.7951 Epoch 176/500 45/45 [==============================] - 0s 317us/step - loss: 0.4250 - accuracy: 0.7931 Epoch 177/500 45/45 [==============================] - 0s 313us/step - loss: 0.4249 - accuracy: 0.7937 Epoch 178/500 45/45 [==============================] - 0s 335us/step - loss: 0.4244 - accuracy: 0.7937 Epoch 179/500 45/45 [==============================] - 0s 329us/step - loss: 0.4245 - accuracy: 0.7951 Epoch 180/500 45/45 [==============================] - 0s 323us/step - loss: 0.4240 - accuracy: 0.7958 Epoch 181/500 45/45 [==============================] - 0s 327us/step - loss: 0.4239 - accuracy: 0.7944 Epoch 182/500 45/45 [==============================] - 0s 325us/step - loss: 0.4236 - accuracy: 0.7924 Epoch 183/500 45/45 [==============================] - 0s 322us/step - loss: 0.4234 - accuracy: 0.7924 Epoch 184/500 45/45 [==============================] - 0s 319us/step - loss: 0.4232 - accuracy: 0.7937 Epoch 185/500 45/45 [==============================] - 0s 315us/step - loss: 0.4233 - accuracy: 0.7910 Epoch 186/500 45/45 [==============================] - 0s 322us/step - loss: 0.4227 - accuracy: 0.7972 Epoch 187/500 45/45 [==============================] - 0s 326us/step - loss: 0.4228 - accuracy: 0.7917 Epoch 188/500 45/45 [==============================] - 0s 319us/step - loss: 0.4222 - accuracy: 0.7937 Epoch 189/500 45/45 [==============================] - 0s 322us/step - loss: 0.4214 - accuracy: 0.7910 Epoch 190/500 45/45 [==============================] - 0s 324us/step - loss: 0.4221 - accuracy: 0.7903 Epoch 191/500 45/45 [==============================] - 0s 328us/step - loss: 0.4213 - accuracy: 0.7910 Epoch 192/500 45/45 [==============================] - 0s 327us/step - loss: 0.4214 - accuracy: 0.7944 Epoch 193/500 45/45 [==============================] - 0s 318us/step - loss: 0.4210 - accuracy: 0.7951 Epoch 194/500 45/45 [==============================] - 0s 328us/step - loss: 0.4204 - accuracy: 0.7965 Epoch 195/500 45/45 [==============================] - 0s 324us/step - loss: 0.4202 - accuracy: 0.7903 Epoch 196/500 45/45 [==============================] - 0s 318us/step - loss: 0.4203 - accuracy: 0.7944 Epoch 197/500 45/45 [==============================] - 0s 321us/step - loss: 0.4201 - accuracy: 0.7903 Epoch 198/500 45/45 [==============================] - 0s 321us/step - loss: 0.4197 - accuracy: 0.7944 Epoch 199/500 45/45 [==============================] - 0s 327us/step - loss: 0.4202 - accuracy: 0.7924 Epoch 200/500 45/45 [==============================] - 0s 326us/step - loss: 0.4193 - accuracy: 0.7910 Epoch 201/500 45/45 [==============================] - 0s 320us/step - loss: 0.4194 - accuracy: 0.7931 Epoch 202/500 45/45 [==============================] - 0s 315us/step - loss: 0.4192 - accuracy: 0.7917 Epoch 203/500 45/45 [==============================] - 0s 327us/step - loss: 0.4189 - accuracy: 0.7937 Epoch 204/500 45/45 [==============================] - 0s 327us/step - loss: 0.4186 - accuracy: 0.7958 Epoch 205/500 45/45 [==============================] - 0s 327us/step - loss: 0.4185 - accuracy: 0.7951 Epoch 206/500 45/45 [==============================] - 0s 331us/step - loss: 0.4187 - accuracy: 0.7937 Epoch 207/500 45/45 [==============================] - 0s 319us/step - loss: 0.4183 - accuracy: 0.7951 Epoch 208/500 45/45 [==============================] - 0s 330us/step - loss: 0.4177 - accuracy: 0.7951 Epoch 209/500 45/45 [==============================] - 0s 326us/step - loss: 0.4175 - accuracy: 0.7965 Epoch 210/500 45/45 [==============================] - 0s 334us/step - loss: 0.4179 - accuracy: 0.7958 Epoch 211/500 45/45 [==============================] - 0s 311us/step - loss: 0.4175 - accuracy: 0.7944 Epoch 212/500 45/45 [==============================] - 0s 323us/step - loss: 0.4177 - accuracy: 0.7958 Epoch 213/500 45/45 [==============================] - 0s 323us/step - loss: 0.4172 - accuracy: 0.7944 Epoch 214/500 45/45 [==============================] - 0s 321us/step - loss: 0.4173 - accuracy: 0.7937 Epoch 215/500 45/45 [==============================] - 0s 329us/step - loss: 0.4178 - accuracy: 0.7958 Epoch 216/500 45/45 [==============================] - 0s 324us/step - loss: 0.4164 - accuracy: 0.7951 Epoch 217/500 45/45 [==============================] - 0s 311us/step - loss: 0.4169 - accuracy: 0.7986 Epoch 218/500 45/45 [==============================] - 0s 319us/step - loss: 0.4171 - accuracy: 0.7958 Epoch 219/500 45/45 [==============================] - 0s 316us/step - loss: 0.4166 - accuracy: 0.7958 Epoch 220/500 45/45 [==============================] - 0s 340us/step - loss: 0.4165 - accuracy: 0.7993 Epoch 221/500 45/45 [==============================] - 0s 328us/step - loss: 0.4162 - accuracy: 0.7965 Epoch 222/500 45/45 [==============================] - 0s 322us/step - loss: 0.4164 - accuracy: 0.7944 Epoch 223/500 45/45 [==============================] - 0s 326us/step - loss: 0.4161 - accuracy: 0.7972 Epoch 224/500 45/45 [==============================] - 0s 498us/step - loss: 0.4160 - accuracy: 0.7958 Epoch 225/500 45/45 [==============================] - 0s 335us/step - loss: 0.4163 - accuracy: 0.8007 Epoch 226/500 45/45 [==============================] - 0s 350us/step - loss: 0.4155 - accuracy: 0.7965 Epoch 227/500 45/45 [==============================] - 0s 327us/step - loss: 0.4155 - accuracy: 0.7993 Epoch 228/500 45/45 [==============================] - 0s 318us/step - loss: 0.4158 - accuracy: 0.7993 Epoch 229/500 45/45 [==============================] - 0s 334us/step - loss: 0.4155 - accuracy: 0.7965 Epoch 230/500 45/45 [==============================] - 0s 332us/step - loss: 0.4155 - accuracy: 0.7972 Epoch 231/500 45/45 [==============================] - 0s 337us/step - loss: 0.4154 - accuracy: 0.7951 Epoch 232/500 45/45 [==============================] - 0s 326us/step - loss: 0.4153 - accuracy: 0.7979 Epoch 233/500 45/45 [==============================] - 0s 328us/step - loss: 0.4149 - accuracy: 0.7986 Epoch 234/500 45/45 [==============================] - 0s 314us/step - loss: 0.4155 - accuracy: 0.7958 Epoch 235/500 45/45 [==============================] - 0s 329us/step - loss: 0.4153 - accuracy: 0.7958 Epoch 236/500 45/45 [==============================] - 0s 334us/step - loss: 0.4148 - accuracy: 0.7986 Epoch 237/500 45/45 [==============================] - 0s 323us/step - loss: 0.4147 - accuracy: 0.7972 Epoch 238/500 45/45 [==============================] - 0s 325us/step - loss: 0.4147 - accuracy: 0.7944 Epoch 239/500 45/45 [==============================] - 0s 312us/step - loss: 0.4144 - accuracy: 0.7972 Epoch 240/500 45/45 [==============================] - 0s 317us/step - loss: 0.4148 - accuracy: 0.7951 Epoch 241/500 45/45 [==============================] - 0s 325us/step - loss: 0.4141 - accuracy: 0.7986 Epoch 242/500 45/45 [==============================] - 0s 324us/step - loss: 0.4142 - accuracy: 0.7965 Epoch 243/500 45/45 [==============================] - 0s 324us/step - loss: 0.4135 - accuracy: 0.7958 Epoch 244/500 45/45 [==============================] - 0s 330us/step - loss: 0.4137 - accuracy: 0.8000 Epoch 245/500 45/45 [==============================] - 0s 312us/step - loss: 0.4137 - accuracy: 0.7986 Epoch 246/500 45/45 [==============================] - 0s 330us/step - loss: 0.4137 - accuracy: 0.7951 Epoch 247/500 45/45 [==============================] - 0s 323us/step - loss: 0.4130 - accuracy: 0.7986 Epoch 248/500 45/45 [==============================] - 0s 321us/step - loss: 0.4134 - accuracy: 0.7979 Epoch 249/500 45/45 [==============================] - 0s 323us/step - loss: 0.4128 - accuracy: 0.7986 Epoch 250/500 45/45 [==============================] - 0s 322us/step - loss: 0.4129 - accuracy: 0.7972 Epoch 251/500 45/45 [==============================] - 0s 317us/step - loss: 0.4128 - accuracy: 0.7951 Epoch 252/500 45/45 [==============================] - 0s 313us/step - loss: 0.4120 - accuracy: 0.8021 Epoch 253/500 45/45 [==============================] - 0s 318us/step - loss: 0.4124 - accuracy: 0.7986 Epoch 254/500 45/45 [==============================] - 0s 327us/step - loss: 0.4125 - accuracy: 0.8000 Epoch 255/500 45/45 [==============================] - 0s 328us/step - loss: 0.4123 - accuracy: 0.7958 Epoch 256/500 45/45 [==============================] - 0s 325us/step - loss: 0.4118 - accuracy: 0.7979 Epoch 257/500 45/45 [==============================] - 0s 324us/step - loss: 0.4123 - accuracy: 0.7986 Epoch 258/500 45/45 [==============================] - 0s 315us/step - loss: 0.4111 - accuracy: 0.8000 Epoch 259/500 45/45 [==============================] - 0s 331us/step - loss: 0.4123 - accuracy: 0.7979 Epoch 260/500 45/45 [==============================] - 0s 397us/step - loss: 0.4116 - accuracy: 0.7958 Epoch 261/500 45/45 [==============================] - 0s 499us/step - loss: 0.4107 - accuracy: 0.7986 Epoch 262/500 45/45 [==============================] - 0s 352us/step - loss: 0.4111 - accuracy: 0.7986 Epoch 263/500 45/45 [==============================] - 0s 344us/step - loss: 0.4111 - accuracy: 0.7979 Epoch 264/500 45/45 [==============================] - 0s 326us/step - loss: 0.4109 - accuracy: 0.7993 Epoch 265/500 45/45 [==============================] - 0s 326us/step - loss: 0.4111 - accuracy: 0.7993 Epoch 266/500 45/45 [==============================] - 0s 354us/step - loss: 0.4111 - accuracy: 0.7979 Epoch 267/500 45/45 [==============================] - 0s 304us/step - loss: 0.4106 - accuracy: 0.8021 Epoch 268/500 45/45 [==============================] - 0s 316us/step - loss: 0.4109 - accuracy: 0.7993 Epoch 269/500 45/45 [==============================] - 0s 333us/step - loss: 0.4106 - accuracy: 0.8007 Epoch 270/500 45/45 [==============================] - 0s 325us/step - loss: 0.4101 - accuracy: 0.8000 Epoch 271/500 45/45 [==============================] - 0s 315us/step - loss: 0.4097 - accuracy: 0.8000 Epoch 272/500 45/45 [==============================] - 0s 321us/step - loss: 0.4100 - accuracy: 0.8007 Epoch 273/500 45/45 [==============================] - 0s 343us/step - loss: 0.4100 - accuracy: 0.7993 Epoch 274/500 45/45 [==============================] - 0s 341us/step - loss: 0.4096 - accuracy: 0.7993 Epoch 275/500 45/45 [==============================] - 0s 330us/step - loss: 0.4093 - accuracy: 0.8007 Epoch 276/500 45/45 [==============================] - 0s 327us/step - loss: 0.4099 - accuracy: 0.7986 Epoch 277/500 45/45 [==============================] - 0s 345us/step - loss: 0.4098 - accuracy: 0.8028 Epoch 278/500 45/45 [==============================] - 0s 403us/step - loss: 0.4092 - accuracy: 0.8007 Epoch 279/500 45/45 [==============================] - 0s 342us/step - loss: 0.4089 - accuracy: 0.7993 Epoch 280/500 45/45 [==============================] - 0s 346us/step - loss: 0.4096 - accuracy: 0.7993 Epoch 281/500 45/45 [==============================] - 0s 349us/step - loss: 0.4089 - accuracy: 0.8042 Epoch 282/500 45/45 [==============================] - 0s 328us/step - loss: 0.4089 - accuracy: 0.8000 Epoch 283/500 45/45 [==============================] - 0s 337us/step - loss: 0.4093 - accuracy: 0.8028 Epoch 284/500 45/45 [==============================] - 0s 511us/step - loss: 0.4088 - accuracy: 0.8049 Epoch 285/500 45/45 [==============================] - 0s 552us/step - loss: 0.4086 - accuracy: 0.7986 Epoch 286/500 45/45 [==============================] - 0s 344us/step - loss: 0.4088 - accuracy: 0.8056 Epoch 287/500 45/45 [==============================] - 0s 356us/step - loss: 0.4080 - accuracy: 0.8035 Epoch 288/500 45/45 [==============================] - 0s 350us/step - loss: 0.4086 - accuracy: 0.8035 Epoch 289/500 45/45 [==============================] - 0s 340us/step - loss: 0.4078 - accuracy: 0.8049 Epoch 290/500 45/45 [==============================] - 0s 362us/step - loss: 0.4086 - accuracy: 0.8062 Epoch 291/500 45/45 [==============================] - 0s 1ms/step - loss: 0.4082 - accuracy: 0.8007 Epoch 292/500 45/45 [==============================] - 0s 404us/step - loss: 0.4081 - accuracy: 0.8007 Epoch 293/500 45/45 [==============================] - 0s 356us/step - loss: 0.4082 - accuracy: 0.7993 Epoch 294/500 45/45 [==============================] - 0s 351us/step - loss: 0.4078 - accuracy: 0.8049 Epoch 295/500 45/45 [==============================] - 0s 324us/step - loss: 0.4079 - accuracy: 0.8056 Epoch 296/500 45/45 [==============================] - 0s 366us/step - loss: 0.4075 - accuracy: 0.8021 Epoch 297/500 45/45 [==============================] - 0s 344us/step - loss: 0.4078 - accuracy: 0.8097 Epoch 298/500 45/45 [==============================] - 0s 349us/step - loss: 0.4076 - accuracy: 0.8042 Epoch 299/500 45/45 [==============================] - 0s 330us/step - loss: 0.4079 - accuracy: 0.8042 Epoch 300/500 45/45 [==============================] - 0s 354us/step - loss: 0.4077 - accuracy: 0.8049 Epoch 301/500 45/45 [==============================] - 0s 365us/step - loss: 0.4068 - accuracy: 0.8069 Epoch 302/500 45/45 [==============================] - 0s 372us/step - loss: 0.4071 - accuracy: 0.8076 Epoch 303/500 45/45 [==============================] - 0s 341us/step - loss: 0.4069 - accuracy: 0.8062 Epoch 304/500 45/45 [==============================] - 0s 393us/step - loss: 0.4067 - accuracy: 0.8056 Epoch 305/500 45/45 [==============================] - 0s 410us/step - loss: 0.4065 - accuracy: 0.8083 Epoch 306/500 45/45 [==============================] - 0s 646us/step - loss: 0.4054 - accuracy: 0.8097 Epoch 307/500 45/45 [==============================] - 0s 468us/step - loss: 0.4067 - accuracy: 0.8028 Epoch 308/500 45/45 [==============================] - 0s 352us/step - loss: 0.4062 - accuracy: 0.8049 Epoch 309/500 45/45 [==============================] - 0s 345us/step - loss: 0.4062 - accuracy: 0.8062 Epoch 310/500 45/45 [==============================] - 0s 358us/step - loss: 0.4058 - accuracy: 0.8042 Epoch 311/500 45/45 [==============================] - 0s 343us/step - loss: 0.4060 - accuracy: 0.8104 Epoch 312/500 45/45 [==============================] - 0s 350us/step - loss: 0.4056 - accuracy: 0.8083 Epoch 313/500 45/45 [==============================] - 0s 351us/step - loss: 0.4056 - accuracy: 0.8097 Epoch 314/500 45/45 [==============================] - 0s 349us/step - loss: 0.4052 - accuracy: 0.8111 Epoch 315/500 45/45 [==============================] - 0s 341us/step - loss: 0.4052 - accuracy: 0.8076 Epoch 316/500 45/45 [==============================] - 0s 355us/step - loss: 0.4053 - accuracy: 0.8111 Epoch 317/500 45/45 [==============================] - 0s 296us/step - loss: 0.4048 - accuracy: 0.8069 Epoch 318/500 45/45 [==============================] - 0s 398us/step - loss: 0.4041 - accuracy: 0.8090 Epoch 319/500 45/45 [==============================] - 0s 323us/step - loss: 0.4052 - accuracy: 0.8097 Epoch 320/500 45/45 [==============================] - 0s 324us/step - loss: 0.4047 - accuracy: 0.8049 Epoch 321/500 45/45 [==============================] - 0s 332us/step - loss: 0.4046 - accuracy: 0.8118 Epoch 322/500 45/45 [==============================] - 0s 339us/step - loss: 0.4045 - accuracy: 0.8083 Epoch 323/500 45/45 [==============================] - 0s 321us/step - loss: 0.4044 - accuracy: 0.8097 Epoch 324/500 45/45 [==============================] - 0s 338us/step - loss: 0.4044 - accuracy: 0.8090 Epoch 325/500 45/45 [==============================] - 0s 324us/step - loss: 0.4046 - accuracy: 0.8104 Epoch 326/500 45/45 [==============================] - 0s 334us/step - loss: 0.4039 - accuracy: 0.8090 Epoch 327/500 45/45 [==============================] - 0s 324us/step - loss: 0.4034 - accuracy: 0.8090 Epoch 328/500 45/45 [==============================] - 0s 317us/step - loss: 0.4037 - accuracy: 0.8146 Epoch 329/500 45/45 [==============================] - 0s 318us/step - loss: 0.4039 - accuracy: 0.8083 Epoch 330/500 45/45 [==============================] - 0s 331us/step - loss: 0.4036 - accuracy: 0.8132 Epoch 331/500 45/45 [==============================] - 0s 326us/step - loss: 0.4034 - accuracy: 0.8062 Epoch 332/500 45/45 [==============================] - 0s 326us/step - loss: 0.4042 - accuracy: 0.8097 Epoch 333/500 45/45 [==============================] - 0s 323us/step - loss: 0.4033 - accuracy: 0.8090 Epoch 334/500 45/45 [==============================] - 0s 399us/step - loss: 0.4021 - accuracy: 0.8167 Epoch 335/500 45/45 [==============================] - 0s 334us/step - loss: 0.4031 - accuracy: 0.8153 Epoch 336/500 45/45 [==============================] - 0s 335us/step - loss: 0.4032 - accuracy: 0.8146 Epoch 337/500 45/45 [==============================] - 0s 342us/step - loss: 0.4027 - accuracy: 0.8146 Epoch 338/500 45/45 [==============================] - 0s 344us/step - loss: 0.4028 - accuracy: 0.8146 Epoch 339/500 45/45 [==============================] - 0s 327us/step - loss: 0.4018 - accuracy: 0.8181 Epoch 340/500 45/45 [==============================] - 0s 346us/step - loss: 0.4029 - accuracy: 0.8069 Epoch 341/500 45/45 [==============================] - 0s 318us/step - loss: 0.4027 - accuracy: 0.8083 Epoch 342/500 45/45 [==============================] - 0s 324us/step - loss: 0.4019 - accuracy: 0.8153 Epoch 343/500 45/45 [==============================] - 0s 334us/step - loss: 0.4025 - accuracy: 0.8153 Epoch 344/500 45/45 [==============================] - 0s 322us/step - loss: 0.4022 - accuracy: 0.8104 Epoch 345/500 45/45 [==============================] - 0s 337us/step - loss: 0.4018 - accuracy: 0.8097 Epoch 346/500 45/45 [==============================] - 0s 324us/step - loss: 0.4016 - accuracy: 0.8194 Epoch 347/500 45/45 [==============================] - 0s 315us/step - loss: 0.4017 - accuracy: 0.8153 Epoch 348/500 45/45 [==============================] - 0s 324us/step - loss: 0.4012 - accuracy: 0.8139 Epoch 349/500 45/45 [==============================] - 0s 322us/step - loss: 0.4016 - accuracy: 0.8146 Epoch 350/500 45/45 [==============================] - 0s 421us/step - loss: 0.4015 - accuracy: 0.8125 Epoch 351/500 45/45 [==============================] - 0s 332us/step - loss: 0.4009 - accuracy: 0.8104 Epoch 352/500 45/45 [==============================] - 0s 330us/step - loss: 0.4012 - accuracy: 0.8160 Epoch 353/500 45/45 [==============================] - 0s 329us/step - loss: 0.4013 - accuracy: 0.8153 Epoch 354/500 45/45 [==============================] - 0s 328us/step - loss: 0.4007 - accuracy: 0.8104 Epoch 355/500 45/45 [==============================] - 0s 323us/step - loss: 0.4005 - accuracy: 0.8160 Epoch 356/500 45/45 [==============================] - 0s 327us/step - loss: 0.4010 - accuracy: 0.8160 Epoch 357/500 45/45 [==============================] - 0s 329us/step - loss: 0.3998 - accuracy: 0.8118 Epoch 358/500 45/45 [==============================] - 0s 323us/step - loss: 0.4008 - accuracy: 0.8160 Epoch 359/500 45/45 [==============================] - 0s 326us/step - loss: 0.4002 - accuracy: 0.8146 Epoch 360/500 45/45 [==============================] - 0s 319us/step - loss: 0.4001 - accuracy: 0.8097 Epoch 361/500 45/45 [==============================] - 0s 331us/step - loss: 0.4003 - accuracy: 0.8056 Epoch 362/500 45/45 [==============================] - 0s 330us/step - loss: 0.4002 - accuracy: 0.8146 Epoch 363/500 45/45 [==============================] - 0s 329us/step - loss: 0.4002 - accuracy: 0.8118 Epoch 364/500 45/45 [==============================] - 0s 327us/step - loss: 0.3996 - accuracy: 0.8097 Epoch 365/500 45/45 [==============================] - 0s 339us/step - loss: 0.3996 - accuracy: 0.8139 Epoch 366/500 45/45 [==============================] - 0s 551us/step - loss: 0.3992 - accuracy: 0.8118 Epoch 367/500 45/45 [==============================] - 0s 325us/step - loss: 0.3995 - accuracy: 0.8118 Epoch 368/500 45/45 [==============================] - 0s 328us/step - loss: 0.3987 - accuracy: 0.8153 Epoch 369/500 45/45 [==============================] - 0s 323us/step - loss: 0.3992 - accuracy: 0.8125 Epoch 370/500 45/45 [==============================] - 0s 315us/step - loss: 0.3986 - accuracy: 0.8111 Epoch 371/500 45/45 [==============================] - 0s 370us/step - loss: 0.3991 - accuracy: 0.8153 Epoch 372/500 45/45 [==============================] - 0s 349us/step - loss: 0.3986 - accuracy: 0.8125 Epoch 373/500 45/45 [==============================] - 0s 332us/step - loss: 0.3989 - accuracy: 0.8111 Epoch 374/500 45/45 [==============================] - 0s 322us/step - loss: 0.3982 - accuracy: 0.8139 Epoch 375/500 45/45 [==============================] - 0s 330us/step - loss: 0.3986 - accuracy: 0.8139 Epoch 376/500 45/45 [==============================] - 0s 324us/step - loss: 0.3981 - accuracy: 0.8118 Epoch 377/500 45/45 [==============================] - 0s 340us/step - loss: 0.3980 - accuracy: 0.8174 Epoch 378/500 45/45 [==============================] - 0s 333us/step - loss: 0.3981 - accuracy: 0.8125 Epoch 379/500 45/45 [==============================] - 0s 356us/step - loss: 0.3977 - accuracy: 0.8097 Epoch 380/500 45/45 [==============================] - 0s 336us/step - loss: 0.3978 - accuracy: 0.8146 Epoch 381/500 45/45 [==============================] - 0s 422us/step - loss: 0.3974 - accuracy: 0.8111 Epoch 382/500 45/45 [==============================] - 0s 341us/step - loss: 0.3972 - accuracy: 0.8160 Epoch 383/500 45/45 [==============================] - 0s 350us/step - loss: 0.3975 - accuracy: 0.8104 Epoch 384/500 45/45 [==============================] - 0s 332us/step - loss: 0.3972 - accuracy: 0.8118 Epoch 385/500 45/45 [==============================] - 0s 340us/step - loss: 0.3967 - accuracy: 0.8125 Epoch 386/500 45/45 [==============================] - 0s 323us/step - loss: 0.3974 - accuracy: 0.8097 Epoch 387/500 45/45 [==============================] - 0s 337us/step - loss: 0.3968 - accuracy: 0.8104 Epoch 388/500 45/45 [==============================] - 0s 339us/step - loss: 0.3960 - accuracy: 0.8153 Epoch 389/500 45/45 [==============================] - 0s 359us/step - loss: 0.3975 - accuracy: 0.8118 Epoch 390/500 45/45 [==============================] - 0s 331us/step - loss: 0.3964 - accuracy: 0.8160 Epoch 391/500 45/45 [==============================] - 0s 325us/step - loss: 0.3967 - accuracy: 0.8097 Epoch 392/500 45/45 [==============================] - 0s 339us/step - loss: 0.3971 - accuracy: 0.8132 Epoch 393/500 45/45 [==============================] - 0s 346us/step - loss: 0.3967 - accuracy: 0.8111 Epoch 394/500 45/45 [==============================] - 0s 332us/step - loss: 0.3962 - accuracy: 0.8174 Epoch 395/500 45/45 [==============================] - 0s 330us/step - loss: 0.3958 - accuracy: 0.8132 Epoch 396/500 45/45 [==============================] - 0s 346us/step - loss: 0.3965 - accuracy: 0.8118 Epoch 397/500 45/45 [==============================] - 0s 354us/step - loss: 0.3961 - accuracy: 0.8090 Epoch 398/500 45/45 [==============================] - 0s 333us/step - loss: 0.3950 - accuracy: 0.8118 Epoch 399/500 45/45 [==============================] - 0s 324us/step - loss: 0.3952 - accuracy: 0.8153 Epoch 400/500 45/45 [==============================] - 0s 344us/step - loss: 0.3953 - accuracy: 0.8132 Epoch 401/500 45/45 [==============================] - 0s 328us/step - loss: 0.3956 - accuracy: 0.8097 Epoch 402/500 45/45 [==============================] - 0s 339us/step - loss: 0.3950 - accuracy: 0.8153 Epoch 403/500 45/45 [==============================] - 0s 324us/step - loss: 0.3956 - accuracy: 0.8118 Epoch 404/500 45/45 [==============================] - 0s 336us/step - loss: 0.3953 - accuracy: 0.8153 Epoch 405/500 45/45 [==============================] - 0s 331us/step - loss: 0.3950 - accuracy: 0.8201 Epoch 406/500 45/45 [==============================] - 0s 330us/step - loss: 0.3956 - accuracy: 0.8125 Epoch 407/500 45/45 [==============================] - 0s 321us/step - loss: 0.3946 - accuracy: 0.8160 Epoch 408/500 45/45 [==============================] - 0s 321us/step - loss: 0.3953 - accuracy: 0.8167 Epoch 409/500 45/45 [==============================] - 0s 333us/step - loss: 0.3948 - accuracy: 0.8174 Epoch 410/500 45/45 [==============================] - 0s 318us/step - loss: 0.3942 - accuracy: 0.8167 Epoch 411/500 45/45 [==============================] - 0s 314us/step - loss: 0.3950 - accuracy: 0.8132 Epoch 412/500 45/45 [==============================] - 0s 322us/step - loss: 0.3946 - accuracy: 0.8174 Epoch 413/500 45/45 [==============================] - 0s 440us/step - loss: 0.3945 - accuracy: 0.8153 Epoch 414/500 45/45 [==============================] - 0s 337us/step - loss: 0.3943 - accuracy: 0.8153 Epoch 415/500 45/45 [==============================] - 0s 342us/step - loss: 0.3938 - accuracy: 0.8181 Epoch 416/500 45/45 [==============================] - 0s 329us/step - loss: 0.3945 - accuracy: 0.8194 Epoch 417/500 45/45 [==============================] - 0s 327us/step - loss: 0.3936 - accuracy: 0.8160 Epoch 418/500 45/45 [==============================] - 0s 323us/step - loss: 0.3942 - accuracy: 0.8174 Epoch 419/500 45/45 [==============================] - 0s 325us/step - loss: 0.3934 - accuracy: 0.8167 Epoch 420/500 45/45 [==============================] - 0s 325us/step - loss: 0.3925 - accuracy: 0.8208 Epoch 421/500 45/45 [==============================] - 0s 335us/step - loss: 0.3931 - accuracy: 0.8139 Epoch 422/500 45/45 [==============================] - 0s 333us/step - loss: 0.3929 - accuracy: 0.8188 Epoch 423/500 45/45 [==============================] - 0s 343us/step - loss: 0.3927 - accuracy: 0.8201 Epoch 424/500 45/45 [==============================] - 0s 327us/step - loss: 0.3929 - accuracy: 0.8188 Epoch 425/500 45/45 [==============================] - 0s 321us/step - loss: 0.3926 - accuracy: 0.8215 Epoch 426/500 45/45 [==============================] - 0s 338us/step - loss: 0.3925 - accuracy: 0.8201 Epoch 427/500 45/45 [==============================] - 0s 332us/step - loss: 0.3924 - accuracy: 0.8194 Epoch 428/500 45/45 [==============================] - 0s 387us/step - loss: 0.3923 - accuracy: 0.8222 Epoch 429/500 45/45 [==============================] - 0s 330us/step - loss: 0.3913 - accuracy: 0.8292 Epoch 430/500 45/45 [==============================] - 0s 325us/step - loss: 0.3923 - accuracy: 0.8229 Epoch 431/500 45/45 [==============================] - 0s 322us/step - loss: 0.3918 - accuracy: 0.8229 Epoch 432/500 45/45 [==============================] - 0s 322us/step - loss: 0.3918 - accuracy: 0.8215 Epoch 433/500 45/45 [==============================] - 0s 335us/step - loss: 0.3916 - accuracy: 0.8271 Epoch 434/500 45/45 [==============================] - 0s 325us/step - loss: 0.3919 - accuracy: 0.8306 Epoch 435/500 45/45 [==============================] - 0s 322us/step - loss: 0.3911 - accuracy: 0.8257 Epoch 436/500 45/45 [==============================] - 0s 320us/step - loss: 0.3914 - accuracy: 0.8285 Epoch 437/500 45/45 [==============================] - 0s 317us/step - loss: 0.3910 - accuracy: 0.8278 Epoch 438/500 45/45 [==============================] - 0s 329us/step - loss: 0.3903 - accuracy: 0.8250 Epoch 439/500 45/45 [==============================] - 0s 330us/step - loss: 0.3903 - accuracy: 0.8319 Epoch 440/500 45/45 [==============================] - 0s 324us/step - loss: 0.3908 - accuracy: 0.8299 Epoch 441/500 45/45 [==============================] - 0s 319us/step - loss: 0.3909 - accuracy: 0.8285 Epoch 442/500 45/45 [==============================] - 0s 329us/step - loss: 0.3896 - accuracy: 0.8292 Epoch 443/500 45/45 [==============================] - 0s 318us/step - loss: 0.3908 - accuracy: 0.8271 Epoch 444/500 45/45 [==============================] - 0s 324us/step - loss: 0.3904 - accuracy: 0.8299 Epoch 445/500 45/45 [==============================] - 0s 441us/step - loss: 0.3906 - accuracy: 0.8243 Epoch 446/500 45/45 [==============================] - 0s 335us/step - loss: 0.3898 - accuracy: 0.8271 Epoch 447/500 45/45 [==============================] - 0s 323us/step - loss: 0.3905 - accuracy: 0.8292 Epoch 448/500 45/45 [==============================] - 0s 332us/step - loss: 0.3894 - accuracy: 0.8271 Epoch 449/500 45/45 [==============================] - 0s 325us/step - loss: 0.3901 - accuracy: 0.8271 Epoch 450/500 45/45 [==============================] - 0s 318us/step - loss: 0.3902 - accuracy: 0.8278 Epoch 451/500 45/45 [==============================] - 0s 326us/step - loss: 0.3901 - accuracy: 0.8299 Epoch 452/500 45/45 [==============================] - 0s 315us/step - loss: 0.3901 - accuracy: 0.8257 Epoch 453/500 45/45 [==============================] - 0s 324us/step - loss: 0.3897 - accuracy: 0.8306 Epoch 454/500 45/45 [==============================] - 0s 324us/step - loss: 0.3896 - accuracy: 0.8264 Epoch 455/500 45/45 [==============================] - 0s 329us/step - loss: 0.3891 - accuracy: 0.8285 Epoch 456/500 45/45 [==============================] - 0s 317us/step - loss: 0.3893 - accuracy: 0.8333 Epoch 457/500 45/45 [==============================] - 0s 322us/step - loss: 0.3886 - accuracy: 0.8264 Epoch 458/500 45/45 [==============================] - 0s 318us/step - loss: 0.3891 - accuracy: 0.8278 Epoch 459/500 45/45 [==============================] - 0s 324us/step - loss: 0.3890 - accuracy: 0.8306 Epoch 460/500 45/45 [==============================] - 0s 325us/step - loss: 0.3879 - accuracy: 0.8299 Epoch 461/500 45/45 [==============================] - 0s 404us/step - loss: 0.3896 - accuracy: 0.8313 Epoch 462/500 45/45 [==============================] - 0s 329us/step - loss: 0.3880 - accuracy: 0.8319 Epoch 463/500 45/45 [==============================] - 0s 333us/step - loss: 0.3880 - accuracy: 0.8292 Epoch 464/500 45/45 [==============================] - 0s 313us/step - loss: 0.3881 - accuracy: 0.8264 Epoch 465/500 45/45 [==============================] - 0s 327us/step - loss: 0.3883 - accuracy: 0.8278 Epoch 466/500 45/45 [==============================] - 0s 321us/step - loss: 0.3881 - accuracy: 0.8264 Epoch 467/500 45/45 [==============================] - 0s 327us/step - loss: 0.3886 - accuracy: 0.8278 Epoch 468/500 45/45 [==============================] - 0s 325us/step - loss: 0.3876 - accuracy: 0.8264 Epoch 469/500 45/45 [==============================] - 0s 328us/step - loss: 0.3877 - accuracy: 0.8313 Epoch 470/500 45/45 [==============================] - 0s 323us/step - loss: 0.3877 - accuracy: 0.8319 Epoch 471/500 45/45 [==============================] - 0s 326us/step - loss: 0.3875 - accuracy: 0.8264 Epoch 472/500 45/45 [==============================] - 0s 322us/step - loss: 0.3871 - accuracy: 0.8188 Epoch 473/500 45/45 [==============================] - 0s 318us/step - loss: 0.3873 - accuracy: 0.8313 Epoch 474/500 45/45 [==============================] - 0s 318us/step - loss: 0.3876 - accuracy: 0.8299 Epoch 475/500 45/45 [==============================] - 0s 342us/step - loss: 0.3874 - accuracy: 0.8257 Epoch 476/500 45/45 [==============================] - 0s 340us/step - loss: 0.3875 - accuracy: 0.8313 Epoch 477/500 45/45 [==============================] - 0s 437us/step - loss: 0.3871 - accuracy: 0.8278 Epoch 478/500 45/45 [==============================] - 0s 342us/step - loss: 0.3874 - accuracy: 0.8306 Epoch 479/500 45/45 [==============================] - 0s 329us/step - loss: 0.3872 - accuracy: 0.8278 Epoch 480/500 45/45 [==============================] - 0s 323us/step - loss: 0.3876 - accuracy: 0.8313 Epoch 481/500 45/45 [==============================] - 0s 319us/step - loss: 0.3864 - accuracy: 0.8306 Epoch 482/500 45/45 [==============================] - 0s 331us/step - loss: 0.3870 - accuracy: 0.8299 Epoch 483/500 45/45 [==============================] - 0s 328us/step - loss: 0.3865 - accuracy: 0.8292 Epoch 484/500 45/45 [==============================] - 0s 317us/step - loss: 0.3862 - accuracy: 0.8285 Epoch 485/500 45/45 [==============================] - 0s 326us/step - loss: 0.3874 - accuracy: 0.8299 Epoch 486/500 45/45 [==============================] - 0s 324us/step - loss: 0.3861 - accuracy: 0.8319 Epoch 487/500 45/45 [==============================] - 0s 327us/step - loss: 0.3859 - accuracy: 0.8292 Epoch 488/500 45/45 [==============================] - 0s 319us/step - loss: 0.3867 - accuracy: 0.8333 Epoch 489/500 45/45 [==============================] - 0s 323us/step - loss: 0.3860 - accuracy: 0.8264 Epoch 490/500 45/45 [==============================] - 0s 311us/step - loss: 0.3858 - accuracy: 0.8271 Epoch 491/500 45/45 [==============================] - 0s 321us/step - loss: 0.3861 - accuracy: 0.8306 Epoch 492/500 45/45 [==============================] - 0s 319us/step - loss: 0.3872 - accuracy: 0.8285 Epoch 493/500 45/45 [==============================] - 0s 352us/step - loss: 0.3859 - accuracy: 0.8285 Epoch 494/500 45/45 [==============================] - 0s 328us/step - loss: 0.3856 - accuracy: 0.8319 Epoch 495/500 45/45 [==============================] - 0s 327us/step - loss: 0.3858 - accuracy: 0.8264 Epoch 496/500 45/45 [==============================] - 0s 326us/step - loss: 0.3862 - accuracy: 0.8264 Epoch 497/500 45/45 [==============================] - 0s 325us/step - loss: 0.3857 - accuracy: 0.8278 Epoch 498/500 45/45 [==============================] - 0s 323us/step - loss: 0.3858 - accuracy: 0.8278 Epoch 499/500 45/45 [==============================] - 0s 317us/step - loss: 0.3855 - accuracy: 0.8257 Epoch 500/500 45/45 [==============================] - 0s 332us/step - loss: 0.3851 - accuracy: 0.8271 5/5 [==============================] - 0s 431us/step Epoch 1/500 45/45 [==============================] - 0s 466us/step - loss: 0.6872 - accuracy: 0.6611 Epoch 2/500 45/45 [==============================] - 0s 411us/step - loss: 0.6702 - accuracy: 0.6618 Epoch 3/500 45/45 [==============================] - 0s 342us/step - loss: 0.6430 - accuracy: 0.6618 Epoch 4/500 45/45 [==============================] - 0s 325us/step - loss: 0.6067 - accuracy: 0.6618 Epoch 5/500 45/45 [==============================] - 0s 332us/step - loss: 0.5704 - accuracy: 0.6681 Epoch 6/500 45/45 [==============================] - 0s 332us/step - loss: 0.5379 - accuracy: 0.7368 Epoch 7/500 45/45 [==============================] - 0s 708us/step - loss: 0.5154 - accuracy: 0.7597 Epoch 8/500 45/45 [==============================] - 0s 368us/step - loss: 0.5008 - accuracy: 0.7715 Epoch 9/500 45/45 [==============================] - 0s 367us/step - loss: 0.4908 - accuracy: 0.7764 Epoch 10/500 45/45 [==============================] - 0s 331us/step - loss: 0.4838 - accuracy: 0.7681 Epoch 11/500 45/45 [==============================] - 0s 323us/step - loss: 0.4790 - accuracy: 0.7688 Epoch 12/500 45/45 [==============================] - 0s 331us/step - loss: 0.4757 - accuracy: 0.7674 Epoch 13/500 45/45 [==============================] - 0s 327us/step - loss: 0.4730 - accuracy: 0.7674 Epoch 14/500 45/45 [==============================] - 0s 333us/step - loss: 0.4711 - accuracy: 0.7688 Epoch 15/500 45/45 [==============================] - 0s 336us/step - loss: 0.4695 - accuracy: 0.7681 Epoch 16/500 45/45 [==============================] - 0s 319us/step - loss: 0.4681 - accuracy: 0.7674 Epoch 17/500 45/45 [==============================] - 0s 317us/step - loss: 0.4673 - accuracy: 0.7667 Epoch 18/500 45/45 [==============================] - 0s 332us/step - loss: 0.4659 - accuracy: 0.7708 Epoch 19/500 45/45 [==============================] - 0s 325us/step - loss: 0.4648 - accuracy: 0.7667 Epoch 20/500 45/45 [==============================] - 0s 320us/step - loss: 0.4640 - accuracy: 0.7688 Epoch 21/500 45/45 [==============================] - 0s 339us/step - loss: 0.4629 - accuracy: 0.7639 Epoch 22/500 45/45 [==============================] - 0s 322us/step - loss: 0.4621 - accuracy: 0.7674 Epoch 23/500 45/45 [==============================] - 0s 322us/step - loss: 0.4613 - accuracy: 0.7722 Epoch 24/500 45/45 [==============================] - 0s 310us/step - loss: 0.4606 - accuracy: 0.7708 Epoch 25/500 45/45 [==============================] - 0s 434us/step - loss: 0.4598 - accuracy: 0.7688 Epoch 26/500 45/45 [==============================] - 0s 336us/step - loss: 0.4586 - accuracy: 0.7729 Epoch 27/500 45/45 [==============================] - 0s 319us/step - loss: 0.4587 - accuracy: 0.7681 Epoch 28/500 45/45 [==============================] - 0s 331us/step - loss: 0.4579 - accuracy: 0.7694 Epoch 29/500 45/45 [==============================] - 0s 331us/step - loss: 0.4572 - accuracy: 0.7708 Epoch 30/500 45/45 [==============================] - 0s 330us/step - loss: 0.4567 - accuracy: 0.7708 Epoch 31/500 45/45 [==============================] - 0s 307us/step - loss: 0.4564 - accuracy: 0.7694 Epoch 32/500 45/45 [==============================] - 0s 329us/step - loss: 0.4556 - accuracy: 0.7701 Epoch 33/500 45/45 [==============================] - 0s 325us/step - loss: 0.4551 - accuracy: 0.7715 Epoch 34/500 45/45 [==============================] - 0s 322us/step - loss: 0.4546 - accuracy: 0.7736 Epoch 35/500 45/45 [==============================] - 0s 328us/step - loss: 0.4541 - accuracy: 0.7764 Epoch 36/500 45/45 [==============================] - 0s 327us/step - loss: 0.4536 - accuracy: 0.7757 Epoch 37/500 45/45 [==============================] - 0s 321us/step - loss: 0.4530 - accuracy: 0.7757 Epoch 38/500 45/45 [==============================] - 0s 501us/step - loss: 0.4522 - accuracy: 0.7785 Epoch 39/500 45/45 [==============================] - 0s 345us/step - loss: 0.4524 - accuracy: 0.7736 Epoch 40/500 45/45 [==============================] - 0s 427us/step - loss: 0.4519 - accuracy: 0.7757 Epoch 41/500 45/45 [==============================] - 0s 321us/step - loss: 0.4514 - accuracy: 0.7750 Epoch 42/500 45/45 [==============================] - 0s 325us/step - loss: 0.4510 - accuracy: 0.7771 Epoch 43/500 45/45 [==============================] - 0s 324us/step - loss: 0.4507 - accuracy: 0.7736 Epoch 44/500 45/45 [==============================] - 0s 332us/step - loss: 0.4503 - accuracy: 0.7729 Epoch 45/500 45/45 [==============================] - 0s 321us/step - loss: 0.4498 - accuracy: 0.7736 Epoch 46/500 45/45 [==============================] - 0s 310us/step - loss: 0.4502 - accuracy: 0.7778 Epoch 47/500 45/45 [==============================] - 0s 331us/step - loss: 0.4494 - accuracy: 0.7750 Epoch 48/500 45/45 [==============================] - 0s 336us/step - loss: 0.4491 - accuracy: 0.7757 Epoch 49/500 45/45 [==============================] - 0s 318us/step - loss: 0.4488 - accuracy: 0.7771 Epoch 50/500 45/45 [==============================] - 0s 324us/step - loss: 0.4484 - accuracy: 0.7785 Epoch 51/500 45/45 [==============================] - 0s 321us/step - loss: 0.4484 - accuracy: 0.7736 Epoch 52/500 45/45 [==============================] - 0s 407us/step - loss: 0.4480 - accuracy: 0.7806 Epoch 53/500 45/45 [==============================] - 0s 357us/step - loss: 0.4477 - accuracy: 0.7799 Epoch 54/500 45/45 [==============================] - 0s 332us/step - loss: 0.4470 - accuracy: 0.7833 Epoch 55/500 45/45 [==============================] - 0s 339us/step - loss: 0.4469 - accuracy: 0.7785 Epoch 56/500 45/45 [==============================] - 0s 451us/step - loss: 0.4465 - accuracy: 0.7799 Epoch 57/500 45/45 [==============================] - 0s 359us/step - loss: 0.4460 - accuracy: 0.7799 Epoch 58/500 45/45 [==============================] - 0s 329us/step - loss: 0.4458 - accuracy: 0.7833 Epoch 59/500 45/45 [==============================] - 0s 331us/step - loss: 0.4457 - accuracy: 0.7806 Epoch 60/500 45/45 [==============================] - 0s 365us/step - loss: 0.4451 - accuracy: 0.7799 Epoch 61/500 45/45 [==============================] - 0s 338us/step - loss: 0.4449 - accuracy: 0.7833 Epoch 62/500 45/45 [==============================] - 0s 392us/step - loss: 0.4446 - accuracy: 0.7785 Epoch 63/500 45/45 [==============================] - 0s 345us/step - loss: 0.4445 - accuracy: 0.7812 Epoch 64/500 45/45 [==============================] - 0s 338us/step - loss: 0.4441 - accuracy: 0.7771 Epoch 65/500 45/45 [==============================] - 0s 332us/step - loss: 0.4439 - accuracy: 0.7771 Epoch 66/500 45/45 [==============================] - 0s 339us/step - loss: 0.4435 - accuracy: 0.7826 Epoch 67/500 45/45 [==============================] - 0s 318us/step - loss: 0.4434 - accuracy: 0.7785 Epoch 68/500 45/45 [==============================] - 0s 318us/step - loss: 0.4426 - accuracy: 0.7778 Epoch 69/500 45/45 [==============================] - 0s 325us/step - loss: 0.4429 - accuracy: 0.7806 Epoch 70/500 45/45 [==============================] - 0s 320us/step - loss: 0.4425 - accuracy: 0.7812 Epoch 71/500 45/45 [==============================] - 0s 332us/step - loss: 0.4422 - accuracy: 0.7778 Epoch 72/500 45/45 [==============================] - 0s 344us/step - loss: 0.4419 - accuracy: 0.7778 Epoch 73/500 45/45 [==============================] - 0s 335us/step - loss: 0.4416 - accuracy: 0.7757 Epoch 74/500 45/45 [==============================] - 0s 335us/step - loss: 0.4414 - accuracy: 0.7771 Epoch 75/500 45/45 [==============================] - 0s 336us/step - loss: 0.4412 - accuracy: 0.7757 Epoch 76/500 45/45 [==============================] - 0s 315us/step - loss: 0.4406 - accuracy: 0.7778 Epoch 77/500 45/45 [==============================] - 0s 328us/step - loss: 0.4408 - accuracy: 0.7785 Epoch 78/500 45/45 [==============================] - 0s 328us/step - loss: 0.4405 - accuracy: 0.7778 Epoch 79/500 45/45 [==============================] - 0s 329us/step - loss: 0.4399 - accuracy: 0.7743 Epoch 80/500 45/45 [==============================] - 0s 315us/step - loss: 0.4401 - accuracy: 0.7757 Epoch 81/500 45/45 [==============================] - 0s 334us/step - loss: 0.4397 - accuracy: 0.7750 Epoch 82/500 45/45 [==============================] - 0s 323us/step - loss: 0.4395 - accuracy: 0.7757 Epoch 83/500 45/45 [==============================] - 0s 320us/step - loss: 0.4392 - accuracy: 0.7778 Epoch 84/500 45/45 [==============================] - 0s 324us/step - loss: 0.4388 - accuracy: 0.7812 Epoch 85/500 45/45 [==============================] - 0s 327us/step - loss: 0.4386 - accuracy: 0.7833 Epoch 86/500 45/45 [==============================] - 0s 313us/step - loss: 0.4383 - accuracy: 0.7806 Epoch 87/500 45/45 [==============================] - 0s 315us/step - loss: 0.4378 - accuracy: 0.7826 Epoch 88/500 45/45 [==============================] - 0s 430us/step - loss: 0.4376 - accuracy: 0.7792 Epoch 89/500 45/45 [==============================] - 0s 326us/step - loss: 0.4376 - accuracy: 0.7806 Epoch 90/500 45/45 [==============================] - 0s 319us/step - loss: 0.4368 - accuracy: 0.7833 Epoch 91/500 45/45 [==============================] - 0s 328us/step - loss: 0.4373 - accuracy: 0.7854 Epoch 92/500 45/45 [==============================] - 0s 316us/step - loss: 0.4363 - accuracy: 0.7917 Epoch 93/500 45/45 [==============================] - 0s 321us/step - loss: 0.4364 - accuracy: 0.7861 Epoch 94/500 45/45 [==============================] - 0s 315us/step - loss: 0.4357 - accuracy: 0.7896 Epoch 95/500 45/45 [==============================] - 0s 314us/step - loss: 0.4354 - accuracy: 0.7875 Epoch 96/500 45/45 [==============================] - 0s 322us/step - loss: 0.4350 - accuracy: 0.7861 Epoch 97/500 45/45 [==============================] - 0s 325us/step - loss: 0.4348 - accuracy: 0.7847 Epoch 98/500 45/45 [==============================] - 0s 323us/step - loss: 0.4346 - accuracy: 0.7889 Epoch 99/500 45/45 [==============================] - 0s 315us/step - loss: 0.4342 - accuracy: 0.7903 Epoch 100/500 45/45 [==============================] - 0s 325us/step - loss: 0.4340 - accuracy: 0.7896 Epoch 101/500 45/45 [==============================] - 0s 309us/step - loss: 0.4341 - accuracy: 0.7944 Epoch 102/500 45/45 [==============================] - 0s 328us/step - loss: 0.4336 - accuracy: 0.7937 Epoch 103/500 45/45 [==============================] - 0s 323us/step - loss: 0.4333 - accuracy: 0.7924 Epoch 104/500 45/45 [==============================] - 0s 377us/step - loss: 0.4332 - accuracy: 0.7931 Epoch 105/500 45/45 [==============================] - 0s 326us/step - loss: 0.4329 - accuracy: 0.7889 Epoch 106/500 45/45 [==============================] - 0s 320us/step - loss: 0.4325 - accuracy: 0.7917 Epoch 107/500 45/45 [==============================] - 0s 332us/step - loss: 0.4325 - accuracy: 0.7896 Epoch 108/500 45/45 [==============================] - 0s 318us/step - loss: 0.4321 - accuracy: 0.7917 Epoch 109/500 45/45 [==============================] - 0s 321us/step - loss: 0.4321 - accuracy: 0.7931 Epoch 110/500 45/45 [==============================] - 0s 328us/step - loss: 0.4315 - accuracy: 0.7924 Epoch 111/500 45/45 [==============================] - 0s 317us/step - loss: 0.4313 - accuracy: 0.7910 Epoch 112/500 45/45 [==============================] - 0s 327us/step - loss: 0.4310 - accuracy: 0.7944 Epoch 113/500 45/45 [==============================] - 0s 317us/step - loss: 0.4308 - accuracy: 0.7924 Epoch 114/500 45/45 [==============================] - 0s 322us/step - loss: 0.4306 - accuracy: 0.7931 Epoch 115/500 45/45 [==============================] - 0s 328us/step - loss: 0.4303 - accuracy: 0.7944 Epoch 116/500 45/45 [==============================] - 0s 316us/step - loss: 0.4301 - accuracy: 0.7951 Epoch 117/500 45/45 [==============================] - 0s 333us/step - loss: 0.4301 - accuracy: 0.7951 Epoch 118/500 45/45 [==============================] - 0s 323us/step - loss: 0.4299 - accuracy: 0.7951 Epoch 119/500 45/45 [==============================] - 0s 326us/step - loss: 0.4297 - accuracy: 0.7910 Epoch 120/500 45/45 [==============================] - 0s 322us/step - loss: 0.4294 - accuracy: 0.7951 Epoch 121/500 45/45 [==============================] - 0s 462us/step - loss: 0.4291 - accuracy: 0.7937 Epoch 122/500 45/45 [==============================] - 0s 336us/step - loss: 0.4286 - accuracy: 0.7944 Epoch 123/500 45/45 [==============================] - 0s 326us/step - loss: 0.4287 - accuracy: 0.7965 Epoch 124/500 45/45 [==============================] - 0s 316us/step - loss: 0.4285 - accuracy: 0.7931 Epoch 125/500 45/45 [==============================] - 0s 324us/step - loss: 0.4283 - accuracy: 0.7937 Epoch 126/500 45/45 [==============================] - 0s 307us/step - loss: 0.4284 - accuracy: 0.7958 Epoch 127/500 45/45 [==============================] - 0s 316us/step - loss: 0.4279 - accuracy: 0.7958 Epoch 128/500 45/45 [==============================] - 0s 316us/step - loss: 0.4280 - accuracy: 0.7931 Epoch 129/500 45/45 [==============================] - 0s 307us/step - loss: 0.4278 - accuracy: 0.7958 Epoch 130/500 45/45 [==============================] - 0s 313us/step - loss: 0.4276 - accuracy: 0.7972 Epoch 131/500 45/45 [==============================] - 0s 319us/step - loss: 0.4275 - accuracy: 0.7965 Epoch 132/500 45/45 [==============================] - 0s 313us/step - loss: 0.4273 - accuracy: 0.7958 Epoch 133/500 45/45 [==============================] - 0s 331us/step - loss: 0.4272 - accuracy: 0.7931 Epoch 134/500 45/45 [==============================] - 0s 328us/step - loss: 0.4268 - accuracy: 0.7993 Epoch 135/500 45/45 [==============================] - 0s 320us/step - loss: 0.4266 - accuracy: 0.7972 Epoch 136/500 45/45 [==============================] - 0s 323us/step - loss: 0.4265 - accuracy: 0.7958 Epoch 137/500 45/45 [==============================] - 0s 392us/step - loss: 0.4266 - accuracy: 0.8000 Epoch 138/500 45/45 [==============================] - 0s 318us/step - loss: 0.4265 - accuracy: 0.7958 Epoch 139/500 45/45 [==============================] - 0s 319us/step - loss: 0.4262 - accuracy: 0.7993 Epoch 140/500 45/45 [==============================] - 0s 333us/step - loss: 0.4262 - accuracy: 0.7986 Epoch 141/500 45/45 [==============================] - 0s 326us/step - loss: 0.4256 - accuracy: 0.7986 Epoch 142/500 45/45 [==============================] - 0s 325us/step - loss: 0.4258 - accuracy: 0.7972 Epoch 143/500 45/45 [==============================] - 0s 322us/step - loss: 0.4258 - accuracy: 0.8014 Epoch 144/500 45/45 [==============================] - 0s 324us/step - loss: 0.4256 - accuracy: 0.8014 Epoch 145/500 45/45 [==============================] - 0s 313us/step - loss: 0.4252 - accuracy: 0.8014 Epoch 146/500 45/45 [==============================] - 0s 313us/step - loss: 0.4255 - accuracy: 0.7993 Epoch 147/500 45/45 [==============================] - 0s 320us/step - loss: 0.4247 - accuracy: 0.7958 Epoch 148/500 45/45 [==============================] - 0s 326us/step - loss: 0.4247 - accuracy: 0.8014 Epoch 149/500 45/45 [==============================] - 0s 318us/step - loss: 0.4251 - accuracy: 0.7979 Epoch 150/500 45/45 [==============================] - 0s 310us/step - loss: 0.4247 - accuracy: 0.8056 Epoch 151/500 45/45 [==============================] - 0s 319us/step - loss: 0.4245 - accuracy: 0.7993 Epoch 152/500 45/45 [==============================] - 0s 306us/step - loss: 0.4241 - accuracy: 0.7993 Epoch 153/500 45/45 [==============================] - 0s 433us/step - loss: 0.4246 - accuracy: 0.8069 Epoch 154/500 45/45 [==============================] - 0s 342us/step - loss: 0.4241 - accuracy: 0.8042 Epoch 155/500 45/45 [==============================] - 0s 320us/step - loss: 0.4235 - accuracy: 0.8021 Epoch 156/500 45/45 [==============================] - 0s 333us/step - loss: 0.4237 - accuracy: 0.8000 Epoch 157/500 45/45 [==============================] - 0s 323us/step - loss: 0.4232 - accuracy: 0.8042 Epoch 158/500 45/45 [==============================] - 0s 304us/step - loss: 0.4233 - accuracy: 0.8014 Epoch 159/500 45/45 [==============================] - 0s 320us/step - loss: 0.4231 - accuracy: 0.8035 Epoch 160/500 45/45 [==============================] - 0s 321us/step - loss: 0.4228 - accuracy: 0.8056 Epoch 161/500 45/45 [==============================] - 0s 328us/step - loss: 0.4224 - accuracy: 0.8049 Epoch 162/500 45/45 [==============================] - 0s 334us/step - loss: 0.4221 - accuracy: 0.8076 Epoch 163/500 45/45 [==============================] - 0s 326us/step - loss: 0.4223 - accuracy: 0.8049 Epoch 164/500 45/45 [==============================] - 0s 315us/step - loss: 0.4218 - accuracy: 0.8076 Epoch 165/500 45/45 [==============================] - 0s 332us/step - loss: 0.4217 - accuracy: 0.8035 Epoch 166/500 45/45 [==============================] - 0s 317us/step - loss: 0.4216 - accuracy: 0.8076 Epoch 167/500 45/45 [==============================] - 0s 329us/step - loss: 0.4209 - accuracy: 0.8069 Epoch 168/500 45/45 [==============================] - 0s 337us/step - loss: 0.4214 - accuracy: 0.8083 Epoch 169/500 45/45 [==============================] - 0s 373us/step - loss: 0.4211 - accuracy: 0.8076 Epoch 170/500 45/45 [==============================] - 0s 331us/step - loss: 0.4210 - accuracy: 0.8083 Epoch 171/500 45/45 [==============================] - 0s 327us/step - loss: 0.4209 - accuracy: 0.8097 Epoch 172/500 45/45 [==============================] - 0s 327us/step - loss: 0.4205 - accuracy: 0.8090 Epoch 173/500 45/45 [==============================] - 0s 330us/step - loss: 0.4203 - accuracy: 0.8049 Epoch 174/500 45/45 [==============================] - 0s 328us/step - loss: 0.4198 - accuracy: 0.8111 Epoch 175/500 45/45 [==============================] - 0s 327us/step - loss: 0.4195 - accuracy: 0.8076 Epoch 176/500 45/45 [==============================] - 0s 320us/step - loss: 0.4194 - accuracy: 0.8069 Epoch 177/500 45/45 [==============================] - 0s 314us/step - loss: 0.4192 - accuracy: 0.8076 Epoch 178/500 45/45 [==============================] - 0s 319us/step - loss: 0.4191 - accuracy: 0.8090 Epoch 179/500 45/45 [==============================] - 0s 310us/step - loss: 0.4189 - accuracy: 0.8056 Epoch 180/500 45/45 [==============================] - 0s 322us/step - loss: 0.4186 - accuracy: 0.8062 Epoch 181/500 45/45 [==============================] - 0s 330us/step - loss: 0.4186 - accuracy: 0.8069 Epoch 182/500 45/45 [==============================] - 0s 346us/step - loss: 0.4182 - accuracy: 0.8097 Epoch 183/500 45/45 [==============================] - 0s 319us/step - loss: 0.4183 - accuracy: 0.8076 Epoch 184/500 45/45 [==============================] - 0s 327us/step - loss: 0.4183 - accuracy: 0.8062 Epoch 185/500 45/45 [==============================] - 0s 323us/step - loss: 0.4180 - accuracy: 0.8111 Epoch 186/500 45/45 [==============================] - 0s 445us/step - loss: 0.4179 - accuracy: 0.8083 Epoch 187/500 45/45 [==============================] - 0s 328us/step - loss: 0.4175 - accuracy: 0.8069 Epoch 188/500 45/45 [==============================] - 0s 332us/step - loss: 0.4176 - accuracy: 0.8056 Epoch 189/500 45/45 [==============================] - 0s 331us/step - loss: 0.4174 - accuracy: 0.8076 Epoch 190/500 45/45 [==============================] - 0s 324us/step - loss: 0.4170 - accuracy: 0.8049 Epoch 191/500 45/45 [==============================] - 0s 317us/step - loss: 0.4171 - accuracy: 0.8097 Epoch 192/500 45/45 [==============================] - 0s 321us/step - loss: 0.4165 - accuracy: 0.8056 Epoch 193/500 45/45 [==============================] - 0s 321us/step - loss: 0.4167 - accuracy: 0.8125 Epoch 194/500 45/45 [==============================] - 0s 320us/step - loss: 0.4168 - accuracy: 0.8069 Epoch 195/500 45/45 [==============================] - 0s 324us/step - loss: 0.4164 - accuracy: 0.8097 Epoch 196/500 45/45 [==============================] - 0s 313us/step - loss: 0.4165 - accuracy: 0.8090 Epoch 197/500 45/45 [==============================] - 0s 315us/step - loss: 0.4162 - accuracy: 0.8069 Epoch 198/500 45/45 [==============================] - 0s 320us/step - loss: 0.4163 - accuracy: 0.8097 Epoch 199/500 45/45 [==============================] - 0s 314us/step - loss: 0.4165 - accuracy: 0.8069 Epoch 200/500 45/45 [==============================] - 0s 321us/step - loss: 0.4161 - accuracy: 0.8069 Epoch 201/500 45/45 [==============================] - 0s 315us/step - loss: 0.4160 - accuracy: 0.8014 Epoch 202/500 45/45 [==============================] - 0s 416us/step - loss: 0.4158 - accuracy: 0.8042 Epoch 203/500 45/45 [==============================] - 0s 326us/step - loss: 0.4156 - accuracy: 0.8097 Epoch 204/500 45/45 [==============================] - 0s 321us/step - loss: 0.4157 - accuracy: 0.8056 Epoch 205/500 45/45 [==============================] - 0s 322us/step - loss: 0.4151 - accuracy: 0.8049 Epoch 206/500 45/45 [==============================] - 0s 332us/step - loss: 0.4149 - accuracy: 0.8083 Epoch 207/500 45/45 [==============================] - 0s 321us/step - loss: 0.4156 - accuracy: 0.8062 Epoch 208/500 45/45 [==============================] - 0s 325us/step - loss: 0.4150 - accuracy: 0.8042 Epoch 209/500 45/45 [==============================] - 0s 330us/step - loss: 0.4150 - accuracy: 0.8049 Epoch 210/500 45/45 [==============================] - 0s 323us/step - loss: 0.4149 - accuracy: 0.8069 Epoch 211/500 45/45 [==============================] - 0s 326us/step - loss: 0.4149 - accuracy: 0.8097 Epoch 212/500 45/45 [==============================] - 0s 318us/step - loss: 0.4144 - accuracy: 0.8049 Epoch 213/500 45/45 [==============================] - 0s 316us/step - loss: 0.4142 - accuracy: 0.8062 Epoch 214/500 45/45 [==============================] - 0s 329us/step - loss: 0.4138 - accuracy: 0.8090 Epoch 215/500 45/45 [==============================] - 0s 318us/step - loss: 0.4142 - accuracy: 0.8028 Epoch 216/500 45/45 [==============================] - 0s 323us/step - loss: 0.4142 - accuracy: 0.8035 Epoch 217/500 45/45 [==============================] - 0s 312us/step - loss: 0.4134 - accuracy: 0.8069 Epoch 218/500 45/45 [==============================] - 0s 431us/step - loss: 0.4134 - accuracy: 0.8069 Epoch 219/500 45/45 [==============================] - 0s 341us/step - loss: 0.4130 - accuracy: 0.8069 Epoch 220/500 45/45 [==============================] - 0s 325us/step - loss: 0.4126 - accuracy: 0.8069 Epoch 221/500 45/45 [==============================] - 0s 347us/step - loss: 0.4128 - accuracy: 0.8056 Epoch 222/500 45/45 [==============================] - 0s 321us/step - loss: 0.4127 - accuracy: 0.8035 Epoch 223/500 45/45 [==============================] - 0s 321us/step - loss: 0.4122 - accuracy: 0.8062 Epoch 224/500 45/45 [==============================] - 0s 331us/step - loss: 0.4123 - accuracy: 0.8049 Epoch 225/500 45/45 [==============================] - 0s 324us/step - loss: 0.4120 - accuracy: 0.8056 Epoch 226/500 45/45 [==============================] - 0s 327us/step - loss: 0.4114 - accuracy: 0.8090 Epoch 227/500 45/45 [==============================] - 0s 324us/step - loss: 0.4113 - accuracy: 0.8069 Epoch 228/500 45/45 [==============================] - 0s 312us/step - loss: 0.4114 - accuracy: 0.8069 Epoch 229/500 45/45 [==============================] - 0s 320us/step - loss: 0.4103 - accuracy: 0.8083 Epoch 230/500 45/45 [==============================] - 0s 328us/step - loss: 0.4106 - accuracy: 0.8090 Epoch 231/500 45/45 [==============================] - 0s 325us/step - loss: 0.4104 - accuracy: 0.8090 Epoch 232/500 45/45 [==============================] - 0s 337us/step - loss: 0.4099 - accuracy: 0.8062 Epoch 233/500 45/45 [==============================] - 0s 332us/step - loss: 0.4094 - accuracy: 0.8076 Epoch 234/500 45/45 [==============================] - 0s 326us/step - loss: 0.4092 - accuracy: 0.8049 Epoch 235/500 45/45 [==============================] - 0s 345us/step - loss: 0.4088 - accuracy: 0.8104 Epoch 236/500 45/45 [==============================] - 0s 320us/step - loss: 0.4086 - accuracy: 0.8062 Epoch 237/500 45/45 [==============================] - 0s 323us/step - loss: 0.4090 - accuracy: 0.8049 Epoch 238/500 45/45 [==============================] - 0s 314us/step - loss: 0.4078 - accuracy: 0.8104 Epoch 239/500 45/45 [==============================] - 0s 321us/step - loss: 0.4082 - accuracy: 0.8083 Epoch 240/500 45/45 [==============================] - 0s 329us/step - loss: 0.4074 - accuracy: 0.8139 Epoch 241/500 45/45 [==============================] - 0s 324us/step - loss: 0.4078 - accuracy: 0.8097 Epoch 242/500 45/45 [==============================] - 0s 324us/step - loss: 0.4074 - accuracy: 0.8111 Epoch 243/500 45/45 [==============================] - 0s 319us/step - loss: 0.4070 - accuracy: 0.8090 Epoch 244/500 45/45 [==============================] - 0s 329us/step - loss: 0.4070 - accuracy: 0.8076 Epoch 245/500 45/45 [==============================] - 0s 314us/step - loss: 0.4069 - accuracy: 0.8097 Epoch 246/500 45/45 [==============================] - 0s 332us/step - loss: 0.4065 - accuracy: 0.8111 Epoch 247/500 45/45 [==============================] - 0s 323us/step - loss: 0.4064 - accuracy: 0.8139 Epoch 248/500 45/45 [==============================] - 0s 323us/step - loss: 0.4059 - accuracy: 0.8118 Epoch 249/500 45/45 [==============================] - 0s 319us/step - loss: 0.4061 - accuracy: 0.8076 Epoch 250/500 45/45 [==============================] - 0s 320us/step - loss: 0.4060 - accuracy: 0.8118 Epoch 251/500 45/45 [==============================] - 0s 449us/step - loss: 0.4054 - accuracy: 0.8132 Epoch 252/500 45/45 [==============================] - 0s 336us/step - loss: 0.4055 - accuracy: 0.8125 Epoch 253/500 45/45 [==============================] - 0s 334us/step - loss: 0.4051 - accuracy: 0.8132 Epoch 254/500 45/45 [==============================] - 0s 311us/step - loss: 0.4048 - accuracy: 0.8146 Epoch 255/500 45/45 [==============================] - 0s 327us/step - loss: 0.4047 - accuracy: 0.8125 Epoch 256/500 45/45 [==============================] - 0s 317us/step - loss: 0.4043 - accuracy: 0.8132 Epoch 257/500 45/45 [==============================] - 0s 312us/step - loss: 0.4042 - accuracy: 0.8132 Epoch 258/500 45/45 [==============================] - 0s 321us/step - loss: 0.4040 - accuracy: 0.8132 Epoch 259/500 45/45 [==============================] - 0s 318us/step - loss: 0.4036 - accuracy: 0.8118 Epoch 260/500 45/45 [==============================] - 0s 312us/step - loss: 0.4035 - accuracy: 0.8111 Epoch 261/500 45/45 [==============================] - 0s 326us/step - loss: 0.4028 - accuracy: 0.8139 Epoch 262/500 45/45 [==============================] - 0s 317us/step - loss: 0.4034 - accuracy: 0.8118 Epoch 263/500 45/45 [==============================] - 0s 325us/step - loss: 0.4024 - accuracy: 0.8139 Epoch 264/500 45/45 [==============================] - 0s 326us/step - loss: 0.4027 - accuracy: 0.8125 Epoch 265/500 45/45 [==============================] - 0s 320us/step - loss: 0.4025 - accuracy: 0.8139 Epoch 266/500 45/45 [==============================] - 0s 328us/step - loss: 0.4017 - accuracy: 0.8132 Epoch 267/500 45/45 [==============================] - 0s 383us/step - loss: 0.4024 - accuracy: 0.8111 Epoch 268/500 45/45 [==============================] - 0s 319us/step - loss: 0.4016 - accuracy: 0.8153 Epoch 269/500 45/45 [==============================] - 0s 325us/step - loss: 0.4016 - accuracy: 0.8139 Epoch 270/500 45/45 [==============================] - 0s 321us/step - loss: 0.4015 - accuracy: 0.8111 Epoch 271/500 45/45 [==============================] - 0s 318us/step - loss: 0.4008 - accuracy: 0.8118 Epoch 272/500 45/45 [==============================] - 0s 328us/step - loss: 0.4012 - accuracy: 0.8139 Epoch 273/500 45/45 [==============================] - 0s 319us/step - loss: 0.4006 - accuracy: 0.8153 Epoch 274/500 45/45 [==============================] - 0s 331us/step - loss: 0.4012 - accuracy: 0.8097 Epoch 275/500 45/45 [==============================] - 0s 318us/step - loss: 0.4005 - accuracy: 0.8111 Epoch 276/500 45/45 [==============================] - 0s 323us/step - loss: 0.4003 - accuracy: 0.8139 Epoch 277/500 45/45 [==============================] - 0s 319us/step - loss: 0.4006 - accuracy: 0.8125 Epoch 278/500 45/45 [==============================] - 0s 325us/step - loss: 0.4008 - accuracy: 0.8153 Epoch 279/500 45/45 [==============================] - 0s 334us/step - loss: 0.4007 - accuracy: 0.8160 Epoch 280/500 45/45 [==============================] - 0s 328us/step - loss: 0.3996 - accuracy: 0.8160 Epoch 281/500 45/45 [==============================] - 0s 317us/step - loss: 0.4004 - accuracy: 0.8132 Epoch 282/500 45/45 [==============================] - 0s 324us/step - loss: 0.4000 - accuracy: 0.8118 Epoch 283/500 45/45 [==============================] - 0s 319us/step - loss: 0.4002 - accuracy: 0.8139 Epoch 284/500 45/45 [==============================] - 0s 430us/step - loss: 0.3988 - accuracy: 0.8181 Epoch 285/500 45/45 [==============================] - 0s 339us/step - loss: 0.4000 - accuracy: 0.8111 Epoch 286/500 45/45 [==============================] - 0s 326us/step - loss: 0.3998 - accuracy: 0.8146 Epoch 287/500 45/45 [==============================] - 0s 327us/step - loss: 0.3992 - accuracy: 0.8188 Epoch 288/500 45/45 [==============================] - 0s 327us/step - loss: 0.3992 - accuracy: 0.8118 Epoch 289/500 45/45 [==============================] - 0s 339us/step - loss: 0.4000 - accuracy: 0.8167 Epoch 290/500 45/45 [==============================] - 0s 319us/step - loss: 0.3995 - accuracy: 0.8132 Epoch 291/500 45/45 [==============================] - 0s 314us/step - loss: 0.3993 - accuracy: 0.8118 Epoch 292/500 45/45 [==============================] - 0s 319us/step - loss: 0.3985 - accuracy: 0.8174 Epoch 293/500 45/45 [==============================] - 0s 310us/step - loss: 0.3993 - accuracy: 0.8160 Epoch 294/500 45/45 [==============================] - 0s 321us/step - loss: 0.3993 - accuracy: 0.8139 Epoch 295/500 45/45 [==============================] - 0s 329us/step - loss: 0.3985 - accuracy: 0.8146 Epoch 296/500 45/45 [==============================] - 0s 323us/step - loss: 0.3987 - accuracy: 0.8167 Epoch 297/500 45/45 [==============================] - 0s 315us/step - loss: 0.3987 - accuracy: 0.8153 Epoch 298/500 45/45 [==============================] - 0s 323us/step - loss: 0.3981 - accuracy: 0.8146 Epoch 299/500 45/45 [==============================] - 0s 322us/step - loss: 0.3984 - accuracy: 0.8208 Epoch 300/500 45/45 [==============================] - 0s 414us/step - loss: 0.3980 - accuracy: 0.8167 Epoch 301/500 45/45 [==============================] - 0s 324us/step - loss: 0.3982 - accuracy: 0.8167 Epoch 302/500 45/45 [==============================] - 0s 319us/step - loss: 0.3979 - accuracy: 0.8167 Epoch 303/500 45/45 [==============================] - 0s 339us/step - loss: 0.3980 - accuracy: 0.8167 Epoch 304/500 45/45 [==============================] - 0s 341us/step - loss: 0.3978 - accuracy: 0.8160 Epoch 305/500 45/45 [==============================] - 0s 329us/step - loss: 0.3980 - accuracy: 0.8194 Epoch 306/500 45/45 [==============================] - 0s 322us/step - loss: 0.3974 - accuracy: 0.8167 Epoch 307/500 45/45 [==============================] - 0s 334us/step - loss: 0.3972 - accuracy: 0.8160 Epoch 308/500 45/45 [==============================] - 0s 324us/step - loss: 0.3973 - accuracy: 0.8132 Epoch 309/500 45/45 [==============================] - 0s 319us/step - loss: 0.3979 - accuracy: 0.8194 Epoch 310/500 45/45 [==============================] - 0s 315us/step - loss: 0.3972 - accuracy: 0.8181 Epoch 311/500 45/45 [==============================] - 0s 321us/step - loss: 0.3974 - accuracy: 0.8153 Epoch 312/500 45/45 [==============================] - 0s 324us/step - loss: 0.3968 - accuracy: 0.8181 Epoch 313/500 45/45 [==============================] - 0s 334us/step - loss: 0.3967 - accuracy: 0.8146 Epoch 314/500 45/45 [==============================] - 0s 325us/step - loss: 0.3966 - accuracy: 0.8167 Epoch 315/500 45/45 [==============================] - 0s 328us/step - loss: 0.3970 - accuracy: 0.8153 Epoch 316/500 45/45 [==============================] - 0s 394us/step - loss: 0.3966 - accuracy: 0.8167 Epoch 317/500 45/45 [==============================] - 0s 313us/step - loss: 0.3965 - accuracy: 0.8188 Epoch 318/500 45/45 [==============================] - 0s 310us/step - loss: 0.3964 - accuracy: 0.8201 Epoch 319/500 45/45 [==============================] - 0s 323us/step - loss: 0.3966 - accuracy: 0.8146 Epoch 320/500 45/45 [==============================] - 0s 315us/step - loss: 0.3962 - accuracy: 0.8181 Epoch 321/500 45/45 [==============================] - 0s 320us/step - loss: 0.3960 - accuracy: 0.8167 Epoch 322/500 45/45 [==============================] - 0s 320us/step - loss: 0.3965 - accuracy: 0.8194 Epoch 323/500 45/45 [==============================] - 0s 319us/step - loss: 0.3962 - accuracy: 0.8125 Epoch 324/500 45/45 [==============================] - 0s 324us/step - loss: 0.3961 - accuracy: 0.8188 Epoch 325/500 45/45 [==============================] - 0s 321us/step - loss: 0.3958 - accuracy: 0.8201 Epoch 326/500 45/45 [==============================] - 0s 321us/step - loss: 0.3960 - accuracy: 0.8181 Epoch 327/500 45/45 [==============================] - 0s 316us/step - loss: 0.3958 - accuracy: 0.8188 Epoch 328/500 45/45 [==============================] - 0s 319us/step - loss: 0.3952 - accuracy: 0.8160 Epoch 329/500 45/45 [==============================] - 0s 312us/step - loss: 0.3961 - accuracy: 0.8181 Epoch 330/500 45/45 [==============================] - 0s 326us/step - loss: 0.3957 - accuracy: 0.8201 Epoch 331/500 45/45 [==============================] - 0s 323us/step - loss: 0.3960 - accuracy: 0.8160 Epoch 332/500 45/45 [==============================] - 0s 315us/step - loss: 0.3957 - accuracy: 0.8194 Epoch 333/500 45/45 [==============================] - 0s 459us/step - loss: 0.3956 - accuracy: 0.8146 Epoch 334/500 45/45 [==============================] - 0s 317us/step - loss: 0.3956 - accuracy: 0.8201 Epoch 335/500 45/45 [==============================] - 0s 321us/step - loss: 0.3958 - accuracy: 0.8201 Epoch 336/500 45/45 [==============================] - 0s 321us/step - loss: 0.3955 - accuracy: 0.8208 Epoch 337/500 45/45 [==============================] - 0s 329us/step - loss: 0.3954 - accuracy: 0.8201 Epoch 338/500 45/45 [==============================] - 0s 330us/step - loss: 0.3959 - accuracy: 0.8181 Epoch 339/500 45/45 [==============================] - 0s 326us/step - loss: 0.3954 - accuracy: 0.8194 Epoch 340/500 45/45 [==============================] - 0s 318us/step - loss: 0.3952 - accuracy: 0.8208 Epoch 341/500 45/45 [==============================] - 0s 332us/step - loss: 0.3952 - accuracy: 0.8201 Epoch 342/500 45/45 [==============================] - 0s 323us/step - loss: 0.3953 - accuracy: 0.8139 Epoch 343/500 45/45 [==============================] - 0s 326us/step - loss: 0.3950 - accuracy: 0.8111 Epoch 344/500 45/45 [==============================] - 0s 321us/step - loss: 0.3947 - accuracy: 0.8271 Epoch 345/500 45/45 [==============================] - 0s 313us/step - loss: 0.3954 - accuracy: 0.8208 Epoch 346/500 45/45 [==============================] - 0s 316us/step - loss: 0.3943 - accuracy: 0.8174 Epoch 347/500 45/45 [==============================] - 0s 322us/step - loss: 0.3949 - accuracy: 0.8236 Epoch 348/500 45/45 [==============================] - 0s 325us/step - loss: 0.3949 - accuracy: 0.8167 Epoch 349/500 45/45 [==============================] - 0s 413us/step - loss: 0.3947 - accuracy: 0.8181 Epoch 350/500 45/45 [==============================] - 0s 316us/step - loss: 0.3944 - accuracy: 0.8181 Epoch 351/500 45/45 [==============================] - 0s 328us/step - loss: 0.3948 - accuracy: 0.8139 Epoch 352/500 45/45 [==============================] - 0s 316us/step - loss: 0.3947 - accuracy: 0.8208 Epoch 353/500 45/45 [==============================] - 0s 313us/step - loss: 0.3948 - accuracy: 0.8181 Epoch 354/500 45/45 [==============================] - 0s 325us/step - loss: 0.3944 - accuracy: 0.8174 Epoch 355/500 45/45 [==============================] - 0s 326us/step - loss: 0.3944 - accuracy: 0.8250 Epoch 356/500 45/45 [==============================] - 0s 315us/step - loss: 0.3943 - accuracy: 0.8174 Epoch 357/500 45/45 [==============================] - 0s 313us/step - loss: 0.3942 - accuracy: 0.8174 Epoch 358/500 45/45 [==============================] - 0s 313us/step - loss: 0.3941 - accuracy: 0.8181 Epoch 359/500 45/45 [==============================] - 0s 319us/step - loss: 0.3940 - accuracy: 0.8201 Epoch 360/500 45/45 [==============================] - 0s 306us/step - loss: 0.3945 - accuracy: 0.8181 Epoch 361/500 45/45 [==============================] - 0s 321us/step - loss: 0.3948 - accuracy: 0.8167 Epoch 362/500 45/45 [==============================] - 0s 330us/step - loss: 0.3937 - accuracy: 0.8181 Epoch 363/500 45/45 [==============================] - 0s 308us/step - loss: 0.3943 - accuracy: 0.8229 Epoch 364/500 45/45 [==============================] - 0s 319us/step - loss: 0.3941 - accuracy: 0.8167 Epoch 365/500 45/45 [==============================] - 0s 450us/step - loss: 0.3944 - accuracy: 0.8201 Epoch 366/500 45/45 [==============================] - 0s 332us/step - loss: 0.3940 - accuracy: 0.8174 Epoch 367/500 45/45 [==============================] - 0s 320us/step - loss: 0.3944 - accuracy: 0.8222 Epoch 368/500 45/45 [==============================] - 0s 322us/step - loss: 0.3942 - accuracy: 0.8181 Epoch 369/500 45/45 [==============================] - 0s 328us/step - loss: 0.3937 - accuracy: 0.8160 Epoch 370/500 45/45 [==============================] - 0s 323us/step - loss: 0.3944 - accuracy: 0.8160 Epoch 371/500 45/45 [==============================] - 0s 322us/step - loss: 0.3944 - accuracy: 0.8201 Epoch 372/500 45/45 [==============================] - 0s 312us/step - loss: 0.3941 - accuracy: 0.8194 Epoch 373/500 45/45 [==============================] - 0s 327us/step - loss: 0.3934 - accuracy: 0.8146 Epoch 374/500 45/45 [==============================] - 0s 321us/step - loss: 0.3938 - accuracy: 0.8201 Epoch 375/500 45/45 [==============================] - 0s 366us/step - loss: 0.3942 - accuracy: 0.8201 Epoch 376/500 45/45 [==============================] - 0s 326us/step - loss: 0.3935 - accuracy: 0.8208 Epoch 377/500 45/45 [==============================] - 0s 351us/step - loss: 0.3941 - accuracy: 0.8181 Epoch 378/500 45/45 [==============================] - 0s 338us/step - loss: 0.3936 - accuracy: 0.8153 Epoch 379/500 45/45 [==============================] - 0s 337us/step - loss: 0.3939 - accuracy: 0.8215 Epoch 380/500 45/45 [==============================] - 0s 325us/step - loss: 0.3940 - accuracy: 0.8181 Epoch 381/500 45/45 [==============================] - 0s 410us/step - loss: 0.3931 - accuracy: 0.8188 Epoch 382/500 45/45 [==============================] - 0s 333us/step - loss: 0.3935 - accuracy: 0.8181 Epoch 383/500 45/45 [==============================] - 0s 328us/step - loss: 0.3934 - accuracy: 0.8236 Epoch 384/500 45/45 [==============================] - 0s 346us/step - loss: 0.3929 - accuracy: 0.8215 Epoch 385/500 45/45 [==============================] - 0s 331us/step - loss: 0.3933 - accuracy: 0.8167 Epoch 386/500 45/45 [==============================] - 0s 329us/step - loss: 0.3932 - accuracy: 0.8201 Epoch 387/500 45/45 [==============================] - 0s 329us/step - loss: 0.3936 - accuracy: 0.8146 Epoch 388/500 45/45 [==============================] - 0s 562us/step - loss: 0.3930 - accuracy: 0.8188 Epoch 389/500 45/45 [==============================] - 0s 355us/step - loss: 0.3925 - accuracy: 0.8229 Epoch 390/500 45/45 [==============================] - 0s 366us/step - loss: 0.3933 - accuracy: 0.8160 Epoch 391/500 45/45 [==============================] - 0s 342us/step - loss: 0.3932 - accuracy: 0.8194 Epoch 392/500 45/45 [==============================] - 0s 357us/step - loss: 0.3927 - accuracy: 0.8181 Epoch 393/500 45/45 [==============================] - 0s 350us/step - loss: 0.3923 - accuracy: 0.8229 Epoch 394/500 45/45 [==============================] - 0s 334us/step - loss: 0.3931 - accuracy: 0.8167 Epoch 395/500 45/45 [==============================] - 0s 337us/step - loss: 0.3929 - accuracy: 0.8236 Epoch 396/500 45/45 [==============================] - 0s 473us/step - loss: 0.3925 - accuracy: 0.8153 Epoch 397/500 45/45 [==============================] - 0s 345us/step - loss: 0.3928 - accuracy: 0.8222 Epoch 398/500 45/45 [==============================] - 0s 324us/step - loss: 0.3926 - accuracy: 0.8174 Epoch 399/500 45/45 [==============================] - 0s 323us/step - loss: 0.3921 - accuracy: 0.8264 Epoch 400/500 45/45 [==============================] - 0s 335us/step - loss: 0.3923 - accuracy: 0.8222 Epoch 401/500 45/45 [==============================] - 0s 328us/step - loss: 0.3926 - accuracy: 0.8201 Epoch 402/500 45/45 [==============================] - 0s 330us/step - loss: 0.3928 - accuracy: 0.8181 Epoch 403/500 45/45 [==============================] - 0s 321us/step - loss: 0.3926 - accuracy: 0.8167 Epoch 404/500 45/45 [==============================] - 0s 327us/step - loss: 0.3915 - accuracy: 0.8250 Epoch 405/500 45/45 [==============================] - 0s 342us/step - loss: 0.3924 - accuracy: 0.8222 Epoch 406/500 45/45 [==============================] - 0s 313us/step - loss: 0.3925 - accuracy: 0.8229 Epoch 407/500 45/45 [==============================] - 0s 334us/step - loss: 0.3923 - accuracy: 0.8208 Epoch 408/500 45/45 [==============================] - 0s 344us/step - loss: 0.3921 - accuracy: 0.8215 Epoch 409/500 45/45 [==============================] - 0s 323us/step - loss: 0.3919 - accuracy: 0.8181 Epoch 410/500 45/45 [==============================] - 0s 327us/step - loss: 0.3918 - accuracy: 0.8229 Epoch 411/500 45/45 [==============================] - 0s 326us/step - loss: 0.3912 - accuracy: 0.8215 Epoch 412/500 45/45 [==============================] - 0s 406us/step - loss: 0.3918 - accuracy: 0.8215 Epoch 413/500 45/45 [==============================] - 0s 327us/step - loss: 0.3917 - accuracy: 0.8271 Epoch 414/500 45/45 [==============================] - 0s 325us/step - loss: 0.3911 - accuracy: 0.8201 Epoch 415/500 45/45 [==============================] - 0s 326us/step - loss: 0.3917 - accuracy: 0.8201 Epoch 416/500 45/45 [==============================] - 0s 321us/step - loss: 0.3915 - accuracy: 0.8174 Epoch 417/500 45/45 [==============================] - 0s 323us/step - loss: 0.3907 - accuracy: 0.8229 Epoch 418/500 45/45 [==============================] - 0s 330us/step - loss: 0.3917 - accuracy: 0.8201 Epoch 419/500 45/45 [==============================] - 0s 319us/step - loss: 0.3908 - accuracy: 0.8222 Epoch 420/500 45/45 [==============================] - 0s 333us/step - loss: 0.3912 - accuracy: 0.8174 Epoch 421/500 45/45 [==============================] - 0s 325us/step - loss: 0.3909 - accuracy: 0.8215 Epoch 422/500 45/45 [==============================] - 0s 317us/step - loss: 0.3910 - accuracy: 0.8208 Epoch 423/500 45/45 [==============================] - 0s 320us/step - loss: 0.3911 - accuracy: 0.8229 Epoch 424/500 45/45 [==============================] - 0s 323us/step - loss: 0.3905 - accuracy: 0.8215 Epoch 425/500 45/45 [==============================] - 0s 334us/step - loss: 0.3908 - accuracy: 0.8208 Epoch 426/500 45/45 [==============================] - 0s 333us/step - loss: 0.3903 - accuracy: 0.8236 Epoch 427/500 45/45 [==============================] - 0s 327us/step - loss: 0.3901 - accuracy: 0.8188 Epoch 428/500 45/45 [==============================] - 0s 441us/step - loss: 0.3910 - accuracy: 0.8243 Epoch 429/500 45/45 [==============================] - 0s 339us/step - loss: 0.3905 - accuracy: 0.8208 Epoch 430/500 45/45 [==============================] - 0s 325us/step - loss: 0.3902 - accuracy: 0.8208 Epoch 431/500 45/45 [==============================] - 0s 323us/step - loss: 0.3899 - accuracy: 0.8201 Epoch 432/500 45/45 [==============================] - 0s 334us/step - loss: 0.3901 - accuracy: 0.8222 Epoch 433/500 45/45 [==============================] - 0s 313us/step - loss: 0.3899 - accuracy: 0.8229 Epoch 434/500 45/45 [==============================] - 0s 324us/step - loss: 0.3902 - accuracy: 0.8201 Epoch 435/500 45/45 [==============================] - 0s 322us/step - loss: 0.3903 - accuracy: 0.8188 Epoch 436/500 45/45 [==============================] - 0s 328us/step - loss: 0.3897 - accuracy: 0.8222 Epoch 437/500 45/45 [==============================] - 0s 326us/step - loss: 0.3896 - accuracy: 0.8188 Epoch 438/500 45/45 [==============================] - 0s 325us/step - loss: 0.3899 - accuracy: 0.8222 Epoch 439/500 45/45 [==============================] - 0s 326us/step - loss: 0.3898 - accuracy: 0.8271 Epoch 440/500 45/45 [==============================] - 0s 332us/step - loss: 0.3901 - accuracy: 0.8194 Epoch 441/500 45/45 [==============================] - 0s 330us/step - loss: 0.3903 - accuracy: 0.8222 Epoch 442/500 45/45 [==============================] - 0s 317us/step - loss: 0.3896 - accuracy: 0.8208 Epoch 443/500 45/45 [==============================] - 0s 345us/step - loss: 0.3898 - accuracy: 0.8194 Epoch 444/500 45/45 [==============================] - 0s 401us/step - loss: 0.3897 - accuracy: 0.8222 Epoch 445/500 45/45 [==============================] - 0s 340us/step - loss: 0.3895 - accuracy: 0.8208 Epoch 446/500 45/45 [==============================] - 0s 329us/step - loss: 0.3899 - accuracy: 0.8160 Epoch 447/500 45/45 [==============================] - 0s 334us/step - loss: 0.3896 - accuracy: 0.8208 Epoch 448/500 45/45 [==============================] - 0s 323us/step - loss: 0.3894 - accuracy: 0.8222 Epoch 449/500 45/45 [==============================] - 0s 329us/step - loss: 0.3890 - accuracy: 0.8215 Epoch 450/500 45/45 [==============================] - 0s 320us/step - loss: 0.3900 - accuracy: 0.8208 Epoch 451/500 45/45 [==============================] - 0s 332us/step - loss: 0.3891 - accuracy: 0.8201 Epoch 452/500 45/45 [==============================] - 0s 320us/step - loss: 0.3895 - accuracy: 0.8257 Epoch 453/500 45/45 [==============================] - 0s 329us/step - loss: 0.3892 - accuracy: 0.8194 Epoch 454/500 45/45 [==============================] - 0s 325us/step - loss: 0.3889 - accuracy: 0.8201 Epoch 455/500 45/45 [==============================] - 0s 333us/step - loss: 0.3895 - accuracy: 0.8201 Epoch 456/500 45/45 [==============================] - 0s 319us/step - loss: 0.3890 - accuracy: 0.8208 Epoch 457/500 45/45 [==============================] - 0s 328us/step - loss: 0.3887 - accuracy: 0.8194 Epoch 458/500 45/45 [==============================] - 0s 329us/step - loss: 0.3897 - accuracy: 0.8201 Epoch 459/500 45/45 [==============================] - 0s 328us/step - loss: 0.3897 - accuracy: 0.8208 Epoch 460/500 45/45 [==============================] - 0s 468us/step - loss: 0.3890 - accuracy: 0.8160 Epoch 461/500 45/45 [==============================] - 0s 355us/step - loss: 0.3893 - accuracy: 0.8236 Epoch 462/500 45/45 [==============================] - 0s 339us/step - loss: 0.3887 - accuracy: 0.8222 Epoch 463/500 45/45 [==============================] - 0s 336us/step - loss: 0.3895 - accuracy: 0.8257 Epoch 464/500 45/45 [==============================] - 0s 331us/step - loss: 0.3883 - accuracy: 0.8222 Epoch 465/500 45/45 [==============================] - 0s 312us/step - loss: 0.3887 - accuracy: 0.8208 Epoch 466/500 45/45 [==============================] - 0s 314us/step - loss: 0.3891 - accuracy: 0.8250 Epoch 467/500 45/45 [==============================] - 0s 332us/step - loss: 0.3895 - accuracy: 0.8201 Epoch 468/500 45/45 [==============================] - 0s 324us/step - loss: 0.3880 - accuracy: 0.8243 Epoch 469/500 45/45 [==============================] - 0s 328us/step - loss: 0.3890 - accuracy: 0.8250 Epoch 470/500 45/45 [==============================] - 0s 325us/step - loss: 0.3888 - accuracy: 0.8194 Epoch 471/500 45/45 [==============================] - 0s 344us/step - loss: 0.3888 - accuracy: 0.8201 Epoch 472/500 45/45 [==============================] - 0s 322us/step - loss: 0.3884 - accuracy: 0.8222 Epoch 473/500 45/45 [==============================] - 0s 335us/step - loss: 0.3879 - accuracy: 0.8194 Epoch 474/500 45/45 [==============================] - 0s 331us/step - loss: 0.3885 - accuracy: 0.8201 Epoch 475/500 45/45 [==============================] - 0s 328us/step - loss: 0.3883 - accuracy: 0.8181 Epoch 476/500 45/45 [==============================] - 0s 389us/step - loss: 0.3890 - accuracy: 0.8201 Epoch 477/500 45/45 [==============================] - 0s 317us/step - loss: 0.3885 - accuracy: 0.8153 Epoch 478/500 45/45 [==============================] - 0s 334us/step - loss: 0.3887 - accuracy: 0.8181 Epoch 479/500 45/45 [==============================] - 0s 326us/step - loss: 0.3879 - accuracy: 0.8188 Epoch 480/500 45/45 [==============================] - 0s 319us/step - loss: 0.3889 - accuracy: 0.8208 Epoch 481/500 45/45 [==============================] - 0s 321us/step - loss: 0.3885 - accuracy: 0.8229 Epoch 482/500 45/45 [==============================] - 0s 317us/step - loss: 0.3881 - accuracy: 0.8208 Epoch 483/500 45/45 [==============================] - 0s 317us/step - loss: 0.3884 - accuracy: 0.8229 Epoch 484/500 45/45 [==============================] - 0s 333us/step - loss: 0.3885 - accuracy: 0.8215 Epoch 485/500 45/45 [==============================] - 0s 326us/step - loss: 0.3886 - accuracy: 0.8236 Epoch 486/500 45/45 [==============================] - 0s 325us/step - loss: 0.3882 - accuracy: 0.8208 Epoch 487/500 45/45 [==============================] - 0s 330us/step - loss: 0.3885 - accuracy: 0.8229 Epoch 488/500 45/45 [==============================] - 0s 330us/step - loss: 0.3886 - accuracy: 0.8208 Epoch 489/500 45/45 [==============================] - 0s 329us/step - loss: 0.3886 - accuracy: 0.8264 Epoch 490/500 45/45 [==============================] - 0s 324us/step - loss: 0.3879 - accuracy: 0.8174 Epoch 491/500 45/45 [==============================] - 0s 326us/step - loss: 0.3884 - accuracy: 0.8236 Epoch 492/500 45/45 [==============================] - 0s 325us/step - loss: 0.3882 - accuracy: 0.8208 Epoch 493/500 45/45 [==============================] - 0s 404us/step - loss: 0.3877 - accuracy: 0.8257 Epoch 494/500 45/45 [==============================] - 0s 338us/step - loss: 0.3879 - accuracy: 0.8174 Epoch 495/500 45/45 [==============================] - 0s 317us/step - loss: 0.3879 - accuracy: 0.8208 Epoch 496/500 45/45 [==============================] - 0s 338us/step - loss: 0.3867 - accuracy: 0.8250 Epoch 497/500 45/45 [==============================] - 0s 331us/step - loss: 0.3893 - accuracy: 0.8174 Epoch 498/500 45/45 [==============================] - 0s 325us/step - loss: 0.3879 - accuracy: 0.8250 Epoch 499/500 45/45 [==============================] - 0s 323us/step - loss: 0.3876 - accuracy: 0.8250 Epoch 500/500 45/45 [==============================] - 0s 314us/step - loss: 0.3879 - accuracy: 0.8160 5/5 [==============================] - 0s 474us/step Epoch 1/500 45/45 [==============================] - 0s 466us/step - loss: 0.6858 - accuracy: 0.6472 Epoch 2/500 45/45 [==============================] - 0s 415us/step - loss: 0.6620 - accuracy: 0.6514 Epoch 3/500 45/45 [==============================] - 0s 322us/step - loss: 0.6228 - accuracy: 0.6514 Epoch 4/500 45/45 [==============================] - 0s 327us/step - loss: 0.5809 - accuracy: 0.6514 Epoch 5/500 45/45 [==============================] - 0s 322us/step - loss: 0.5460 - accuracy: 0.6514 Epoch 6/500 45/45 [==============================] - 0s 334us/step - loss: 0.5242 - accuracy: 0.6701 Epoch 7/500 45/45 [==============================] - 0s 344us/step - loss: 0.5126 - accuracy: 0.7549 Epoch 8/500 45/45 [==============================] - 0s 325us/step - loss: 0.5045 - accuracy: 0.7736 Epoch 9/500 45/45 [==============================] - 0s 483us/step - loss: 0.4980 - accuracy: 0.7757 Epoch 10/500 45/45 [==============================] - 0s 342us/step - loss: 0.4922 - accuracy: 0.7799 Epoch 11/500 45/45 [==============================] - 0s 329us/step - loss: 0.4875 - accuracy: 0.7750 Epoch 12/500 45/45 [==============================] - 0s 411us/step - loss: 0.4840 - accuracy: 0.7778 Epoch 13/500 45/45 [==============================] - 0s 719us/step - loss: 0.4808 - accuracy: 0.7743 Epoch 14/500 45/45 [==============================] - 0s 366us/step - loss: 0.4785 - accuracy: 0.7750 Epoch 15/500 45/45 [==============================] - 0s 370us/step - loss: 0.4761 - accuracy: 0.7722 Epoch 16/500 45/45 [==============================] - 0s 359us/step - loss: 0.4737 - accuracy: 0.7743 Epoch 17/500 45/45 [==============================] - 0s 357us/step - loss: 0.4722 - accuracy: 0.7750 Epoch 18/500 45/45 [==============================] - 0s 356us/step - loss: 0.4709 - accuracy: 0.7757 Epoch 19/500 45/45 [==============================] - 0s 354us/step - loss: 0.4696 - accuracy: 0.7743 Epoch 20/500 45/45 [==============================] - 0s 363us/step - loss: 0.4684 - accuracy: 0.7708 Epoch 21/500 45/45 [==============================] - 0s 365us/step - loss: 0.4672 - accuracy: 0.7681 Epoch 22/500 45/45 [==============================] - 0s 481us/step - loss: 0.4660 - accuracy: 0.7708 Epoch 23/500 45/45 [==============================] - 0s 356us/step - loss: 0.4648 - accuracy: 0.7708 Epoch 24/500 45/45 [==============================] - 0s 348us/step - loss: 0.4638 - accuracy: 0.7715 Epoch 25/500 45/45 [==============================] - 0s 382us/step - loss: 0.4630 - accuracy: 0.7729 Epoch 26/500 45/45 [==============================] - 0s 375us/step - loss: 0.4620 - accuracy: 0.7736 Epoch 27/500 45/45 [==============================] - 0s 348us/step - loss: 0.4614 - accuracy: 0.7715 Epoch 28/500 45/45 [==============================] - 0s 321us/step - loss: 0.4607 - accuracy: 0.7715 Epoch 29/500 45/45 [==============================] - 0s 350us/step - loss: 0.4600 - accuracy: 0.7757 Epoch 30/500 45/45 [==============================] - 0s 337us/step - loss: 0.4595 - accuracy: 0.7736 Epoch 31/500 45/45 [==============================] - 0s 317us/step - loss: 0.4591 - accuracy: 0.7743 Epoch 32/500 45/45 [==============================] - 0s 334us/step - loss: 0.4582 - accuracy: 0.7743 Epoch 33/500 45/45 [==============================] - 0s 326us/step - loss: 0.4578 - accuracy: 0.7771 Epoch 34/500 45/45 [==============================] - 0s 327us/step - loss: 0.4571 - accuracy: 0.7757 Epoch 35/500 45/45 [==============================] - 0s 325us/step - loss: 0.4565 - accuracy: 0.7771 Epoch 36/500 45/45 [==============================] - 0s 327us/step - loss: 0.4558 - accuracy: 0.7736 Epoch 37/500 45/45 [==============================] - 0s 480us/step - loss: 0.4551 - accuracy: 0.7750 Epoch 38/500 45/45 [==============================] - 0s 358us/step - loss: 0.4547 - accuracy: 0.7771 Epoch 39/500 45/45 [==============================] - 0s 340us/step - loss: 0.4539 - accuracy: 0.7722 Epoch 40/500 45/45 [==============================] - 0s 331us/step - loss: 0.4533 - accuracy: 0.7750 Epoch 41/500 45/45 [==============================] - 0s 333us/step - loss: 0.4531 - accuracy: 0.7764 Epoch 42/500 45/45 [==============================] - 0s 326us/step - loss: 0.4521 - accuracy: 0.7771 Epoch 43/500 45/45 [==============================] - 0s 332us/step - loss: 0.4516 - accuracy: 0.7757 Epoch 44/500 45/45 [==============================] - 0s 329us/step - loss: 0.4511 - accuracy: 0.7778 Epoch 45/500 45/45 [==============================] - 0s 330us/step - loss: 0.4508 - accuracy: 0.7799 Epoch 46/500 45/45 [==============================] - 0s 328us/step - loss: 0.4505 - accuracy: 0.7750 Epoch 47/500 45/45 [==============================] - 0s 328us/step - loss: 0.4501 - accuracy: 0.7771 Epoch 48/500 45/45 [==============================] - 0s 328us/step - loss: 0.4496 - accuracy: 0.7743 Epoch 49/500 45/45 [==============================] - 0s 334us/step - loss: 0.4494 - accuracy: 0.7743 Epoch 50/500 45/45 [==============================] - 0s 401us/step - loss: 0.4487 - accuracy: 0.7771 Epoch 51/500 45/45 [==============================] - 0s 411us/step - loss: 0.4481 - accuracy: 0.7785 Epoch 52/500 45/45 [==============================] - 0s 463us/step - loss: 0.4481 - accuracy: 0.7764 Epoch 53/500 45/45 [==============================] - 0s 407us/step - loss: 0.4475 - accuracy: 0.7764 Epoch 54/500 45/45 [==============================] - 0s 359us/step - loss: 0.4472 - accuracy: 0.7764 Epoch 55/500 45/45 [==============================] - 0s 391us/step - loss: 0.4469 - accuracy: 0.7722 Epoch 56/500 45/45 [==============================] - 0s 379us/step - loss: 0.4465 - accuracy: 0.7743 Epoch 57/500 45/45 [==============================] - 0s 395us/step - loss: 0.4465 - accuracy: 0.7750 Epoch 58/500 45/45 [==============================] - 0s 350us/step - loss: 0.4460 - accuracy: 0.7729 Epoch 59/500 45/45 [==============================] - 0s 364us/step - loss: 0.4460 - accuracy: 0.7715 Epoch 60/500 45/45 [==============================] - 0s 364us/step - loss: 0.4458 - accuracy: 0.7715 Epoch 61/500 45/45 [==============================] - 0s 380us/step - loss: 0.4455 - accuracy: 0.7729 Epoch 62/500 45/45 [==============================] - 0s 362us/step - loss: 0.4452 - accuracy: 0.7715 Epoch 63/500 45/45 [==============================] - 0s 396us/step - loss: 0.4448 - accuracy: 0.7715 Epoch 64/500 45/45 [==============================] - 0s 387us/step - loss: 0.4445 - accuracy: 0.7743 Epoch 65/500 45/45 [==============================] - 0s 381us/step - loss: 0.4446 - accuracy: 0.7729 Epoch 66/500 45/45 [==============================] - 0s 469us/step - loss: 0.4443 - accuracy: 0.7750 Epoch 67/500 45/45 [==============================] - 0s 379us/step - loss: 0.4440 - accuracy: 0.7743 Epoch 68/500 45/45 [==============================] - 0s 335us/step - loss: 0.4435 - accuracy: 0.7743 Epoch 69/500 45/45 [==============================] - 0s 380us/step - loss: 0.4431 - accuracy: 0.7736 Epoch 70/500 45/45 [==============================] - 0s 384us/step - loss: 0.4429 - accuracy: 0.7750 Epoch 71/500 45/45 [==============================] - 0s 383us/step - loss: 0.4426 - accuracy: 0.7771 Epoch 72/500 45/45 [==============================] - 0s 375us/step - loss: 0.4427 - accuracy: 0.7736 Epoch 73/500 45/45 [==============================] - 0s 319us/step - loss: 0.4424 - accuracy: 0.7757 Epoch 74/500 45/45 [==============================] - 0s 319us/step - loss: 0.4420 - accuracy: 0.7729 Epoch 75/500 45/45 [==============================] - 0s 325us/step - loss: 0.4416 - accuracy: 0.7757 Epoch 76/500 45/45 [==============================] - 0s 319us/step - loss: 0.4416 - accuracy: 0.7736 Epoch 77/500 45/45 [==============================] - 0s 331us/step - loss: 0.4413 - accuracy: 0.7764 Epoch 78/500 45/45 [==============================] - 0s 320us/step - loss: 0.4413 - accuracy: 0.7771 Epoch 79/500 45/45 [==============================] - 0s 317us/step - loss: 0.4403 - accuracy: 0.7764 Epoch 80/500 45/45 [==============================] - 0s 323us/step - loss: 0.4407 - accuracy: 0.7799 Epoch 81/500 45/45 [==============================] - 0s 427us/step - loss: 0.4405 - accuracy: 0.7750 Epoch 82/500 45/45 [==============================] - 0s 321us/step - loss: 0.4404 - accuracy: 0.7757 Epoch 83/500 45/45 [==============================] - 0s 344us/step - loss: 0.4398 - accuracy: 0.7785 Epoch 84/500 45/45 [==============================] - 0s 331us/step - loss: 0.4399 - accuracy: 0.7757 Epoch 85/500 45/45 [==============================] - 0s 325us/step - loss: 0.4396 - accuracy: 0.7771 Epoch 86/500 45/45 [==============================] - 0s 317us/step - loss: 0.4397 - accuracy: 0.7757 Epoch 87/500 45/45 [==============================] - 0s 314us/step - loss: 0.4392 - accuracy: 0.7799 Epoch 88/500 45/45 [==============================] - 0s 327us/step - loss: 0.4390 - accuracy: 0.7799 Epoch 89/500 45/45 [==============================] - 0s 322us/step - loss: 0.4388 - accuracy: 0.7778 Epoch 90/500 45/45 [==============================] - 0s 321us/step - loss: 0.4387 - accuracy: 0.7833 Epoch 91/500 45/45 [==============================] - 0s 316us/step - loss: 0.4383 - accuracy: 0.7833 Epoch 92/500 45/45 [==============================] - 0s 319us/step - loss: 0.4382 - accuracy: 0.7799 Epoch 93/500 45/45 [==============================] - 0s 319us/step - loss: 0.4379 - accuracy: 0.7806 Epoch 94/500 45/45 [==============================] - 0s 331us/step - loss: 0.4382 - accuracy: 0.7847 Epoch 95/500 45/45 [==============================] - 0s 338us/step - loss: 0.4374 - accuracy: 0.7847 Epoch 96/500 45/45 [==============================] - 0s 318us/step - loss: 0.4376 - accuracy: 0.7868 Epoch 97/500 45/45 [==============================] - 0s 344us/step - loss: 0.4374 - accuracy: 0.7854 Epoch 98/500 45/45 [==============================] - 0s 340us/step - loss: 0.4371 - accuracy: 0.7889 Epoch 99/500 45/45 [==============================] - 0s 327us/step - loss: 0.4365 - accuracy: 0.7889 Epoch 100/500 45/45 [==============================] - 0s 332us/step - loss: 0.4369 - accuracy: 0.7903 Epoch 101/500 45/45 [==============================] - 0s 329us/step - loss: 0.4362 - accuracy: 0.7917 Epoch 102/500 45/45 [==============================] - 0s 324us/step - loss: 0.4364 - accuracy: 0.7951 Epoch 103/500 45/45 [==============================] - 0s 342us/step - loss: 0.4361 - accuracy: 0.7910 Epoch 104/500 45/45 [==============================] - 0s 330us/step - loss: 0.4359 - accuracy: 0.7931 Epoch 105/500 45/45 [==============================] - 0s 334us/step - loss: 0.4358 - accuracy: 0.7889 Epoch 106/500 45/45 [==============================] - 0s 321us/step - loss: 0.4354 - accuracy: 0.7951 Epoch 107/500 45/45 [==============================] - 0s 322us/step - loss: 0.4358 - accuracy: 0.7910 Epoch 108/500 45/45 [==============================] - 0s 326us/step - loss: 0.4349 - accuracy: 0.7937 Epoch 109/500 45/45 [==============================] - 0s 339us/step - loss: 0.4355 - accuracy: 0.7958 Epoch 110/500 45/45 [==============================] - 0s 335us/step - loss: 0.4349 - accuracy: 0.7958 Epoch 111/500 45/45 [==============================] - 0s 318us/step - loss: 0.4348 - accuracy: 0.7972 Epoch 112/500 45/45 [==============================] - 0s 316us/step - loss: 0.4345 - accuracy: 0.7951 Epoch 113/500 45/45 [==============================] - 0s 319us/step - loss: 0.4347 - accuracy: 0.7937 Epoch 114/500 45/45 [==============================] - 0s 461us/step - loss: 0.4347 - accuracy: 0.7951 Epoch 115/500 45/45 [==============================] - 0s 350us/step - loss: 0.4346 - accuracy: 0.7931 Epoch 116/500 45/45 [==============================] - 0s 327us/step - loss: 0.4345 - accuracy: 0.7924 Epoch 117/500 45/45 [==============================] - 0s 333us/step - loss: 0.4342 - accuracy: 0.7951 Epoch 118/500 45/45 [==============================] - 0s 337us/step - loss: 0.4341 - accuracy: 0.7917 Epoch 119/500 45/45 [==============================] - 0s 320us/step - loss: 0.4337 - accuracy: 0.7917 Epoch 120/500 45/45 [==============================] - 0s 326us/step - loss: 0.4339 - accuracy: 0.7944 Epoch 121/500 45/45 [==============================] - 0s 324us/step - loss: 0.4339 - accuracy: 0.7951 Epoch 122/500 45/45 [==============================] - 0s 331us/step - loss: 0.4336 - accuracy: 0.7951 Epoch 123/500 45/45 [==============================] - 0s 327us/step - loss: 0.4334 - accuracy: 0.7951 Epoch 124/500 45/45 [==============================] - 0s 317us/step - loss: 0.4336 - accuracy: 0.7903 Epoch 125/500 45/45 [==============================] - 0s 327us/step - loss: 0.4333 - accuracy: 0.7924 Epoch 126/500 45/45 [==============================] - 0s 323us/step - loss: 0.4327 - accuracy: 0.7924 Epoch 127/500 45/45 [==============================] - 0s 324us/step - loss: 0.4330 - accuracy: 0.7931 Epoch 128/500 45/45 [==============================] - 0s 332us/step - loss: 0.4326 - accuracy: 0.7917 Epoch 129/500 45/45 [==============================] - 0s 320us/step - loss: 0.4328 - accuracy: 0.7924 Epoch 130/500 45/45 [==============================] - 0s 414us/step - loss: 0.4327 - accuracy: 0.7972 Epoch 131/500 45/45 [==============================] - 0s 324us/step - loss: 0.4326 - accuracy: 0.7931 Epoch 132/500 45/45 [==============================] - 0s 322us/step - loss: 0.4327 - accuracy: 0.7896 Epoch 133/500 45/45 [==============================] - 0s 320us/step - loss: 0.4322 - accuracy: 0.7965 Epoch 134/500 45/45 [==============================] - 0s 323us/step - loss: 0.4317 - accuracy: 0.7979 Epoch 135/500 45/45 [==============================] - 0s 326us/step - loss: 0.4324 - accuracy: 0.7937 Epoch 136/500 45/45 [==============================] - 0s 315us/step - loss: 0.4319 - accuracy: 0.7951 Epoch 137/500 45/45 [==============================] - 0s 322us/step - loss: 0.4318 - accuracy: 0.7958 Epoch 138/500 45/45 [==============================] - 0s 314us/step - loss: 0.4315 - accuracy: 0.7896 Epoch 139/500 45/45 [==============================] - 0s 314us/step - loss: 0.4319 - accuracy: 0.7937 Epoch 140/500 45/45 [==============================] - 0s 324us/step - loss: 0.4315 - accuracy: 0.7944 Epoch 141/500 45/45 [==============================] - 0s 319us/step - loss: 0.4315 - accuracy: 0.7972 Epoch 142/500 45/45 [==============================] - 0s 334us/step - loss: 0.4310 - accuracy: 0.7965 Epoch 143/500 45/45 [==============================] - 0s 328us/step - loss: 0.4311 - accuracy: 0.7951 Epoch 144/500 45/45 [==============================] - 0s 320us/step - loss: 0.4310 - accuracy: 0.7931 Epoch 145/500 45/45 [==============================] - 0s 327us/step - loss: 0.4310 - accuracy: 0.7958 Epoch 146/500 45/45 [==============================] - 0s 446us/step - loss: 0.4311 - accuracy: 0.7944 Epoch 147/500 45/45 [==============================] - 0s 327us/step - loss: 0.4304 - accuracy: 0.7944 Epoch 148/500 45/45 [==============================] - 0s 325us/step - loss: 0.4308 - accuracy: 0.7951 Epoch 149/500 45/45 [==============================] - 0s 322us/step - loss: 0.4305 - accuracy: 0.7972 Epoch 150/500 45/45 [==============================] - 0s 322us/step - loss: 0.4304 - accuracy: 0.7972 Epoch 151/500 45/45 [==============================] - 0s 322us/step - loss: 0.4306 - accuracy: 0.7931 Epoch 152/500 45/45 [==============================] - 0s 322us/step - loss: 0.4303 - accuracy: 0.7944 Epoch 153/500 45/45 [==============================] - 0s 315us/step - loss: 0.4303 - accuracy: 0.7937 Epoch 154/500 45/45 [==============================] - 0s 329us/step - loss: 0.4301 - accuracy: 0.7958 Epoch 155/500 45/45 [==============================] - 0s 318us/step - loss: 0.4298 - accuracy: 0.7937 Epoch 156/500 45/45 [==============================] - 0s 331us/step - loss: 0.4296 - accuracy: 0.7951 Epoch 157/500 45/45 [==============================] - 0s 323us/step - loss: 0.4300 - accuracy: 0.7944 Epoch 158/500 45/45 [==============================] - 0s 320us/step - loss: 0.4295 - accuracy: 0.7937 Epoch 159/500 45/45 [==============================] - 0s 330us/step - loss: 0.4294 - accuracy: 0.8007 Epoch 160/500 45/45 [==============================] - 0s 321us/step - loss: 0.4291 - accuracy: 0.7979 Epoch 161/500 45/45 [==============================] - 0s 312us/step - loss: 0.4295 - accuracy: 0.7972 Epoch 162/500 45/45 [==============================] - 0s 406us/step - loss: 0.4290 - accuracy: 0.7937 Epoch 163/500 45/45 [==============================] - 0s 327us/step - loss: 0.4291 - accuracy: 0.7972 Epoch 164/500 45/45 [==============================] - 0s 313us/step - loss: 0.4289 - accuracy: 0.7924 Epoch 165/500 45/45 [==============================] - 0s 324us/step - loss: 0.4290 - accuracy: 0.7951 Epoch 166/500 45/45 [==============================] - 0s 320us/step - loss: 0.4288 - accuracy: 0.7972 Epoch 167/500 45/45 [==============================] - 0s 320us/step - loss: 0.4289 - accuracy: 0.8007 Epoch 168/500 45/45 [==============================] - 0s 326us/step - loss: 0.4282 - accuracy: 0.7965 Epoch 169/500 45/45 [==============================] - 0s 321us/step - loss: 0.4286 - accuracy: 0.7958 Epoch 170/500 45/45 [==============================] - 0s 373us/step - loss: 0.4283 - accuracy: 0.7965 Epoch 171/500 45/45 [==============================] - 0s 359us/step - loss: 0.4286 - accuracy: 0.7972 Epoch 172/500 45/45 [==============================] - 0s 367us/step - loss: 0.4279 - accuracy: 0.8007 Epoch 173/500 45/45 [==============================] - 0s 404us/step - loss: 0.4279 - accuracy: 0.7965 Epoch 174/500 45/45 [==============================] - 0s 357us/step - loss: 0.4280 - accuracy: 0.8000 Epoch 175/500 45/45 [==============================] - 0s 352us/step - loss: 0.4276 - accuracy: 0.8007 Epoch 176/500 45/45 [==============================] - 0s 355us/step - loss: 0.4273 - accuracy: 0.8021 Epoch 177/500 45/45 [==============================] - 0s 515us/step - loss: 0.4275 - accuracy: 0.8021 Epoch 178/500 45/45 [==============================] - 0s 346us/step - loss: 0.4272 - accuracy: 0.7993 Epoch 179/500 45/45 [==============================] - 0s 359us/step - loss: 0.4267 - accuracy: 0.8007 Epoch 180/500 45/45 [==============================] - 0s 356us/step - loss: 0.4272 - accuracy: 0.8042 Epoch 181/500 45/45 [==============================] - 0s 333us/step - loss: 0.4268 - accuracy: 0.8014 Epoch 182/500 45/45 [==============================] - 0s 351us/step - loss: 0.4266 - accuracy: 0.8069 Epoch 183/500 45/45 [==============================] - 0s 329us/step - loss: 0.4263 - accuracy: 0.8007 Epoch 184/500 45/45 [==============================] - 0s 330us/step - loss: 0.4262 - accuracy: 0.8000 Epoch 185/500 45/45 [==============================] - 0s 319us/step - loss: 0.4262 - accuracy: 0.8049 Epoch 186/500 45/45 [==============================] - 0s 336us/step - loss: 0.4262 - accuracy: 0.8014 Epoch 187/500 45/45 [==============================] - 0s 334us/step - loss: 0.4258 - accuracy: 0.8028 Epoch 188/500 45/45 [==============================] - 0s 355us/step - loss: 0.4259 - accuracy: 0.8028 Epoch 189/500 45/45 [==============================] - 0s 343us/step - loss: 0.4253 - accuracy: 0.8021 Epoch 190/500 45/45 [==============================] - 0s 345us/step - loss: 0.4255 - accuracy: 0.8028 Epoch 191/500 45/45 [==============================] - 0s 561us/step - loss: 0.4252 - accuracy: 0.8007 Epoch 192/500 45/45 [==============================] - 0s 519us/step - loss: 0.4251 - accuracy: 0.8042 Epoch 193/500 45/45 [==============================] - 0s 364us/step - loss: 0.4250 - accuracy: 0.8028 Epoch 194/500 45/45 [==============================] - 0s 349us/step - loss: 0.4248 - accuracy: 0.8035 Epoch 195/500 45/45 [==============================] - 0s 355us/step - loss: 0.4245 - accuracy: 0.8014 Epoch 196/500 45/45 [==============================] - 0s 361us/step - loss: 0.4245 - accuracy: 0.8069 Epoch 197/500 45/45 [==============================] - 0s 352us/step - loss: 0.4240 - accuracy: 0.8049 Epoch 198/500 45/45 [==============================] - 0s 348us/step - loss: 0.4239 - accuracy: 0.8062 Epoch 199/500 45/45 [==============================] - 0s 366us/step - loss: 0.4239 - accuracy: 0.8035 Epoch 200/500 45/45 [==============================] - 0s 350us/step - loss: 0.4241 - accuracy: 0.8062 Epoch 201/500 45/45 [==============================] - 0s 334us/step - loss: 0.4237 - accuracy: 0.8035 Epoch 202/500 45/45 [==============================] - 0s 345us/step - loss: 0.4234 - accuracy: 0.8049 Epoch 203/500 45/45 [==============================] - 0s 328us/step - loss: 0.4233 - accuracy: 0.8090 Epoch 204/500 45/45 [==============================] - 0s 325us/step - loss: 0.4233 - accuracy: 0.8028 Epoch 205/500 45/45 [==============================] - 0s 343us/step - loss: 0.4237 - accuracy: 0.8028 Epoch 206/500 45/45 [==============================] - 0s 342us/step - loss: 0.4231 - accuracy: 0.8042 Epoch 207/500 45/45 [==============================] - 0s 357us/step - loss: 0.4231 - accuracy: 0.8035 Epoch 208/500 45/45 [==============================] - 0s 357us/step - loss: 0.4229 - accuracy: 0.8035 Epoch 209/500 45/45 [==============================] - 0s 350us/step - loss: 0.4226 - accuracy: 0.8090 Epoch 210/500 45/45 [==============================] - 0s 340us/step - loss: 0.4226 - accuracy: 0.8069 Epoch 211/500 45/45 [==============================] - 0s 391us/step - loss: 0.4225 - accuracy: 0.8076 Epoch 212/500 45/45 [==============================] - 0s 371us/step - loss: 0.4219 - accuracy: 0.8062 Epoch 213/500 45/45 [==============================] - 0s 351us/step - loss: 0.4214 - accuracy: 0.8062 Epoch 214/500 45/45 [==============================] - 0s 343us/step - loss: 0.4217 - accuracy: 0.8035 Epoch 215/500 45/45 [==============================] - 0s 340us/step - loss: 0.4217 - accuracy: 0.8069 Epoch 216/500 45/45 [==============================] - 0s 330us/step - loss: 0.4215 - accuracy: 0.8042 Epoch 217/500 45/45 [==============================] - 0s 335us/step - loss: 0.4215 - accuracy: 0.8062 Epoch 218/500 45/45 [==============================] - 0s 328us/step - loss: 0.4209 - accuracy: 0.8049 Epoch 219/500 45/45 [==============================] - 0s 334us/step - loss: 0.4206 - accuracy: 0.8056 Epoch 220/500 45/45 [==============================] - 0s 336us/step - loss: 0.4208 - accuracy: 0.8097 Epoch 221/500 45/45 [==============================] - 0s 326us/step - loss: 0.4201 - accuracy: 0.8056 Epoch 222/500 45/45 [==============================] - 0s 425us/step - loss: 0.4201 - accuracy: 0.8056 Epoch 223/500 45/45 [==============================] - 0s 330us/step - loss: 0.4207 - accuracy: 0.8076 Epoch 224/500 45/45 [==============================] - 0s 331us/step - loss: 0.4205 - accuracy: 0.8069 Epoch 225/500 45/45 [==============================] - 0s 336us/step - loss: 0.4202 - accuracy: 0.8069 Epoch 226/500 45/45 [==============================] - 0s 327us/step - loss: 0.4199 - accuracy: 0.8042 Epoch 227/500 45/45 [==============================] - 0s 337us/step - loss: 0.4201 - accuracy: 0.8069 Epoch 228/500 45/45 [==============================] - 0s 321us/step - loss: 0.4197 - accuracy: 0.8076 Epoch 229/500 45/45 [==============================] - 0s 337us/step - loss: 0.4192 - accuracy: 0.8062 Epoch 230/500 45/45 [==============================] - 0s 323us/step - loss: 0.4196 - accuracy: 0.8035 Epoch 231/500 45/45 [==============================] - 0s 331us/step - loss: 0.4195 - accuracy: 0.8083 Epoch 232/500 45/45 [==============================] - 0s 330us/step - loss: 0.4195 - accuracy: 0.8069 Epoch 233/500 45/45 [==============================] - 0s 329us/step - loss: 0.4186 - accuracy: 0.8042 Epoch 234/500 45/45 [==============================] - 0s 331us/step - loss: 0.4191 - accuracy: 0.8090 Epoch 235/500 45/45 [==============================] - 0s 320us/step - loss: 0.4189 - accuracy: 0.8062 Epoch 236/500 45/45 [==============================] - 0s 316us/step - loss: 0.4192 - accuracy: 0.8062 Epoch 237/500 45/45 [==============================] - 0s 317us/step - loss: 0.4188 - accuracy: 0.8104 Epoch 238/500 45/45 [==============================] - 0s 417us/step - loss: 0.4190 - accuracy: 0.8035 Epoch 239/500 45/45 [==============================] - 0s 337us/step - loss: 0.4181 - accuracy: 0.8042 Epoch 240/500 45/45 [==============================] - 0s 339us/step - loss: 0.4182 - accuracy: 0.8076 Epoch 241/500 45/45 [==============================] - 0s 343us/step - loss: 0.4180 - accuracy: 0.8090 Epoch 242/500 45/45 [==============================] - 0s 374us/step - loss: 0.4180 - accuracy: 0.8076 Epoch 243/500 45/45 [==============================] - 0s 360us/step - loss: 0.4178 - accuracy: 0.8069 Epoch 244/500 45/45 [==============================] - 0s 328us/step - loss: 0.4174 - accuracy: 0.8069 Epoch 245/500 45/45 [==============================] - 0s 330us/step - loss: 0.4172 - accuracy: 0.8111 Epoch 246/500 45/45 [==============================] - 0s 346us/step - loss: 0.4171 - accuracy: 0.8125 Epoch 247/500 45/45 [==============================] - 0s 355us/step - loss: 0.4169 - accuracy: 0.8125 Epoch 248/500 45/45 [==============================] - 0s 372us/step - loss: 0.4167 - accuracy: 0.8076 Epoch 249/500 45/45 [==============================] - 0s 337us/step - loss: 0.4168 - accuracy: 0.8042 Epoch 250/500 45/45 [==============================] - 0s 353us/step - loss: 0.4167 - accuracy: 0.8111 Epoch 251/500 45/45 [==============================] - 0s 361us/step - loss: 0.4169 - accuracy: 0.8069 Epoch 252/500 45/45 [==============================] - 0s 369us/step - loss: 0.4161 - accuracy: 0.8104 Epoch 253/500 45/45 [==============================] - 0s 363us/step - loss: 0.4162 - accuracy: 0.8083 Epoch 254/500 45/45 [==============================] - 0s 356us/step - loss: 0.4166 - accuracy: 0.8097 Epoch 255/500 45/45 [==============================] - 0s 350us/step - loss: 0.4161 - accuracy: 0.8111 Epoch 256/500 45/45 [==============================] - 0s 356us/step - loss: 0.4160 - accuracy: 0.8090 Epoch 257/500 45/45 [==============================] - 0s 361us/step - loss: 0.4159 - accuracy: 0.8076 Epoch 258/500 45/45 [==============================] - 0s 375us/step - loss: 0.4158 - accuracy: 0.8104 Epoch 259/500 45/45 [==============================] - 0s 370us/step - loss: 0.4160 - accuracy: 0.8097 Epoch 260/500 45/45 [==============================] - 0s 379us/step - loss: 0.4157 - accuracy: 0.8090 Epoch 261/500 45/45 [==============================] - 0s 366us/step - loss: 0.4151 - accuracy: 0.8104 Epoch 262/500 45/45 [==============================] - 0s 370us/step - loss: 0.4154 - accuracy: 0.8090 Epoch 263/500 45/45 [==============================] - 0s 376us/step - loss: 0.4155 - accuracy: 0.8111 Epoch 264/500 45/45 [==============================] - 0s 379us/step - loss: 0.4150 - accuracy: 0.8111 Epoch 265/500 45/45 [==============================] - 0s 371us/step - loss: 0.4150 - accuracy: 0.8111 Epoch 266/500 45/45 [==============================] - 0s 364us/step - loss: 0.4151 - accuracy: 0.8097 Epoch 267/500 45/45 [==============================] - 0s 522us/step - loss: 0.4148 - accuracy: 0.8111 Epoch 268/500 45/45 [==============================] - 0s 370us/step - loss: 0.4145 - accuracy: 0.8076 Epoch 269/500 45/45 [==============================] - 0s 349us/step - loss: 0.4149 - accuracy: 0.8062 Epoch 270/500 45/45 [==============================] - 0s 329us/step - loss: 0.4149 - accuracy: 0.8118 Epoch 271/500 45/45 [==============================] - 0s 335us/step - loss: 0.4141 - accuracy: 0.8097 Epoch 272/500 45/45 [==============================] - 0s 327us/step - loss: 0.4143 - accuracy: 0.8104 Epoch 273/500 45/45 [==============================] - 0s 324us/step - loss: 0.4140 - accuracy: 0.8090 Epoch 274/500 45/45 [==============================] - 0s 328us/step - loss: 0.4144 - accuracy: 0.8097 Epoch 275/500 45/45 [==============================] - 0s 358us/step - loss: 0.4143 - accuracy: 0.8118 Epoch 276/500 45/45 [==============================] - 0s 352us/step - loss: 0.4139 - accuracy: 0.8104 Epoch 277/500 45/45 [==============================] - 0s 343us/step - loss: 0.4140 - accuracy: 0.8139 Epoch 278/500 45/45 [==============================] - 0s 329us/step - loss: 0.4145 - accuracy: 0.8097 Epoch 279/500 45/45 [==============================] - 0s 330us/step - loss: 0.4138 - accuracy: 0.8125 Epoch 280/500 45/45 [==============================] - 0s 330us/step - loss: 0.4136 - accuracy: 0.8097 Epoch 281/500 45/45 [==============================] - 0s 363us/step - loss: 0.4129 - accuracy: 0.8083 Epoch 282/500 45/45 [==============================] - 0s 435us/step - loss: 0.4136 - accuracy: 0.8097 Epoch 283/500 45/45 [==============================] - 0s 343us/step - loss: 0.4138 - accuracy: 0.8104 Epoch 284/500 45/45 [==============================] - 0s 331us/step - loss: 0.4134 - accuracy: 0.8097 Epoch 285/500 45/45 [==============================] - 0s 324us/step - loss: 0.4134 - accuracy: 0.8097 Epoch 286/500 45/45 [==============================] - 0s 326us/step - loss: 0.4134 - accuracy: 0.8076 Epoch 287/500 45/45 [==============================] - 0s 331us/step - loss: 0.4131 - accuracy: 0.8111 Epoch 288/500 45/45 [==============================] - 0s 324us/step - loss: 0.4128 - accuracy: 0.8104 Epoch 289/500 45/45 [==============================] - 0s 333us/step - loss: 0.4130 - accuracy: 0.8083 Epoch 290/500 45/45 [==============================] - 0s 476us/step - loss: 0.4129 - accuracy: 0.8097 Epoch 291/500 45/45 [==============================] - 0s 735us/step - loss: 0.4126 - accuracy: 0.8118 Epoch 292/500 45/45 [==============================] - 0s 364us/step - loss: 0.4125 - accuracy: 0.8104 Epoch 293/500 45/45 [==============================] - 0s 344us/step - loss: 0.4126 - accuracy: 0.8125 Epoch 294/500 45/45 [==============================] - 0s 348us/step - loss: 0.4122 - accuracy: 0.8118 Epoch 295/500 45/45 [==============================] - 0s 343us/step - loss: 0.4121 - accuracy: 0.8111 Epoch 296/500 45/45 [==============================] - 0s 381us/step - loss: 0.4120 - accuracy: 0.8097 Epoch 297/500 45/45 [==============================] - 0s 356us/step - loss: 0.4116 - accuracy: 0.8125 Epoch 298/500 45/45 [==============================] - 0s 339us/step - loss: 0.4116 - accuracy: 0.8104 Epoch 299/500 45/45 [==============================] - 0s 333us/step - loss: 0.4111 - accuracy: 0.8118 Epoch 300/500 45/45 [==============================] - 0s 336us/step - loss: 0.4110 - accuracy: 0.8076 Epoch 301/500 45/45 [==============================] - 0s 333us/step - loss: 0.4108 - accuracy: 0.8111 Epoch 302/500 45/45 [==============================] - 0s 337us/step - loss: 0.4111 - accuracy: 0.8125 Epoch 303/500 45/45 [==============================] - 0s 325us/step - loss: 0.4109 - accuracy: 0.8083 Epoch 304/500 45/45 [==============================] - 0s 327us/step - loss: 0.4106 - accuracy: 0.8118 Epoch 305/500 45/45 [==============================] - 0s 319us/step - loss: 0.4104 - accuracy: 0.8132 Epoch 306/500 45/45 [==============================] - 0s 339us/step - loss: 0.4103 - accuracy: 0.8111 Epoch 307/500 45/45 [==============================] - 0s 336us/step - loss: 0.4095 - accuracy: 0.8097 Epoch 308/500 45/45 [==============================] - 0s 335us/step - loss: 0.4101 - accuracy: 0.8125 Epoch 309/500 45/45 [==============================] - 0s 328us/step - loss: 0.4094 - accuracy: 0.8132 Epoch 310/500 45/45 [==============================] - 0s 334us/step - loss: 0.4093 - accuracy: 0.8153 Epoch 311/500 45/45 [==============================] - 0s 415us/step - loss: 0.4093 - accuracy: 0.8153 Epoch 312/500 45/45 [==============================] - 0s 348us/step - loss: 0.4088 - accuracy: 0.8111 Epoch 313/500 45/45 [==============================] - 0s 320us/step - loss: 0.4086 - accuracy: 0.8111 Epoch 314/500 45/45 [==============================] - 0s 332us/step - loss: 0.4080 - accuracy: 0.8132 Epoch 315/500 45/45 [==============================] - 0s 331us/step - loss: 0.4086 - accuracy: 0.8153 Epoch 316/500 45/45 [==============================] - 0s 325us/step - loss: 0.4079 - accuracy: 0.8104 Epoch 317/500 45/45 [==============================] - 0s 335us/step - loss: 0.4072 - accuracy: 0.8125 Epoch 318/500 45/45 [==============================] - 0s 335us/step - loss: 0.4071 - accuracy: 0.8104 Epoch 319/500 45/45 [==============================] - 0s 337us/step - loss: 0.4069 - accuracy: 0.8125 Epoch 320/500 45/45 [==============================] - 0s 338us/step - loss: 0.4067 - accuracy: 0.8139 Epoch 321/500 45/45 [==============================] - 0s 327us/step - loss: 0.4062 - accuracy: 0.8146 Epoch 322/500 45/45 [==============================] - 0s 328us/step - loss: 0.4056 - accuracy: 0.8139 Epoch 323/500 45/45 [==============================] - 0s 339us/step - loss: 0.4056 - accuracy: 0.8160 Epoch 324/500 45/45 [==============================] - 0s 322us/step - loss: 0.4052 - accuracy: 0.8167 Epoch 325/500 45/45 [==============================] - 0s 326us/step - loss: 0.4049 - accuracy: 0.8146 Epoch 326/500 45/45 [==============================] - 0s 342us/step - loss: 0.4045 - accuracy: 0.8111 Epoch 327/500 45/45 [==============================] - 0s 440us/step - loss: 0.4044 - accuracy: 0.8132 Epoch 328/500 45/45 [==============================] - 0s 339us/step - loss: 0.4043 - accuracy: 0.8153 Epoch 329/500 45/45 [==============================] - 0s 343us/step - loss: 0.4039 - accuracy: 0.8139 Epoch 330/500 45/45 [==============================] - 0s 333us/step - loss: 0.4024 - accuracy: 0.8139 Epoch 331/500 45/45 [==============================] - 0s 334us/step - loss: 0.4030 - accuracy: 0.8181 Epoch 332/500 45/45 [==============================] - 0s 333us/step - loss: 0.4032 - accuracy: 0.8167 Epoch 333/500 45/45 [==============================] - 0s 319us/step - loss: 0.4031 - accuracy: 0.8111 Epoch 334/500 45/45 [==============================] - 0s 334us/step - loss: 0.4026 - accuracy: 0.8125 Epoch 335/500 45/45 [==============================] - 0s 333us/step - loss: 0.4027 - accuracy: 0.8118 Epoch 336/500 45/45 [==============================] - 0s 331us/step - loss: 0.4023 - accuracy: 0.8132 Epoch 337/500 45/45 [==============================] - 0s 325us/step - loss: 0.4017 - accuracy: 0.8125 Epoch 338/500 45/45 [==============================] - 0s 321us/step - loss: 0.4025 - accuracy: 0.8153 Epoch 339/500 45/45 [==============================] - 0s 331us/step - loss: 0.4012 - accuracy: 0.8076 Epoch 340/500 45/45 [==============================] - 0s 324us/step - loss: 0.4016 - accuracy: 0.8118 Epoch 341/500 45/45 [==============================] - 0s 336us/step - loss: 0.4011 - accuracy: 0.8139 Epoch 342/500 45/45 [==============================] - 0s 331us/step - loss: 0.4016 - accuracy: 0.8111 Epoch 343/500 45/45 [==============================] - 0s 414us/step - loss: 0.4005 - accuracy: 0.8111 Epoch 344/500 45/45 [==============================] - 0s 336us/step - loss: 0.4012 - accuracy: 0.8111 Epoch 345/500 45/45 [==============================] - 0s 325us/step - loss: 0.4006 - accuracy: 0.8153 Epoch 346/500 45/45 [==============================] - 0s 333us/step - loss: 0.4009 - accuracy: 0.8111 Epoch 347/500 45/45 [==============================] - 0s 326us/step - loss: 0.4007 - accuracy: 0.8125 Epoch 348/500 45/45 [==============================] - 0s 325us/step - loss: 0.4006 - accuracy: 0.8097 Epoch 349/500 45/45 [==============================] - 0s 334us/step - loss: 0.4003 - accuracy: 0.8132 Epoch 350/500 45/45 [==============================] - 0s 319us/step - loss: 0.3998 - accuracy: 0.8097 Epoch 351/500 45/45 [==============================] - 0s 353us/step - loss: 0.4003 - accuracy: 0.8118 Epoch 352/500 45/45 [==============================] - 0s 329us/step - loss: 0.4008 - accuracy: 0.8062 Epoch 353/500 45/45 [==============================] - 0s 340us/step - loss: 0.3998 - accuracy: 0.8118 Epoch 354/500 45/45 [==============================] - 0s 340us/step - loss: 0.3996 - accuracy: 0.8083 Epoch 355/500 45/45 [==============================] - 0s 337us/step - loss: 0.3996 - accuracy: 0.8118 Epoch 356/500 45/45 [==============================] - 0s 323us/step - loss: 0.3998 - accuracy: 0.8090 Epoch 357/500 45/45 [==============================] - 0s 330us/step - loss: 0.3993 - accuracy: 0.8097 Epoch 358/500 45/45 [==============================] - 0s 322us/step - loss: 0.3991 - accuracy: 0.8118 Epoch 359/500 45/45 [==============================] - 0s 416us/step - loss: 0.3998 - accuracy: 0.8118 Epoch 360/500 45/45 [==============================] - 0s 341us/step - loss: 0.3991 - accuracy: 0.8083 Epoch 361/500 45/45 [==============================] - 0s 329us/step - loss: 0.3984 - accuracy: 0.8118 Epoch 362/500 45/45 [==============================] - 0s 325us/step - loss: 0.3983 - accuracy: 0.8125 Epoch 363/500 45/45 [==============================] - 0s 364us/step - loss: 0.3974 - accuracy: 0.8146 Epoch 364/500 45/45 [==============================] - 0s 348us/step - loss: 0.3980 - accuracy: 0.8146 Epoch 365/500 45/45 [==============================] - 0s 324us/step - loss: 0.3970 - accuracy: 0.8153 Epoch 366/500 45/45 [==============================] - 0s 329us/step - loss: 0.3972 - accuracy: 0.8104 Epoch 367/500 45/45 [==============================] - 0s 340us/step - loss: 0.3964 - accuracy: 0.8139 Epoch 368/500 45/45 [==============================] - 0s 332us/step - loss: 0.3967 - accuracy: 0.8111 Epoch 369/500 45/45 [==============================] - 0s 330us/step - loss: 0.3966 - accuracy: 0.8125 Epoch 370/500 45/45 [==============================] - 0s 333us/step - loss: 0.3962 - accuracy: 0.8125 Epoch 371/500 45/45 [==============================] - 0s 327us/step - loss: 0.3965 - accuracy: 0.8146 Epoch 372/500 45/45 [==============================] - 0s 326us/step - loss: 0.3959 - accuracy: 0.8153 Epoch 373/500 45/45 [==============================] - 0s 327us/step - loss: 0.3955 - accuracy: 0.8132 Epoch 374/500 45/45 [==============================] - 0s 325us/step - loss: 0.3954 - accuracy: 0.8153 Epoch 375/500 45/45 [==============================] - 0s 426us/step - loss: 0.3951 - accuracy: 0.8174 Epoch 376/500 45/45 [==============================] - 0s 332us/step - loss: 0.3952 - accuracy: 0.8097 Epoch 377/500 45/45 [==============================] - 0s 327us/step - loss: 0.3949 - accuracy: 0.8160 Epoch 378/500 45/45 [==============================] - 0s 334us/step - loss: 0.3950 - accuracy: 0.8139 Epoch 379/500 45/45 [==============================] - 0s 316us/step - loss: 0.3945 - accuracy: 0.8153 Epoch 380/500 45/45 [==============================] - 0s 334us/step - loss: 0.3943 - accuracy: 0.8118 Epoch 381/500 45/45 [==============================] - 0s 331us/step - loss: 0.3941 - accuracy: 0.8132 Epoch 382/500 45/45 [==============================] - 0s 347us/step - loss: 0.3944 - accuracy: 0.8132 Epoch 383/500 45/45 [==============================] - 0s 328us/step - loss: 0.3949 - accuracy: 0.8104 Epoch 384/500 45/45 [==============================] - 0s 330us/step - loss: 0.3937 - accuracy: 0.8111 Epoch 385/500 45/45 [==============================] - 0s 322us/step - loss: 0.3942 - accuracy: 0.8111 Epoch 386/500 45/45 [==============================] - 0s 334us/step - loss: 0.3938 - accuracy: 0.8125 Epoch 387/500 45/45 [==============================] - 0s 328us/step - loss: 0.3945 - accuracy: 0.8118 Epoch 388/500 45/45 [==============================] - 0s 361us/step - loss: 0.3936 - accuracy: 0.8118 Epoch 389/500 45/45 [==============================] - 0s 342us/step - loss: 0.3935 - accuracy: 0.8146 Epoch 390/500 45/45 [==============================] - 0s 329us/step - loss: 0.3934 - accuracy: 0.8153 Epoch 391/500 45/45 [==============================] - 0s 440us/step - loss: 0.3931 - accuracy: 0.8125 Epoch 392/500 45/45 [==============================] - 0s 327us/step - loss: 0.3931 - accuracy: 0.8125 Epoch 393/500 45/45 [==============================] - 0s 329us/step - loss: 0.3931 - accuracy: 0.8111 Epoch 394/500 45/45 [==============================] - 0s 343us/step - loss: 0.3929 - accuracy: 0.8132 Epoch 395/500 45/45 [==============================] - 0s 324us/step - loss: 0.3922 - accuracy: 0.8153 Epoch 396/500 45/45 [==============================] - 0s 341us/step - loss: 0.3934 - accuracy: 0.8160 Epoch 397/500 45/45 [==============================] - 0s 331us/step - loss: 0.3928 - accuracy: 0.8139 Epoch 398/500 45/45 [==============================] - 0s 332us/step - loss: 0.3930 - accuracy: 0.8111 Epoch 399/500 45/45 [==============================] - 0s 327us/step - loss: 0.3925 - accuracy: 0.8160 Epoch 400/500 45/45 [==============================] - 0s 343us/step - loss: 0.3924 - accuracy: 0.8118 Epoch 401/500 45/45 [==============================] - 0s 320us/step - loss: 0.3927 - accuracy: 0.8104 Epoch 402/500 45/45 [==============================] - 0s 344us/step - loss: 0.3923 - accuracy: 0.8111 Epoch 403/500 45/45 [==============================] - 0s 337us/step - loss: 0.3916 - accuracy: 0.8118 Epoch 404/500 45/45 [==============================] - 0s 332us/step - loss: 0.3918 - accuracy: 0.8132 Epoch 405/500 45/45 [==============================] - 0s 331us/step - loss: 0.3923 - accuracy: 0.8139 Epoch 406/500 45/45 [==============================] - 0s 449us/step - loss: 0.3916 - accuracy: 0.8118 Epoch 407/500 45/45 [==============================] - 0s 326us/step - loss: 0.3920 - accuracy: 0.8111 Epoch 408/500 45/45 [==============================] - 0s 332us/step - loss: 0.3919 - accuracy: 0.8167 Epoch 409/500 45/45 [==============================] - 0s 323us/step - loss: 0.3914 - accuracy: 0.8125 Epoch 410/500 45/45 [==============================] - 0s 333us/step - loss: 0.3913 - accuracy: 0.8153 Epoch 411/500 45/45 [==============================] - 0s 320us/step - loss: 0.3909 - accuracy: 0.8097 Epoch 412/500 45/45 [==============================] - 0s 338us/step - loss: 0.3911 - accuracy: 0.8104 Epoch 413/500 45/45 [==============================] - 0s 336us/step - loss: 0.3914 - accuracy: 0.8090 Epoch 414/500 45/45 [==============================] - 0s 335us/step - loss: 0.3917 - accuracy: 0.8139 Epoch 415/500 45/45 [==============================] - 0s 330us/step - loss: 0.3904 - accuracy: 0.8111 Epoch 416/500 45/45 [==============================] - 0s 328us/step - loss: 0.3910 - accuracy: 0.8104 Epoch 417/500 45/45 [==============================] - 0s 344us/step - loss: 0.3912 - accuracy: 0.8132 Epoch 418/500 45/45 [==============================] - 0s 342us/step - loss: 0.3906 - accuracy: 0.8139 Epoch 419/500 45/45 [==============================] - 0s 334us/step - loss: 0.3909 - accuracy: 0.8167 Epoch 420/500 45/45 [==============================] - 0s 339us/step - loss: 0.3905 - accuracy: 0.8132 Epoch 421/500 45/45 [==============================] - 0s 337us/step - loss: 0.3902 - accuracy: 0.8125 Epoch 422/500 45/45 [==============================] - 0s 477us/step - loss: 0.3905 - accuracy: 0.8104 Epoch 423/500 45/45 [==============================] - 0s 373us/step - loss: 0.3903 - accuracy: 0.8139 Epoch 424/500 45/45 [==============================] - 0s 373us/step - loss: 0.3908 - accuracy: 0.8132 Epoch 425/500 45/45 [==============================] - 0s 383us/step - loss: 0.3905 - accuracy: 0.8125 Epoch 426/500 45/45 [==============================] - 0s 367us/step - loss: 0.3898 - accuracy: 0.8090 Epoch 427/500 45/45 [==============================] - 0s 368us/step - loss: 0.3895 - accuracy: 0.8146 Epoch 428/500 45/45 [==============================] - 0s 359us/step - loss: 0.3904 - accuracy: 0.8097 Epoch 429/500 45/45 [==============================] - 0s 356us/step - loss: 0.3902 - accuracy: 0.8132 Epoch 430/500 45/45 [==============================] - 0s 356us/step - loss: 0.3894 - accuracy: 0.8111 Epoch 431/500 45/45 [==============================] - 0s 387us/step - loss: 0.3896 - accuracy: 0.8118 Epoch 432/500 45/45 [==============================] - 0s 373us/step - loss: 0.3895 - accuracy: 0.8056 Epoch 433/500 45/45 [==============================] - 0s 383us/step - loss: 0.3900 - accuracy: 0.8056 Epoch 434/500 45/45 [==============================] - 0s 353us/step - loss: 0.3882 - accuracy: 0.8174 Epoch 435/500 45/45 [==============================] - 0s 334us/step - loss: 0.3895 - accuracy: 0.8118 Epoch 436/500 45/45 [==============================] - 0s 459us/step - loss: 0.3892 - accuracy: 0.8118 Epoch 437/500 45/45 [==============================] - 0s 341us/step - loss: 0.3889 - accuracy: 0.8090 Epoch 438/500 45/45 [==============================] - 0s 333us/step - loss: 0.3891 - accuracy: 0.8104 Epoch 439/500 45/45 [==============================] - 0s 337us/step - loss: 0.3888 - accuracy: 0.8104 Epoch 440/500 45/45 [==============================] - 0s 352us/step - loss: 0.3892 - accuracy: 0.8125 Epoch 441/500 45/45 [==============================] - 0s 342us/step - loss: 0.3889 - accuracy: 0.8111 Epoch 442/500 45/45 [==============================] - 0s 319us/step - loss: 0.3884 - accuracy: 0.8104 Epoch 443/500 45/45 [==============================] - 0s 416us/step - loss: 0.3882 - accuracy: 0.8118 Epoch 444/500 45/45 [==============================] - 0s 408us/step - loss: 0.3876 - accuracy: 0.8104 Epoch 445/500 45/45 [==============================] - 0s 514us/step - loss: 0.3880 - accuracy: 0.8104 Epoch 446/500 45/45 [==============================] - 0s 393us/step - loss: 0.3880 - accuracy: 0.8035 Epoch 447/500 45/45 [==============================] - 0s 332us/step - loss: 0.3878 - accuracy: 0.8125 Epoch 448/500 45/45 [==============================] - 0s 360us/step - loss: 0.3870 - accuracy: 0.8125 Epoch 449/500 45/45 [==============================] - 0s 484us/step - loss: 0.3877 - accuracy: 0.8153 Epoch 450/500 45/45 [==============================] - 0s 513us/step - loss: 0.3875 - accuracy: 0.8097 Epoch 451/500 45/45 [==============================] - 0s 395us/step - loss: 0.3874 - accuracy: 0.8076 Epoch 452/500 45/45 [==============================] - 0s 395us/step - loss: 0.3869 - accuracy: 0.8111 Epoch 453/500 45/45 [==============================] - 0s 357us/step - loss: 0.3872 - accuracy: 0.8132 Epoch 454/500 45/45 [==============================] - 0s 384us/step - loss: 0.3858 - accuracy: 0.8160 Epoch 455/500 45/45 [==============================] - 0s 405us/step - loss: 0.3866 - accuracy: 0.8132 Epoch 456/500 45/45 [==============================] - 0s 372us/step - loss: 0.3865 - accuracy: 0.8090 Epoch 457/500 45/45 [==============================] - 0s 391us/step - loss: 0.3865 - accuracy: 0.8111 Epoch 458/500 45/45 [==============================] - 0s 384us/step - loss: 0.3865 - accuracy: 0.8132 Epoch 459/500 45/45 [==============================] - 0s 353us/step - loss: 0.3871 - accuracy: 0.8132 Epoch 460/500 45/45 [==============================] - 0s 372us/step - loss: 0.3860 - accuracy: 0.8118 Epoch 461/500 45/45 [==============================] - 0s 373us/step - loss: 0.3868 - accuracy: 0.8097 Epoch 462/500 45/45 [==============================] - 0s 367us/step - loss: 0.3857 - accuracy: 0.8132 Epoch 463/500 45/45 [==============================] - 0s 521us/step - loss: 0.3861 - accuracy: 0.8111 Epoch 464/500 45/45 [==============================] - 0s 360us/step - loss: 0.3859 - accuracy: 0.8097 Epoch 465/500 45/45 [==============================] - 0s 368us/step - loss: 0.3862 - accuracy: 0.8118 Epoch 466/500 45/45 [==============================] - 0s 355us/step - loss: 0.3853 - accuracy: 0.8104 Epoch 467/500 45/45 [==============================] - 0s 370us/step - loss: 0.3862 - accuracy: 0.8062 Epoch 468/500 45/45 [==============================] - 0s 366us/step - loss: 0.3857 - accuracy: 0.8118 Epoch 469/500 45/45 [==============================] - 0s 395us/step - loss: 0.3858 - accuracy: 0.8097 Epoch 470/500 45/45 [==============================] - 0s 376us/step - loss: 0.3859 - accuracy: 0.8090 Epoch 471/500 45/45 [==============================] - 0s 404us/step - loss: 0.3853 - accuracy: 0.8097 Epoch 472/500 45/45 [==============================] - 0s 380us/step - loss: 0.3857 - accuracy: 0.8125 Epoch 473/500 45/45 [==============================] - 0s 406us/step - loss: 0.3853 - accuracy: 0.8111 Epoch 474/500 45/45 [==============================] - 0s 393us/step - loss: 0.3854 - accuracy: 0.8097 Epoch 475/500 45/45 [==============================] - 0s 408us/step - loss: 0.3854 - accuracy: 0.8125 Epoch 476/500 45/45 [==============================] - 0s 397us/step - loss: 0.3850 - accuracy: 0.8139 Epoch 477/500 45/45 [==============================] - 0s 501us/step - loss: 0.3852 - accuracy: 0.8132 Epoch 478/500 45/45 [==============================] - 0s 356us/step - loss: 0.3845 - accuracy: 0.8132 Epoch 479/500 45/45 [==============================] - 0s 398us/step - loss: 0.3853 - accuracy: 0.8125 Epoch 480/500 45/45 [==============================] - 0s 386us/step - loss: 0.3847 - accuracy: 0.8104 Epoch 481/500 45/45 [==============================] - 0s 387us/step - loss: 0.3848 - accuracy: 0.8160 Epoch 482/500 45/45 [==============================] - 0s 408us/step - loss: 0.3846 - accuracy: 0.8118 Epoch 483/500 45/45 [==============================] - 0s 406us/step - loss: 0.3851 - accuracy: 0.8097 Epoch 484/500 45/45 [==============================] - 0s 387us/step - loss: 0.3845 - accuracy: 0.8139 Epoch 485/500 45/45 [==============================] - 0s 399us/step - loss: 0.3842 - accuracy: 0.8125 Epoch 486/500 45/45 [==============================] - 0s 391us/step - loss: 0.3847 - accuracy: 0.8118 Epoch 487/500 45/45 [==============================] - 0s 380us/step - loss: 0.3848 - accuracy: 0.8104 Epoch 488/500 45/45 [==============================] - 0s 358us/step - loss: 0.3839 - accuracy: 0.8132 Epoch 489/500 45/45 [==============================] - 0s 377us/step - loss: 0.3848 - accuracy: 0.8104 Epoch 490/500 45/45 [==============================] - 0s 507us/step - loss: 0.3843 - accuracy: 0.8097 Epoch 491/500 45/45 [==============================] - 0s 389us/step - loss: 0.3847 - accuracy: 0.8118 Epoch 492/500 45/45 [==============================] - 0s 389us/step - loss: 0.3844 - accuracy: 0.8125 Epoch 493/500 45/45 [==============================] - 0s 375us/step - loss: 0.3842 - accuracy: 0.8118 Epoch 494/500 45/45 [==============================] - 0s 410us/step - loss: 0.3841 - accuracy: 0.8104 Epoch 495/500 45/45 [==============================] - 0s 372us/step - loss: 0.3841 - accuracy: 0.8125 Epoch 496/500 45/45 [==============================] - 0s 375us/step - loss: 0.3846 - accuracy: 0.8097 Epoch 497/500 45/45 [==============================] - 0s 385us/step - loss: 0.3841 - accuracy: 0.8153 Epoch 498/500 45/45 [==============================] - 0s 375us/step - loss: 0.3840 - accuracy: 0.8125 Epoch 499/500 45/45 [==============================] - 0s 379us/step - loss: 0.3840 - accuracy: 0.8139 Epoch 500/500 45/45 [==============================] - 0s 352us/step - loss: 0.3844 - accuracy: 0.8104 5/5 [==============================] - 0s 496us/step Epoch 1/500 45/45 [==============================] - 0s 463us/step - loss: 0.6886 - accuracy: 0.6444 Epoch 2/500 45/45 [==============================] - 0s 443us/step - loss: 0.6763 - accuracy: 0.6521 Epoch 3/500 45/45 [==============================] - 0s 387us/step - loss: 0.6567 - accuracy: 0.6549 Epoch 4/500 45/45 [==============================] - 0s 535us/step - loss: 0.6294 - accuracy: 0.7139 Epoch 5/500 45/45 [==============================] - 0s 361us/step - loss: 0.5974 - accuracy: 0.7382 Epoch 6/500 45/45 [==============================] - 0s 378us/step - loss: 0.5635 - accuracy: 0.7583 Epoch 7/500 45/45 [==============================] - 0s 374us/step - loss: 0.5337 - accuracy: 0.7618 Epoch 8/500 45/45 [==============================] - 0s 400us/step - loss: 0.5120 - accuracy: 0.7660 Epoch 9/500 45/45 [==============================] - 0s 401us/step - loss: 0.4984 - accuracy: 0.7556 Epoch 10/500 45/45 [==============================] - 0s 383us/step - loss: 0.4912 - accuracy: 0.7604 Epoch 11/500 45/45 [==============================] - 0s 365us/step - loss: 0.4867 - accuracy: 0.7549 Epoch 12/500 45/45 [==============================] - 0s 374us/step - loss: 0.4838 - accuracy: 0.7535 Epoch 13/500 45/45 [==============================] - 0s 369us/step - loss: 0.4815 - accuracy: 0.7556 Epoch 14/500 45/45 [==============================] - 0s 384us/step - loss: 0.4796 - accuracy: 0.7583 Epoch 15/500 45/45 [==============================] - 0s 385us/step - loss: 0.4782 - accuracy: 0.7569 Epoch 16/500 45/45 [==============================] - 0s 386us/step - loss: 0.4769 - accuracy: 0.7563 Epoch 17/500 45/45 [==============================] - 0s 468us/step - loss: 0.4758 - accuracy: 0.7549 Epoch 18/500 45/45 [==============================] - 0s 371us/step - loss: 0.4749 - accuracy: 0.7569 Epoch 19/500 45/45 [==============================] - 0s 377us/step - loss: 0.4739 - accuracy: 0.7556 Epoch 20/500 45/45 [==============================] - 0s 372us/step - loss: 0.4730 - accuracy: 0.7590 Epoch 21/500 45/45 [==============================] - 0s 365us/step - loss: 0.4725 - accuracy: 0.7549 Epoch 22/500 45/45 [==============================] - 0s 374us/step - loss: 0.4717 - accuracy: 0.7611 Epoch 23/500 45/45 [==============================] - 0s 357us/step - loss: 0.4711 - accuracy: 0.7590 Epoch 24/500 45/45 [==============================] - 0s 386us/step - loss: 0.4704 - accuracy: 0.7604 Epoch 25/500 45/45 [==============================] - 0s 376us/step - loss: 0.4697 - accuracy: 0.7576 Epoch 26/500 45/45 [==============================] - 0s 395us/step - loss: 0.4692 - accuracy: 0.7660 Epoch 27/500 45/45 [==============================] - 0s 377us/step - loss: 0.4687 - accuracy: 0.7618 Epoch 28/500 45/45 [==============================] - 0s 381us/step - loss: 0.4683 - accuracy: 0.7653 Epoch 29/500 45/45 [==============================] - 0s 367us/step - loss: 0.4676 - accuracy: 0.7694 Epoch 30/500 45/45 [==============================] - 0s 351us/step - loss: 0.4671 - accuracy: 0.7667 Epoch 31/500 45/45 [==============================] - 0s 516us/step - loss: 0.4666 - accuracy: 0.7674 Epoch 32/500 45/45 [==============================] - 0s 359us/step - loss: 0.4660 - accuracy: 0.7681 Epoch 33/500 45/45 [==============================] - 0s 373us/step - loss: 0.4653 - accuracy: 0.7681 Epoch 34/500 45/45 [==============================] - 0s 372us/step - loss: 0.4652 - accuracy: 0.7674 Epoch 35/500 45/45 [==============================] - 0s 389us/step - loss: 0.4647 - accuracy: 0.7701 Epoch 36/500 45/45 [==============================] - 0s 369us/step - loss: 0.4637 - accuracy: 0.7694 Epoch 37/500 45/45 [==============================] - 0s 386us/step - loss: 0.4632 - accuracy: 0.7715 Epoch 38/500 45/45 [==============================] - 0s 381us/step - loss: 0.4630 - accuracy: 0.7681 Epoch 39/500 45/45 [==============================] - 0s 369us/step - loss: 0.4625 - accuracy: 0.7694 Epoch 40/500 45/45 [==============================] - 0s 398us/step - loss: 0.4618 - accuracy: 0.7729 Epoch 41/500 45/45 [==============================] - 0s 365us/step - loss: 0.4613 - accuracy: 0.7729 Epoch 42/500 45/45 [==============================] - 0s 360us/step - loss: 0.4607 - accuracy: 0.7701 Epoch 43/500 45/45 [==============================] - 0s 366us/step - loss: 0.4599 - accuracy: 0.7674 Epoch 44/500 45/45 [==============================] - 0s 380us/step - loss: 0.4599 - accuracy: 0.7715 Epoch 45/500 45/45 [==============================] - 0s 452us/step - loss: 0.4593 - accuracy: 0.7722 Epoch 46/500 45/45 [==============================] - 0s 374us/step - loss: 0.4587 - accuracy: 0.7729 Epoch 47/500 45/45 [==============================] - 0s 362us/step - loss: 0.4579 - accuracy: 0.7736 Epoch 48/500 45/45 [==============================] - 0s 371us/step - loss: 0.4574 - accuracy: 0.7708 Epoch 49/500 45/45 [==============================] - 0s 373us/step - loss: 0.4570 - accuracy: 0.7722 Epoch 50/500 45/45 [==============================] - 0s 358us/step - loss: 0.4566 - accuracy: 0.7764 Epoch 51/500 45/45 [==============================] - 0s 353us/step - loss: 0.4561 - accuracy: 0.7750 Epoch 52/500 45/45 [==============================] - 0s 377us/step - loss: 0.4552 - accuracy: 0.7743 Epoch 53/500 45/45 [==============================] - 0s 383us/step - loss: 0.4549 - accuracy: 0.7764 Epoch 54/500 45/45 [==============================] - 0s 362us/step - loss: 0.4543 - accuracy: 0.7785 Epoch 55/500 45/45 [==============================] - 0s 356us/step - loss: 0.4539 - accuracy: 0.7785 Epoch 56/500 45/45 [==============================] - 0s 361us/step - loss: 0.4535 - accuracy: 0.7806 Epoch 57/500 45/45 [==============================] - 0s 358us/step - loss: 0.4528 - accuracy: 0.7778 Epoch 58/500 45/45 [==============================] - 0s 380us/step - loss: 0.4525 - accuracy: 0.7785 Epoch 59/500 45/45 [==============================] - 0s 526us/step - loss: 0.4522 - accuracy: 0.7785 Epoch 60/500 45/45 [==============================] - 0s 379us/step - loss: 0.4517 - accuracy: 0.7792 Epoch 61/500 45/45 [==============================] - 0s 379us/step - loss: 0.4514 - accuracy: 0.7785 Epoch 62/500 45/45 [==============================] - 0s 376us/step - loss: 0.4511 - accuracy: 0.7806 Epoch 63/500 45/45 [==============================] - 0s 379us/step - loss: 0.4509 - accuracy: 0.7799 Epoch 64/500 45/45 [==============================] - 0s 364us/step - loss: 0.4502 - accuracy: 0.7806 Epoch 65/500 45/45 [==============================] - 0s 388us/step - loss: 0.4500 - accuracy: 0.7785 Epoch 66/500 45/45 [==============================] - 0s 380us/step - loss: 0.4496 - accuracy: 0.7812 Epoch 67/500 45/45 [==============================] - 0s 380us/step - loss: 0.4492 - accuracy: 0.7854 Epoch 68/500 45/45 [==============================] - 0s 357us/step - loss: 0.4491 - accuracy: 0.7785 Epoch 69/500 45/45 [==============================] - 0s 374us/step - loss: 0.4489 - accuracy: 0.7854 Epoch 70/500 45/45 [==============================] - 0s 374us/step - loss: 0.4484 - accuracy: 0.7875 Epoch 71/500 45/45 [==============================] - 0s 387us/step - loss: 0.4478 - accuracy: 0.7840 Epoch 72/500 45/45 [==============================] - 0s 372us/step - loss: 0.4477 - accuracy: 0.7847 Epoch 73/500 45/45 [==============================] - 0s 478us/step - loss: 0.4477 - accuracy: 0.7875 Epoch 74/500 45/45 [==============================] - 0s 363us/step - loss: 0.4473 - accuracy: 0.7896 Epoch 75/500 45/45 [==============================] - 0s 378us/step - loss: 0.4471 - accuracy: 0.7868 Epoch 76/500 45/45 [==============================] - 0s 363us/step - loss: 0.4463 - accuracy: 0.7847 Epoch 77/500 45/45 [==============================] - 0s 363us/step - loss: 0.4464 - accuracy: 0.7868 Epoch 78/500 45/45 [==============================] - 0s 378us/step - loss: 0.4461 - accuracy: 0.7861 Epoch 79/500 45/45 [==============================] - 0s 390us/step - loss: 0.4457 - accuracy: 0.7854 Epoch 80/500 45/45 [==============================] - 0s 394us/step - loss: 0.4455 - accuracy: 0.7861 Epoch 81/500 45/45 [==============================] - 0s 387us/step - loss: 0.4451 - accuracy: 0.7861 Epoch 82/500 45/45 [==============================] - 0s 374us/step - loss: 0.4447 - accuracy: 0.7861 Epoch 83/500 45/45 [==============================] - 0s 360us/step - loss: 0.4443 - accuracy: 0.7854 Epoch 84/500 45/45 [==============================] - 0s 391us/step - loss: 0.4448 - accuracy: 0.7812 Epoch 85/500 45/45 [==============================] - 0s 376us/step - loss: 0.4443 - accuracy: 0.7896 Epoch 86/500 45/45 [==============================] - 0s 376us/step - loss: 0.4437 - accuracy: 0.7833 Epoch 87/500 45/45 [==============================] - 0s 478us/step - loss: 0.4434 - accuracy: 0.7861 Epoch 88/500 45/45 [==============================] - 0s 404us/step - loss: 0.4430 - accuracy: 0.7903 Epoch 89/500 45/45 [==============================] - 0s 361us/step - loss: 0.4431 - accuracy: 0.7861 Epoch 90/500 45/45 [==============================] - 0s 367us/step - loss: 0.4426 - accuracy: 0.7917 Epoch 91/500 45/45 [==============================] - 0s 370us/step - loss: 0.4421 - accuracy: 0.7903 Epoch 92/500 45/45 [==============================] - 0s 402us/step - loss: 0.4422 - accuracy: 0.7910 Epoch 93/500 45/45 [==============================] - 0s 387us/step - loss: 0.4418 - accuracy: 0.7910 Epoch 94/500 45/45 [==============================] - 0s 384us/step - loss: 0.4421 - accuracy: 0.7868 Epoch 95/500 45/45 [==============================] - 0s 384us/step - loss: 0.4408 - accuracy: 0.7903 Epoch 96/500 45/45 [==============================] - 0s 384us/step - loss: 0.4410 - accuracy: 0.7958 Epoch 97/500 45/45 [==============================] - 0s 341us/step - loss: 0.4401 - accuracy: 0.7917 Epoch 98/500 45/45 [==============================] - 0s 384us/step - loss: 0.4410 - accuracy: 0.7910 Epoch 99/500 45/45 [==============================] - 0s 375us/step - loss: 0.4408 - accuracy: 0.7937 Epoch 100/500 45/45 [==============================] - 0s 358us/step - loss: 0.4402 - accuracy: 0.7868 Epoch 101/500 45/45 [==============================] - 0s 437us/step - loss: 0.4399 - accuracy: 0.7910 Epoch 102/500 45/45 [==============================] - 0s 399us/step - loss: 0.4399 - accuracy: 0.7931 Epoch 103/500 45/45 [==============================] - 0s 399us/step - loss: 0.4389 - accuracy: 0.7931 Epoch 104/500 45/45 [==============================] - 0s 399us/step - loss: 0.4392 - accuracy: 0.7910 Epoch 105/500 45/45 [==============================] - 0s 362us/step - loss: 0.4386 - accuracy: 0.7896 Epoch 106/500 45/45 [==============================] - 0s 353us/step - loss: 0.4385 - accuracy: 0.8000 Epoch 107/500 45/45 [==============================] - 0s 366us/step - loss: 0.4380 - accuracy: 0.7965 Epoch 108/500 45/45 [==============================] - 0s 370us/step - loss: 0.4379 - accuracy: 0.8007 Epoch 109/500 45/45 [==============================] - 0s 406us/step - loss: 0.4377 - accuracy: 0.7986 Epoch 110/500 45/45 [==============================] - 0s 368us/step - loss: 0.4377 - accuracy: 0.7917 Epoch 111/500 45/45 [==============================] - 0s 375us/step - loss: 0.4373 - accuracy: 0.7958 Epoch 112/500 45/45 [==============================] - 0s 357us/step - loss: 0.4370 - accuracy: 0.7986 Epoch 113/500 45/45 [==============================] - 0s 374us/step - loss: 0.4365 - accuracy: 0.7931 Epoch 114/500 45/45 [==============================] - 0s 507us/step - loss: 0.4363 - accuracy: 0.7944 Epoch 115/500 45/45 [==============================] - 0s 372us/step - loss: 0.4361 - accuracy: 0.7972 Epoch 116/500 45/45 [==============================] - 0s 393us/step - loss: 0.4358 - accuracy: 0.7958 Epoch 117/500 45/45 [==============================] - 0s 340us/step - loss: 0.4356 - accuracy: 0.7937 Epoch 118/500 45/45 [==============================] - 0s 364us/step - loss: 0.4352 - accuracy: 0.7937 Epoch 119/500 45/45 [==============================] - 0s 391us/step - loss: 0.4347 - accuracy: 0.7986 Epoch 120/500 45/45 [==============================] - 0s 380us/step - loss: 0.4347 - accuracy: 0.7965 Epoch 121/500 45/45 [==============================] - 0s 385us/step - loss: 0.4343 - accuracy: 0.7931 Epoch 122/500 45/45 [==============================] - 0s 376us/step - loss: 0.4342 - accuracy: 0.7951 Epoch 123/500 45/45 [==============================] - 0s 389us/step - loss: 0.4336 - accuracy: 0.7924 Epoch 124/500 45/45 [==============================] - 0s 376us/step - loss: 0.4334 - accuracy: 0.7972 Epoch 125/500 45/45 [==============================] - 0s 372us/step - loss: 0.4329 - accuracy: 0.7944 Epoch 126/500 45/45 [==============================] - 0s 379us/step - loss: 0.4326 - accuracy: 0.7944 Epoch 127/500 45/45 [==============================] - 0s 373us/step - loss: 0.4323 - accuracy: 0.8000 Epoch 128/500 45/45 [==============================] - 0s 480us/step - loss: 0.4320 - accuracy: 0.8021 Epoch 129/500 45/45 [==============================] - 0s 371us/step - loss: 0.4322 - accuracy: 0.8035 Epoch 130/500 45/45 [==============================] - 0s 358us/step - loss: 0.4311 - accuracy: 0.8028 Epoch 131/500 45/45 [==============================] - 0s 398us/step - loss: 0.4312 - accuracy: 0.8007 Epoch 132/500 45/45 [==============================] - 0s 363us/step - loss: 0.4313 - accuracy: 0.8014 Epoch 133/500 45/45 [==============================] - 0s 355us/step - loss: 0.4312 - accuracy: 0.7986 Epoch 134/500 45/45 [==============================] - 0s 368us/step - loss: 0.4306 - accuracy: 0.8028 Epoch 135/500 45/45 [==============================] - 0s 364us/step - loss: 0.4307 - accuracy: 0.8000 Epoch 136/500 45/45 [==============================] - 0s 390us/step - loss: 0.4299 - accuracy: 0.8014 Epoch 137/500 45/45 [==============================] - 0s 394us/step - loss: 0.4301 - accuracy: 0.8007 Epoch 138/500 45/45 [==============================] - 0s 357us/step - loss: 0.4302 - accuracy: 0.7958 Epoch 139/500 45/45 [==============================] - 0s 366us/step - loss: 0.4300 - accuracy: 0.7986 Epoch 140/500 45/45 [==============================] - 0s 355us/step - loss: 0.4301 - accuracy: 0.8007 Epoch 141/500 45/45 [==============================] - 0s 373us/step - loss: 0.4296 - accuracy: 0.7993 Epoch 142/500 45/45 [==============================] - 0s 511us/step - loss: 0.4294 - accuracy: 0.8021 Epoch 143/500 45/45 [==============================] - 0s 363us/step - loss: 0.4293 - accuracy: 0.8007 Epoch 144/500 45/45 [==============================] - 0s 373us/step - loss: 0.4290 - accuracy: 0.8028 Epoch 145/500 45/45 [==============================] - 0s 368us/step - loss: 0.4287 - accuracy: 0.8049 Epoch 146/500 45/45 [==============================] - 0s 382us/step - loss: 0.4298 - accuracy: 0.8014 Epoch 147/500 45/45 [==============================] - 0s 376us/step - loss: 0.4284 - accuracy: 0.8028 Epoch 148/500 45/45 [==============================] - 0s 388us/step - loss: 0.4289 - accuracy: 0.8007 Epoch 149/500 45/45 [==============================] - 0s 373us/step - loss: 0.4286 - accuracy: 0.8014 Epoch 150/500 45/45 [==============================] - 0s 380us/step - loss: 0.4285 - accuracy: 0.8035 Epoch 151/500 45/45 [==============================] - 0s 373us/step - loss: 0.4279 - accuracy: 0.8049 Epoch 152/500 45/45 [==============================] - 0s 389us/step - loss: 0.4279 - accuracy: 0.8028 Epoch 153/500 45/45 [==============================] - 0s 361us/step - loss: 0.4268 - accuracy: 0.8028 Epoch 154/500 45/45 [==============================] - 0s 372us/step - loss: 0.4280 - accuracy: 0.7993 Epoch 155/500 45/45 [==============================] - 0s 359us/step - loss: 0.4271 - accuracy: 0.8021 Epoch 156/500 45/45 [==============================] - 0s 450us/step - loss: 0.4278 - accuracy: 0.8007 Epoch 157/500 45/45 [==============================] - 0s 353us/step - loss: 0.4275 - accuracy: 0.7986 Epoch 158/500 45/45 [==============================] - 0s 381us/step - loss: 0.4270 - accuracy: 0.8014 Epoch 159/500 45/45 [==============================] - 0s 365us/step - loss: 0.4265 - accuracy: 0.8014 Epoch 160/500 45/45 [==============================] - 0s 353us/step - loss: 0.4268 - accuracy: 0.8035 Epoch 161/500 45/45 [==============================] - 0s 388us/step - loss: 0.4267 - accuracy: 0.8014 Epoch 162/500 45/45 [==============================] - 0s 528us/step - loss: 0.4267 - accuracy: 0.8014 Epoch 163/500 45/45 [==============================] - 0s 457us/step - loss: 0.4262 - accuracy: 0.8028 Epoch 164/500 45/45 [==============================] - 0s 361us/step - loss: 0.4255 - accuracy: 0.8014 Epoch 165/500 45/45 [==============================] - 0s 365us/step - loss: 0.4258 - accuracy: 0.7979 Epoch 166/500 45/45 [==============================] - 0s 382us/step - loss: 0.4252 - accuracy: 0.8014 Epoch 167/500 45/45 [==============================] - 0s 404us/step - loss: 0.4248 - accuracy: 0.8000 Epoch 168/500 45/45 [==============================] - 0s 387us/step - loss: 0.4249 - accuracy: 0.8021 Epoch 169/500 45/45 [==============================] - 0s 480us/step - loss: 0.4248 - accuracy: 0.7993 Epoch 170/500 45/45 [==============================] - 0s 405us/step - loss: 0.4239 - accuracy: 0.7979 Epoch 171/500 45/45 [==============================] - 0s 373us/step - loss: 0.4239 - accuracy: 0.8014 Epoch 172/500 45/45 [==============================] - 0s 350us/step - loss: 0.4235 - accuracy: 0.7993 Epoch 173/500 45/45 [==============================] - 0s 798us/step - loss: 0.4230 - accuracy: 0.8000 Epoch 174/500 45/45 [==============================] - 0s 982us/step - loss: 0.4231 - accuracy: 0.8028 Epoch 175/500 45/45 [==============================] - 0s 507us/step - loss: 0.4230 - accuracy: 0.7986 Epoch 176/500 45/45 [==============================] - 0s 380us/step - loss: 0.4224 - accuracy: 0.7931 Epoch 177/500 45/45 [==============================] - 0s 397us/step - loss: 0.4215 - accuracy: 0.7972 Epoch 178/500 45/45 [==============================] - 0s 364us/step - loss: 0.4219 - accuracy: 0.7979 Epoch 179/500 45/45 [==============================] - 0s 381us/step - loss: 0.4216 - accuracy: 0.7993 Epoch 180/500 45/45 [==============================] - 0s 544us/step - loss: 0.4215 - accuracy: 0.7979 Epoch 181/500 45/45 [==============================] - 0s 387us/step - loss: 0.4210 - accuracy: 0.8000 Epoch 182/500 45/45 [==============================] - 0s 364us/step - loss: 0.4209 - accuracy: 0.7944 Epoch 183/500 45/45 [==============================] - 0s 344us/step - loss: 0.4199 - accuracy: 0.7986 Epoch 184/500 45/45 [==============================] - 0s 369us/step - loss: 0.4199 - accuracy: 0.7993 Epoch 185/500 45/45 [==============================] - 0s 358us/step - loss: 0.4205 - accuracy: 0.7937 Epoch 186/500 45/45 [==============================] - 0s 375us/step - loss: 0.4189 - accuracy: 0.7951 Epoch 187/500 45/45 [==============================] - 0s 401us/step - loss: 0.4196 - accuracy: 0.7972 Epoch 188/500 45/45 [==============================] - 0s 371us/step - loss: 0.4187 - accuracy: 0.8000 Epoch 189/500 45/45 [==============================] - 0s 376us/step - loss: 0.4179 - accuracy: 0.8000 Epoch 190/500 45/45 [==============================] - 0s 344us/step - loss: 0.4185 - accuracy: 0.8000 Epoch 191/500 45/45 [==============================] - 0s 347us/step - loss: 0.4172 - accuracy: 0.8021 Epoch 192/500 45/45 [==============================] - 0s 387us/step - loss: 0.4172 - accuracy: 0.8007 Epoch 193/500 45/45 [==============================] - 0s 372us/step - loss: 0.4158 - accuracy: 0.7986 Epoch 194/500 45/45 [==============================] - 0s 472us/step - loss: 0.4160 - accuracy: 0.7965 Epoch 195/500 45/45 [==============================] - 0s 369us/step - loss: 0.4161 - accuracy: 0.7951 Epoch 196/500 45/45 [==============================] - 0s 411us/step - loss: 0.4146 - accuracy: 0.8021 Epoch 197/500 45/45 [==============================] - 0s 365us/step - loss: 0.4151 - accuracy: 0.7937 Epoch 198/500 45/45 [==============================] - 0s 394us/step - loss: 0.4143 - accuracy: 0.7979 Epoch 199/500 45/45 [==============================] - 0s 355us/step - loss: 0.4135 - accuracy: 0.7937 Epoch 200/500 45/45 [==============================] - 0s 384us/step - loss: 0.4131 - accuracy: 0.8014 Epoch 201/500 45/45 [==============================] - 0s 382us/step - loss: 0.4129 - accuracy: 0.7979 Epoch 202/500 45/45 [==============================] - 0s 350us/step - loss: 0.4123 - accuracy: 0.7986 Epoch 203/500 45/45 [==============================] - 0s 365us/step - loss: 0.4113 - accuracy: 0.8021 Epoch 204/500 45/45 [==============================] - 0s 367us/step - loss: 0.4115 - accuracy: 0.8035 Epoch 205/500 45/45 [==============================] - 0s 399us/step - loss: 0.4110 - accuracy: 0.7965 Epoch 206/500 45/45 [==============================] - 0s 377us/step - loss: 0.4105 - accuracy: 0.8014 Epoch 207/500 45/45 [==============================] - 0s 385us/step - loss: 0.4101 - accuracy: 0.8007 Epoch 208/500 45/45 [==============================] - 0s 563us/step - loss: 0.4105 - accuracy: 0.8014 Epoch 209/500 45/45 [==============================] - 0s 350us/step - loss: 0.4091 - accuracy: 0.8042 Epoch 210/500 45/45 [==============================] - 0s 377us/step - loss: 0.4101 - accuracy: 0.7951 Epoch 211/500 45/45 [==============================] - 0s 371us/step - loss: 0.4095 - accuracy: 0.8028 Epoch 212/500 45/45 [==============================] - 0s 370us/step - loss: 0.4089 - accuracy: 0.8049 Epoch 213/500 45/45 [==============================] - 0s 384us/step - loss: 0.4088 - accuracy: 0.8035 Epoch 214/500 45/45 [==============================] - 0s 378us/step - loss: 0.4085 - accuracy: 0.8056 Epoch 215/500 45/45 [==============================] - 0s 358us/step - loss: 0.4083 - accuracy: 0.8056 Epoch 216/500 45/45 [==============================] - 0s 379us/step - loss: 0.4076 - accuracy: 0.7986 Epoch 217/500 45/45 [==============================] - 0s 364us/step - loss: 0.4077 - accuracy: 0.8000 Epoch 218/500 45/45 [==============================] - 0s 356us/step - loss: 0.4081 - accuracy: 0.8035 Epoch 219/500 45/45 [==============================] - 0s 372us/step - loss: 0.4071 - accuracy: 0.8021 Epoch 220/500 45/45 [==============================] - 0s 388us/step - loss: 0.4070 - accuracy: 0.8014 Epoch 221/500 45/45 [==============================] - 0s 381us/step - loss: 0.4061 - accuracy: 0.8014 Epoch 222/500 45/45 [==============================] - 0s 441us/step - loss: 0.4057 - accuracy: 0.8014 Epoch 223/500 45/45 [==============================] - 0s 355us/step - loss: 0.4063 - accuracy: 0.8014 Epoch 224/500 45/45 [==============================] - 0s 393us/step - loss: 0.4048 - accuracy: 0.8056 Epoch 225/500 45/45 [==============================] - 0s 393us/step - loss: 0.4048 - accuracy: 0.8049 Epoch 226/500 45/45 [==============================] - 0s 382us/step - loss: 0.4043 - accuracy: 0.8076 Epoch 227/500 45/45 [==============================] - 0s 399us/step - loss: 0.4027 - accuracy: 0.8028 Epoch 228/500 45/45 [==============================] - 0s 368us/step - loss: 0.4024 - accuracy: 0.8069 Epoch 229/500 45/45 [==============================] - 0s 394us/step - loss: 0.4023 - accuracy: 0.8083 Epoch 230/500 45/45 [==============================] - 0s 385us/step - loss: 0.4012 - accuracy: 0.8083 Epoch 231/500 45/45 [==============================] - 0s 387us/step - loss: 0.4010 - accuracy: 0.8097 Epoch 232/500 45/45 [==============================] - 0s 379us/step - loss: 0.4012 - accuracy: 0.8083 Epoch 233/500 45/45 [==============================] - 0s 402us/step - loss: 0.4010 - accuracy: 0.8042 Epoch 234/500 45/45 [==============================] - 0s 395us/step - loss: 0.3989 - accuracy: 0.8125 Epoch 235/500 45/45 [==============================] - 0s 508us/step - loss: 0.3994 - accuracy: 0.8104 Epoch 236/500 45/45 [==============================] - 0s 355us/step - loss: 0.3996 - accuracy: 0.8104 Epoch 237/500 45/45 [==============================] - 0s 388us/step - loss: 0.3989 - accuracy: 0.8104 Epoch 238/500 45/45 [==============================] - 0s 584us/step - loss: 0.3981 - accuracy: 0.8090 Epoch 239/500 45/45 [==============================] - 0s 383us/step - loss: 0.3985 - accuracy: 0.8118 Epoch 240/500 45/45 [==============================] - 0s 392us/step - loss: 0.3982 - accuracy: 0.8097 Epoch 241/500 45/45 [==============================] - 0s 369us/step - loss: 0.3979 - accuracy: 0.8104 Epoch 242/500 45/45 [==============================] - 0s 356us/step - loss: 0.3975 - accuracy: 0.8090 Epoch 243/500 45/45 [==============================] - 0s 363us/step - loss: 0.3978 - accuracy: 0.8111 Epoch 244/500 45/45 [==============================] - 0s 389us/step - loss: 0.3974 - accuracy: 0.8097 Epoch 245/500 45/45 [==============================] - 0s 364us/step - loss: 0.3966 - accuracy: 0.8139 Epoch 246/500 45/45 [==============================] - 0s 391us/step - loss: 0.3964 - accuracy: 0.8111 Epoch 247/500 45/45 [==============================] - 0s 383us/step - loss: 0.3961 - accuracy: 0.8118 Epoch 248/500 45/45 [==============================] - 0s 366us/step - loss: 0.3970 - accuracy: 0.8111 Epoch 249/500 45/45 [==============================] - 0s 366us/step - loss: 0.3958 - accuracy: 0.8097 Epoch 250/500 45/45 [==============================] - 0s 366us/step - loss: 0.3965 - accuracy: 0.8104 Epoch 251/500 45/45 [==============================] - 0s 378us/step - loss: 0.3956 - accuracy: 0.8090 Epoch 252/500 45/45 [==============================] - 0s 353us/step - loss: 0.3956 - accuracy: 0.8118 Epoch 253/500 45/45 [==============================] - 0s 364us/step - loss: 0.3954 - accuracy: 0.8125 Epoch 254/500 45/45 [==============================] - 0s 370us/step - loss: 0.3946 - accuracy: 0.8153 Epoch 255/500 45/45 [==============================] - 0s 380us/step - loss: 0.3947 - accuracy: 0.8139 Epoch 256/500 45/45 [==============================] - 0s 360us/step - loss: 0.3947 - accuracy: 0.8139 Epoch 257/500 45/45 [==============================] - 0s 358us/step - loss: 0.3949 - accuracy: 0.8118 Epoch 258/500 45/45 [==============================] - 0s 387us/step - loss: 0.3951 - accuracy: 0.8118 Epoch 259/500 45/45 [==============================] - 0s 392us/step - loss: 0.3945 - accuracy: 0.8097 Epoch 260/500 45/45 [==============================] - 0s 393us/step - loss: 0.3941 - accuracy: 0.8125 Epoch 261/500 45/45 [==============================] - 0s 383us/step - loss: 0.3941 - accuracy: 0.8174 Epoch 262/500 45/45 [==============================] - 0s 517us/step - loss: 0.3942 - accuracy: 0.8111 Epoch 263/500 45/45 [==============================] - 0s 370us/step - loss: 0.3938 - accuracy: 0.8118 Epoch 264/500 45/45 [==============================] - 0s 363us/step - loss: 0.3946 - accuracy: 0.8118 Epoch 265/500 45/45 [==============================] - 0s 341us/step - loss: 0.3942 - accuracy: 0.8160 Epoch 266/500 45/45 [==============================] - 0s 383us/step - loss: 0.3931 - accuracy: 0.8132 Epoch 267/500 45/45 [==============================] - 0s 394us/step - loss: 0.3934 - accuracy: 0.8132 Epoch 268/500 45/45 [==============================] - 0s 356us/step - loss: 0.3936 - accuracy: 0.8146 Epoch 269/500 45/45 [==============================] - 0s 346us/step - loss: 0.3930 - accuracy: 0.8132 Epoch 270/500 45/45 [==============================] - 0s 383us/step - loss: 0.3925 - accuracy: 0.8132 Epoch 271/500 45/45 [==============================] - 0s 346us/step - loss: 0.3931 - accuracy: 0.8111 Epoch 272/500 45/45 [==============================] - 0s 383us/step - loss: 0.3926 - accuracy: 0.8146 Epoch 273/500 45/45 [==============================] - 0s 380us/step - loss: 0.3931 - accuracy: 0.8111 Epoch 274/500 45/45 [==============================] - 0s 390us/step - loss: 0.3929 - accuracy: 0.8139 Epoch 275/500 45/45 [==============================] - 0s 380us/step - loss: 0.3924 - accuracy: 0.8132 Epoch 276/500 45/45 [==============================] - 0s 463us/step - loss: 0.3927 - accuracy: 0.8146 Epoch 277/500 45/45 [==============================] - 0s 374us/step - loss: 0.3927 - accuracy: 0.8132 Epoch 278/500 45/45 [==============================] - 0s 358us/step - loss: 0.3913 - accuracy: 0.8167 Epoch 279/500 45/45 [==============================] - 0s 386us/step - loss: 0.3918 - accuracy: 0.8153 Epoch 280/500 45/45 [==============================] - 0s 365us/step - loss: 0.3920 - accuracy: 0.8160 Epoch 281/500 45/45 [==============================] - 0s 382us/step - loss: 0.3919 - accuracy: 0.8174 Epoch 282/500 45/45 [==============================] - 0s 407us/step - loss: 0.3919 - accuracy: 0.8104 Epoch 283/500 45/45 [==============================] - 0s 366us/step - loss: 0.3905 - accuracy: 0.8181 Epoch 284/500 45/45 [==============================] - 0s 405us/step - loss: 0.3915 - accuracy: 0.8181 Epoch 285/500 45/45 [==============================] - 0s 403us/step - loss: 0.3914 - accuracy: 0.8146 Epoch 286/500 45/45 [==============================] - 0s 382us/step - loss: 0.3915 - accuracy: 0.8153 Epoch 287/500 45/45 [==============================] - 0s 398us/step - loss: 0.3918 - accuracy: 0.8132 Epoch 288/500 45/45 [==============================] - 0s 382us/step - loss: 0.3911 - accuracy: 0.8146 Epoch 289/500 45/45 [==============================] - 0s 376us/step - loss: 0.3909 - accuracy: 0.8146 Epoch 290/500 45/45 [==============================] - 0s 535us/step - loss: 0.3909 - accuracy: 0.8139 Epoch 291/500 45/45 [==============================] - 0s 385us/step - loss: 0.3911 - accuracy: 0.8139 Epoch 292/500 45/45 [==============================] - 0s 375us/step - loss: 0.3904 - accuracy: 0.8125 Epoch 293/500 45/45 [==============================] - 0s 380us/step - loss: 0.3908 - accuracy: 0.8139 Epoch 294/500 45/45 [==============================] - 0s 349us/step - loss: 0.3897 - accuracy: 0.8153 Epoch 295/500 45/45 [==============================] - 0s 364us/step - loss: 0.3903 - accuracy: 0.8125 Epoch 296/500 45/45 [==============================] - 0s 389us/step - loss: 0.3894 - accuracy: 0.8222 Epoch 297/500 45/45 [==============================] - 0s 359us/step - loss: 0.3908 - accuracy: 0.8132 Epoch 298/500 45/45 [==============================] - 0s 366us/step - loss: 0.3899 - accuracy: 0.8174 Epoch 299/500 45/45 [==============================] - 0s 386us/step - loss: 0.3903 - accuracy: 0.8153 Epoch 300/500 45/45 [==============================] - 0s 375us/step - loss: 0.3903 - accuracy: 0.8111 Epoch 301/500 45/45 [==============================] - 0s 364us/step - loss: 0.3900 - accuracy: 0.8167 Epoch 302/500 45/45 [==============================] - 0s 374us/step - loss: 0.3900 - accuracy: 0.8132 Epoch 303/500 45/45 [==============================] - 0s 366us/step - loss: 0.3895 - accuracy: 0.8104 Epoch 304/500 45/45 [==============================] - 0s 407us/step - loss: 0.3904 - accuracy: 0.8132 Epoch 305/500 45/45 [==============================] - 0s 370us/step - loss: 0.3895 - accuracy: 0.8146 Epoch 306/500 45/45 [==============================] - 0s 367us/step - loss: 0.3894 - accuracy: 0.8146 Epoch 307/500 45/45 [==============================] - 0s 386us/step - loss: 0.3900 - accuracy: 0.8201 Epoch 308/500 45/45 [==============================] - 0s 401us/step - loss: 0.3893 - accuracy: 0.8174 Epoch 309/500 45/45 [==============================] - 0s 381us/step - loss: 0.3899 - accuracy: 0.8167 Epoch 310/500 45/45 [==============================] - 0s 380us/step - loss: 0.3896 - accuracy: 0.8139 Epoch 311/500 45/45 [==============================] - 0s 376us/step - loss: 0.3903 - accuracy: 0.8146 Epoch 312/500 45/45 [==============================] - 0s 359us/step - loss: 0.3892 - accuracy: 0.8153 Epoch 313/500 45/45 [==============================] - 0s 370us/step - loss: 0.3897 - accuracy: 0.8132 Epoch 314/500 45/45 [==============================] - 0s 373us/step - loss: 0.3892 - accuracy: 0.8132 Epoch 315/500 45/45 [==============================] - 0s 362us/step - loss: 0.3892 - accuracy: 0.8146 Epoch 316/500 45/45 [==============================] - 0s 359us/step - loss: 0.3888 - accuracy: 0.8139 Epoch 317/500 45/45 [==============================] - 0s 492us/step - loss: 0.3897 - accuracy: 0.8153 Epoch 318/500 45/45 [==============================] - 0s 379us/step - loss: 0.3897 - accuracy: 0.8174 Epoch 319/500 45/45 [==============================] - 0s 380us/step - loss: 0.3894 - accuracy: 0.8167 Epoch 320/500 45/45 [==============================] - 0s 369us/step - loss: 0.3884 - accuracy: 0.8174 Epoch 321/500 45/45 [==============================] - 0s 384us/step - loss: 0.3896 - accuracy: 0.8132 Epoch 322/500 45/45 [==============================] - 0s 387us/step - loss: 0.3893 - accuracy: 0.8160 Epoch 323/500 45/45 [==============================] - 0s 365us/step - loss: 0.3894 - accuracy: 0.8146 Epoch 324/500 45/45 [==============================] - 0s 381us/step - loss: 0.3891 - accuracy: 0.8167 Epoch 325/500 45/45 [==============================] - 0s 389us/step - loss: 0.3896 - accuracy: 0.8125 Epoch 326/500 45/45 [==============================] - 0s 361us/step - loss: 0.3882 - accuracy: 0.8194 Epoch 327/500 45/45 [==============================] - 0s 355us/step - loss: 0.3884 - accuracy: 0.8181 Epoch 328/500 45/45 [==============================] - 0s 386us/step - loss: 0.3890 - accuracy: 0.8188 Epoch 329/500 45/45 [==============================] - 0s 359us/step - loss: 0.3892 - accuracy: 0.8146 Epoch 330/500 45/45 [==============================] - 0s 362us/step - loss: 0.3879 - accuracy: 0.8097 Epoch 331/500 45/45 [==============================] - 0s 488us/step - loss: 0.3887 - accuracy: 0.8146 Epoch 332/500 45/45 [==============================] - 0s 408us/step - loss: 0.3890 - accuracy: 0.8188 Epoch 333/500 45/45 [==============================] - 0s 363us/step - loss: 0.3893 - accuracy: 0.8118 Epoch 334/500 45/45 [==============================] - 0s 373us/step - loss: 0.3886 - accuracy: 0.8174 Epoch 335/500 45/45 [==============================] - 0s 354us/step - loss: 0.3886 - accuracy: 0.8167 Epoch 336/500 45/45 [==============================] - 0s 581us/step - loss: 0.3886 - accuracy: 0.8215 Epoch 337/500 45/45 [==============================] - 0s 804us/step - loss: 0.3886 - accuracy: 0.8139 Epoch 338/500 45/45 [==============================] - 0s 361us/step - loss: 0.3887 - accuracy: 0.8139 Epoch 339/500 45/45 [==============================] - 0s 391us/step - loss: 0.3889 - accuracy: 0.8167 Epoch 340/500 45/45 [==============================] - 0s 367us/step - loss: 0.3879 - accuracy: 0.8188 Epoch 341/500 45/45 [==============================] - 0s 374us/step - loss: 0.3884 - accuracy: 0.8201 Epoch 342/500 45/45 [==============================] - 0s 363us/step - loss: 0.3881 - accuracy: 0.8160 Epoch 343/500 45/45 [==============================] - 0s 351us/step - loss: 0.3885 - accuracy: 0.8160 Epoch 344/500 45/45 [==============================] - 0s 554us/step - loss: 0.3884 - accuracy: 0.8188 Epoch 345/500 45/45 [==============================] - 0s 338us/step - loss: 0.3888 - accuracy: 0.8146 Epoch 346/500 45/45 [==============================] - 0s 339us/step - loss: 0.3885 - accuracy: 0.8132 Epoch 347/500 45/45 [==============================] - 0s 366us/step - loss: 0.3878 - accuracy: 0.8139 Epoch 348/500 45/45 [==============================] - 0s 383us/step - loss: 0.3878 - accuracy: 0.8146 Epoch 349/500 45/45 [==============================] - 0s 371us/step - loss: 0.3881 - accuracy: 0.8146 Epoch 350/500 45/45 [==============================] - 0s 370us/step - loss: 0.3878 - accuracy: 0.8215 Epoch 351/500 45/45 [==============================] - 0s 342us/step - loss: 0.3882 - accuracy: 0.8160 Epoch 352/500 45/45 [==============================] - 0s 386us/step - loss: 0.3885 - accuracy: 0.8146 Epoch 353/500 45/45 [==============================] - 0s 377us/step - loss: 0.3876 - accuracy: 0.8153 Epoch 354/500 45/45 [==============================] - 0s 374us/step - loss: 0.3887 - accuracy: 0.8146 Epoch 355/500 45/45 [==============================] - 0s 357us/step - loss: 0.3880 - accuracy: 0.8167 Epoch 356/500 45/45 [==============================] - 0s 390us/step - loss: 0.3883 - accuracy: 0.8146 Epoch 357/500 45/45 [==============================] - 0s 343us/step - loss: 0.3884 - accuracy: 0.8153 Epoch 358/500 45/45 [==============================] - 0s 384us/step - loss: 0.3882 - accuracy: 0.8132 Epoch 359/500 45/45 [==============================] - 0s 376us/step - loss: 0.3881 - accuracy: 0.8146 Epoch 360/500 45/45 [==============================] - 0s 382us/step - loss: 0.3882 - accuracy: 0.8146 Epoch 361/500 45/45 [==============================] - 0s 366us/step - loss: 0.3878 - accuracy: 0.8208 Epoch 362/500 45/45 [==============================] - 0s 342us/step - loss: 0.3881 - accuracy: 0.8153 Epoch 363/500 45/45 [==============================] - 0s 346us/step - loss: 0.3887 - accuracy: 0.8160 Epoch 364/500 45/45 [==============================] - 0s 339us/step - loss: 0.3879 - accuracy: 0.8153 Epoch 365/500 45/45 [==============================] - 0s 377us/step - loss: 0.3884 - accuracy: 0.8118 Epoch 366/500 45/45 [==============================] - 0s 372us/step - loss: 0.3882 - accuracy: 0.8139 Epoch 367/500 45/45 [==============================] - 0s 377us/step - loss: 0.3870 - accuracy: 0.8174 Epoch 368/500 45/45 [==============================] - 0s 392us/step - loss: 0.3884 - accuracy: 0.8146 Epoch 369/500 45/45 [==============================] - 0s 383us/step - loss: 0.3873 - accuracy: 0.8139 Epoch 370/500 45/45 [==============================] - 0s 354us/step - loss: 0.3881 - accuracy: 0.8139 Epoch 371/500 45/45 [==============================] - 0s 372us/step - loss: 0.3884 - accuracy: 0.8139 Epoch 372/500 45/45 [==============================] - 0s 468us/step - loss: 0.3872 - accuracy: 0.8153 Epoch 373/500 45/45 [==============================] - 0s 401us/step - loss: 0.3878 - accuracy: 0.8111 Epoch 374/500 45/45 [==============================] - 0s 361us/step - loss: 0.3868 - accuracy: 0.8146 Epoch 375/500 45/45 [==============================] - 0s 363us/step - loss: 0.3868 - accuracy: 0.8181 Epoch 376/500 45/45 [==============================] - 0s 368us/step - loss: 0.3886 - accuracy: 0.8139 Epoch 377/500 45/45 [==============================] - 0s 379us/step - loss: 0.3874 - accuracy: 0.8139 Epoch 378/500 45/45 [==============================] - 0s 366us/step - loss: 0.3880 - accuracy: 0.8181 Epoch 379/500 45/45 [==============================] - 0s 357us/step - loss: 0.3875 - accuracy: 0.8188 Epoch 380/500 45/45 [==============================] - 0s 408us/step - loss: 0.3879 - accuracy: 0.8174 Epoch 381/500 45/45 [==============================] - 0s 381us/step - loss: 0.3876 - accuracy: 0.8153 Epoch 382/500 45/45 [==============================] - 0s 387us/step - loss: 0.3880 - accuracy: 0.8188 Epoch 383/500 45/45 [==============================] - 0s 355us/step - loss: 0.3872 - accuracy: 0.8188 Epoch 384/500 45/45 [==============================] - 0s 348us/step - loss: 0.3879 - accuracy: 0.8174 Epoch 385/500 45/45 [==============================] - 0s 382us/step - loss: 0.3872 - accuracy: 0.8215 Epoch 386/500 45/45 [==============================] - 0s 471us/step - loss: 0.3875 - accuracy: 0.8167 Epoch 387/500 45/45 [==============================] - 0s 419us/step - loss: 0.3883 - accuracy: 0.8139 Epoch 388/500 45/45 [==============================] - 0s 399us/step - loss: 0.3880 - accuracy: 0.8181 Epoch 389/500 45/45 [==============================] - 0s 375us/step - loss: 0.3872 - accuracy: 0.8132 Epoch 390/500 45/45 [==============================] - 0s 352us/step - loss: 0.3882 - accuracy: 0.8194 Epoch 391/500 45/45 [==============================] - 0s 374us/step - loss: 0.3860 - accuracy: 0.8236 Epoch 392/500 45/45 [==============================] - 0s 385us/step - loss: 0.3878 - accuracy: 0.8139 Epoch 393/500 45/45 [==============================] - 0s 368us/step - loss: 0.3879 - accuracy: 0.8132 Epoch 394/500 45/45 [==============================] - 0s 370us/step - loss: 0.3877 - accuracy: 0.8174 Epoch 395/500 45/45 [==============================] - 0s 375us/step - loss: 0.3877 - accuracy: 0.8146 Epoch 396/500 45/45 [==============================] - 0s 380us/step - loss: 0.3878 - accuracy: 0.8188 Epoch 397/500 45/45 [==============================] - 0s 363us/step - loss: 0.3866 - accuracy: 0.8160 Epoch 398/500 45/45 [==============================] - 0s 375us/step - loss: 0.3873 - accuracy: 0.8181 Epoch 399/500 45/45 [==============================] - 0s 458us/step - loss: 0.3870 - accuracy: 0.8153 Epoch 400/500 45/45 [==============================] - 0s 357us/step - loss: 0.3878 - accuracy: 0.8188 Epoch 401/500 45/45 [==============================] - 0s 365us/step - loss: 0.3878 - accuracy: 0.8188 Epoch 402/500 45/45 [==============================] - 0s 372us/step - loss: 0.3875 - accuracy: 0.8153 Epoch 403/500 45/45 [==============================] - 0s 348us/step - loss: 0.3879 - accuracy: 0.8181 Epoch 404/500 45/45 [==============================] - 0s 367us/step - loss: 0.3876 - accuracy: 0.8160 Epoch 405/500 45/45 [==============================] - 0s 355us/step - loss: 0.3870 - accuracy: 0.8188 Epoch 406/500 45/45 [==============================] - 0s 348us/step - loss: 0.3880 - accuracy: 0.8118 Epoch 407/500 45/45 [==============================] - 0s 354us/step - loss: 0.3873 - accuracy: 0.8153 Epoch 408/500 45/45 [==============================] - 0s 357us/step - loss: 0.3870 - accuracy: 0.8167 Epoch 409/500 45/45 [==============================] - 0s 369us/step - loss: 0.3872 - accuracy: 0.8153 Epoch 410/500 45/45 [==============================] - 0s 377us/step - loss: 0.3871 - accuracy: 0.8174 Epoch 411/500 45/45 [==============================] - 0s 405us/step - loss: 0.3877 - accuracy: 0.8160 Epoch 412/500 45/45 [==============================] - 0s 371us/step - loss: 0.3873 - accuracy: 0.8132 Epoch 413/500 45/45 [==============================] - 0s 371us/step - loss: 0.3880 - accuracy: 0.8104 Epoch 414/500 45/45 [==============================] - 0s 383us/step - loss: 0.3872 - accuracy: 0.8167 Epoch 415/500 45/45 [==============================] - 0s 367us/step - loss: 0.3873 - accuracy: 0.8167 Epoch 416/500 45/45 [==============================] - 0s 419us/step - loss: 0.3872 - accuracy: 0.8139 Epoch 417/500 45/45 [==============================] - 0s 351us/step - loss: 0.3857 - accuracy: 0.8188 Epoch 418/500 45/45 [==============================] - 0s 348us/step - loss: 0.3877 - accuracy: 0.8153 Epoch 419/500 45/45 [==============================] - 0s 371us/step - loss: 0.3867 - accuracy: 0.8153 Epoch 420/500 45/45 [==============================] - 0s 348us/step - loss: 0.3874 - accuracy: 0.8160 Epoch 421/500 45/45 [==============================] - 0s 408us/step - loss: 0.3878 - accuracy: 0.8118 Epoch 422/500 45/45 [==============================] - 0s 375us/step - loss: 0.3872 - accuracy: 0.8181 Epoch 423/500 45/45 [==============================] - 0s 342us/step - loss: 0.3871 - accuracy: 0.8167 Epoch 424/500 45/45 [==============================] - 0s 395us/step - loss: 0.3870 - accuracy: 0.8188 Epoch 425/500 45/45 [==============================] - 0s 378us/step - loss: 0.3873 - accuracy: 0.8146 Epoch 426/500 45/45 [==============================] - 0s 374us/step - loss: 0.3869 - accuracy: 0.8125 Epoch 427/500 45/45 [==============================] - 0s 381us/step - loss: 0.3860 - accuracy: 0.8201 Epoch 428/500 45/45 [==============================] - 0s 378us/step - loss: 0.3872 - accuracy: 0.8139 Epoch 429/500 45/45 [==============================] - 0s 375us/step - loss: 0.3879 - accuracy: 0.8118 Epoch 430/500 45/45 [==============================] - 0s 389us/step - loss: 0.3876 - accuracy: 0.8146 Epoch 431/500 45/45 [==============================] - 0s 379us/step - loss: 0.3865 - accuracy: 0.8181 Epoch 432/500 45/45 [==============================] - 0s 373us/step - loss: 0.3871 - accuracy: 0.8181 Epoch 433/500 45/45 [==============================] - 0s 377us/step - loss: 0.3869 - accuracy: 0.8153 Epoch 434/500 45/45 [==============================] - 0s 375us/step - loss: 0.3868 - accuracy: 0.8118 Epoch 435/500 45/45 [==============================] - 0s 362us/step - loss: 0.3867 - accuracy: 0.8139 Epoch 436/500 45/45 [==============================] - 0s 368us/step - loss: 0.3869 - accuracy: 0.8208 Epoch 437/500 45/45 [==============================] - 0s 364us/step - loss: 0.3864 - accuracy: 0.8181 Epoch 438/500 45/45 [==============================] - 0s 368us/step - loss: 0.3870 - accuracy: 0.8139 Epoch 439/500 45/45 [==============================] - 0s 367us/step - loss: 0.3877 - accuracy: 0.8181 Epoch 440/500 45/45 [==============================] - 0s 364us/step - loss: 0.3866 - accuracy: 0.8167 Epoch 441/500 45/45 [==============================] - 0s 345us/step - loss: 0.3862 - accuracy: 0.8146 Epoch 442/500 45/45 [==============================] - 0s 398us/step - loss: 0.3870 - accuracy: 0.8174 Epoch 443/500 45/45 [==============================] - 0s 386us/step - loss: 0.3879 - accuracy: 0.8160 Epoch 444/500 45/45 [==============================] - 0s 373us/step - loss: 0.3871 - accuracy: 0.8153 Epoch 445/500 45/45 [==============================] - 0s 400us/step - loss: 0.3868 - accuracy: 0.8181 Epoch 446/500 45/45 [==============================] - 0s 399us/step - loss: 0.3871 - accuracy: 0.8194 Epoch 447/500 45/45 [==============================] - 0s 400us/step - loss: 0.3861 - accuracy: 0.8160 Epoch 448/500 45/45 [==============================] - 0s 385us/step - loss: 0.3869 - accuracy: 0.8160 Epoch 449/500 45/45 [==============================] - 0s 393us/step - loss: 0.3869 - accuracy: 0.8139 Epoch 450/500 45/45 [==============================] - 0s 404us/step - loss: 0.3871 - accuracy: 0.8139 Epoch 451/500 45/45 [==============================] - 0s 424us/step - loss: 0.3872 - accuracy: 0.8167 Epoch 452/500 45/45 [==============================] - 0s 369us/step - loss: 0.3873 - accuracy: 0.8188 Epoch 453/500 45/45 [==============================] - 0s 422us/step - loss: 0.3863 - accuracy: 0.8181 Epoch 454/500 45/45 [==============================] - 0s 407us/step - loss: 0.3868 - accuracy: 0.8153 Epoch 455/500 45/45 [==============================] - 0s 412us/step - loss: 0.3871 - accuracy: 0.8153 Epoch 456/500 45/45 [==============================] - 0s 392us/step - loss: 0.3868 - accuracy: 0.8181 Epoch 457/500 45/45 [==============================] - 0s 420us/step - loss: 0.3874 - accuracy: 0.8167 Epoch 458/500 45/45 [==============================] - 0s 394us/step - loss: 0.3867 - accuracy: 0.8181 Epoch 459/500 45/45 [==============================] - 0s 387us/step - loss: 0.3868 - accuracy: 0.8118 Epoch 460/500 45/45 [==============================] - 0s 365us/step - loss: 0.3867 - accuracy: 0.8139 Epoch 461/500 45/45 [==============================] - 0s 402us/step - loss: 0.3869 - accuracy: 0.8167 Epoch 462/500 45/45 [==============================] - 0s 414us/step - loss: 0.3868 - accuracy: 0.8153 Epoch 463/500 45/45 [==============================] - 0s 388us/step - loss: 0.3864 - accuracy: 0.8160 Epoch 464/500 45/45 [==============================] - 0s 409us/step - loss: 0.3874 - accuracy: 0.8153 Epoch 465/500 45/45 [==============================] - 0s 381us/step - loss: 0.3867 - accuracy: 0.8139 Epoch 466/500 45/45 [==============================] - 0s 388us/step - loss: 0.3869 - accuracy: 0.8160 Epoch 467/500 45/45 [==============================] - 0s 373us/step - loss: 0.3870 - accuracy: 0.8153 Epoch 468/500 45/45 [==============================] - 0s 537us/step - loss: 0.3865 - accuracy: 0.8146 Epoch 469/500 45/45 [==============================] - 0s 389us/step - loss: 0.3868 - accuracy: 0.8181 Epoch 470/500 45/45 [==============================] - 0s 396us/step - loss: 0.3868 - accuracy: 0.8132 Epoch 471/500 45/45 [==============================] - 0s 411us/step - loss: 0.3877 - accuracy: 0.8160 Epoch 472/500 45/45 [==============================] - 0s 366us/step - loss: 0.3869 - accuracy: 0.8132 Epoch 473/500 45/45 [==============================] - 0s 373us/step - loss: 0.3859 - accuracy: 0.8139 Epoch 474/500 45/45 [==============================] - 0s 391us/step - loss: 0.3876 - accuracy: 0.8160 Epoch 475/500 45/45 [==============================] - 0s 598us/step - loss: 0.3874 - accuracy: 0.8153 Epoch 476/500 45/45 [==============================] - 0s 401us/step - loss: 0.3868 - accuracy: 0.8174 Epoch 477/500 45/45 [==============================] - 0s 345us/step - loss: 0.3865 - accuracy: 0.8160 Epoch 478/500 45/45 [==============================] - 0s 377us/step - loss: 0.3868 - accuracy: 0.8125 Epoch 479/500 45/45 [==============================] - 0s 412us/step - loss: 0.3866 - accuracy: 0.8167 Epoch 480/500 45/45 [==============================] - 0s 458us/step - loss: 0.3870 - accuracy: 0.8160 Epoch 481/500 45/45 [==============================] - 0s 373us/step - loss: 0.3870 - accuracy: 0.8188 Epoch 482/500 45/45 [==============================] - 0s 375us/step - loss: 0.3863 - accuracy: 0.8188 Epoch 483/500 45/45 [==============================] - 0s 402us/step - loss: 0.3866 - accuracy: 0.8201 Epoch 484/500 45/45 [==============================] - 0s 371us/step - loss: 0.3861 - accuracy: 0.8174 Epoch 485/500 45/45 [==============================] - 0s 351us/step - loss: 0.3873 - accuracy: 0.8146 Epoch 486/500 45/45 [==============================] - 0s 363us/step - loss: 0.3846 - accuracy: 0.8188 Epoch 487/500 45/45 [==============================] - 0s 387us/step - loss: 0.3873 - accuracy: 0.8090 Epoch 488/500 45/45 [==============================] - 0s 355us/step - loss: 0.3861 - accuracy: 0.8125 Epoch 489/500 45/45 [==============================] - 0s 379us/step - loss: 0.3873 - accuracy: 0.8146 Epoch 490/500 45/45 [==============================] - 0s 391us/step - loss: 0.3864 - accuracy: 0.8125 Epoch 491/500 45/45 [==============================] - 0s 377us/step - loss: 0.3868 - accuracy: 0.8201 Epoch 492/500 45/45 [==============================] - 0s 368us/step - loss: 0.3864 - accuracy: 0.8139 Epoch 493/500 45/45 [==============================] - 0s 371us/step - loss: 0.3870 - accuracy: 0.8160 Epoch 494/500 45/45 [==============================] - 0s 481us/step - loss: 0.3855 - accuracy: 0.8229 Epoch 495/500 45/45 [==============================] - 0s 387us/step - loss: 0.3876 - accuracy: 0.8146 Epoch 496/500 45/45 [==============================] - 0s 358us/step - loss: 0.3864 - accuracy: 0.8174 Epoch 497/500 45/45 [==============================] - 0s 348us/step - loss: 0.3858 - accuracy: 0.8160 Epoch 498/500 45/45 [==============================] - 0s 432us/step - loss: 0.3870 - accuracy: 0.8188 Epoch 499/500 45/45 [==============================] - 0s 373us/step - loss: 0.3874 - accuracy: 0.8181 Epoch 500/500 45/45 [==============================] - 0s 378us/step - loss: 0.3867 - accuracy: 0.8174 5/5 [==============================] - 0s 507us/step Epoch 1/500 45/45 [==============================] - 0s 480us/step - loss: 0.6868 - accuracy: 0.6604 Epoch 2/500 45/45 [==============================] - 0s 432us/step - loss: 0.6659 - accuracy: 0.6597 Epoch 3/500 45/45 [==============================] - 0s 374us/step - loss: 0.6311 - accuracy: 0.6597 Epoch 4/500 45/45 [==============================] - 0s 380us/step - loss: 0.5907 - accuracy: 0.6597 Epoch 5/500 45/45 [==============================] - 0s 378us/step - loss: 0.5537 - accuracy: 0.6597 Epoch 6/500 45/45 [==============================] - 0s 376us/step - loss: 0.5290 - accuracy: 0.6597 Epoch 7/500 45/45 [==============================] - 0s 352us/step - loss: 0.5139 - accuracy: 0.7167 Epoch 8/500 45/45 [==============================] - 0s 374us/step - loss: 0.5045 - accuracy: 0.7653 Epoch 9/500 45/45 [==============================] - 0s 396us/step - loss: 0.4974 - accuracy: 0.7646 Epoch 10/500 45/45 [==============================] - 0s 363us/step - loss: 0.4914 - accuracy: 0.7736 Epoch 11/500 45/45 [==============================] - 0s 374us/step - loss: 0.4862 - accuracy: 0.7778 Epoch 12/500 45/45 [==============================] - 0s 360us/step - loss: 0.4817 - accuracy: 0.7722 Epoch 13/500 45/45 [==============================] - 0s 382us/step - loss: 0.4780 - accuracy: 0.7736 Epoch 14/500 45/45 [==============================] - 0s 382us/step - loss: 0.4751 - accuracy: 0.7750 Epoch 15/500 45/45 [==============================] - 0s 389us/step - loss: 0.4726 - accuracy: 0.7743 Epoch 16/500 45/45 [==============================] - 0s 364us/step - loss: 0.4705 - accuracy: 0.7743 Epoch 17/500 45/45 [==============================] - 0s 368us/step - loss: 0.4684 - accuracy: 0.7750 Epoch 18/500 45/45 [==============================] - 0s 374us/step - loss: 0.4666 - accuracy: 0.7708 Epoch 19/500 45/45 [==============================] - 0s 359us/step - loss: 0.4648 - accuracy: 0.7715 Epoch 20/500 45/45 [==============================] - 0s 369us/step - loss: 0.4634 - accuracy: 0.7708 Epoch 21/500 45/45 [==============================] - 0s 401us/step - loss: 0.4623 - accuracy: 0.7688 Epoch 22/500 45/45 [==============================] - 0s 388us/step - loss: 0.4614 - accuracy: 0.7694 Epoch 23/500 45/45 [==============================] - 0s 376us/step - loss: 0.4609 - accuracy: 0.7715 Epoch 24/500 45/45 [==============================] - 0s 389us/step - loss: 0.4602 - accuracy: 0.7722 Epoch 25/500 45/45 [==============================] - 0s 379us/step - loss: 0.4595 - accuracy: 0.7743 Epoch 26/500 45/45 [==============================] - 0s 363us/step - loss: 0.4588 - accuracy: 0.7708 Epoch 27/500 45/45 [==============================] - 0s 383us/step - loss: 0.4586 - accuracy: 0.7708 Epoch 28/500 45/45 [==============================] - 0s 374us/step - loss: 0.4582 - accuracy: 0.7736 Epoch 29/500 45/45 [==============================] - 0s 364us/step - loss: 0.4577 - accuracy: 0.7722 Epoch 30/500 45/45 [==============================] - 0s 357us/step - loss: 0.4573 - accuracy: 0.7722 Epoch 31/500 45/45 [==============================] - 0s 354us/step - loss: 0.4564 - accuracy: 0.7701 Epoch 32/500 45/45 [==============================] - 0s 406us/step - loss: 0.4565 - accuracy: 0.7729 Epoch 33/500 45/45 [==============================] - 0s 380us/step - loss: 0.4561 - accuracy: 0.7722 Epoch 34/500 45/45 [==============================] - 0s 370us/step - loss: 0.4558 - accuracy: 0.7722 Epoch 35/500 45/45 [==============================] - 0s 375us/step - loss: 0.4553 - accuracy: 0.7715 Epoch 36/500 45/45 [==============================] - 0s 380us/step - loss: 0.4551 - accuracy: 0.7722 Epoch 37/500 45/45 [==============================] - 0s 371us/step - loss: 0.4548 - accuracy: 0.7722 Epoch 38/500 45/45 [==============================] - 0s 369us/step - loss: 0.4544 - accuracy: 0.7722 Epoch 39/500 45/45 [==============================] - 0s 393us/step - loss: 0.4543 - accuracy: 0.7729 Epoch 40/500 45/45 [==============================] - 0s 348us/step - loss: 0.4535 - accuracy: 0.7743 Epoch 41/500 45/45 [==============================] - 0s 379us/step - loss: 0.4535 - accuracy: 0.7743 Epoch 42/500 45/45 [==============================] - 0s 363us/step - loss: 0.4530 - accuracy: 0.7743 Epoch 43/500 45/45 [==============================] - 0s 395us/step - loss: 0.4526 - accuracy: 0.7757 Epoch 44/500 45/45 [==============================] - 0s 371us/step - loss: 0.4522 - accuracy: 0.7750 Epoch 45/500 45/45 [==============================] - 0s 360us/step - loss: 0.4521 - accuracy: 0.7736 Epoch 46/500 45/45 [==============================] - 0s 403us/step - loss: 0.4514 - accuracy: 0.7729 Epoch 47/500 45/45 [==============================] - 0s 377us/step - loss: 0.4510 - accuracy: 0.7764 Epoch 48/500 45/45 [==============================] - 0s 380us/step - loss: 0.4505 - accuracy: 0.7736 Epoch 49/500 45/45 [==============================] - 0s 372us/step - loss: 0.4501 - accuracy: 0.7715 Epoch 50/500 45/45 [==============================] - 0s 481us/step - loss: 0.4496 - accuracy: 0.7743 Epoch 51/500 45/45 [==============================] - 0s 378us/step - loss: 0.4492 - accuracy: 0.7715 Epoch 52/500 45/45 [==============================] - 0s 361us/step - loss: 0.4489 - accuracy: 0.7729 Epoch 53/500 45/45 [==============================] - 0s 362us/step - loss: 0.4484 - accuracy: 0.7708 Epoch 54/500 45/45 [==============================] - 0s 358us/step - loss: 0.4477 - accuracy: 0.7722 Epoch 55/500 45/45 [==============================] - 0s 376us/step - loss: 0.4476 - accuracy: 0.7708 Epoch 56/500 45/45 [==============================] - 0s 402us/step - loss: 0.4471 - accuracy: 0.7708 Epoch 57/500 45/45 [==============================] - 0s 370us/step - loss: 0.4468 - accuracy: 0.7681 Epoch 58/500 45/45 [==============================] - 0s 364us/step - loss: 0.4464 - accuracy: 0.7729 Epoch 59/500 45/45 [==============================] - 0s 366us/step - loss: 0.4461 - accuracy: 0.7708 Epoch 60/500 45/45 [==============================] - 0s 371us/step - loss: 0.4461 - accuracy: 0.7681 Epoch 61/500 45/45 [==============================] - 0s 377us/step - loss: 0.4455 - accuracy: 0.7701 Epoch 62/500 45/45 [==============================] - 0s 366us/step - loss: 0.4453 - accuracy: 0.7729 Epoch 63/500 45/45 [==============================] - 0s 401us/step - loss: 0.4451 - accuracy: 0.7708 Epoch 64/500 45/45 [==============================] - 0s 508us/step - loss: 0.4447 - accuracy: 0.7674 Epoch 65/500 45/45 [==============================] - 0s 348us/step - loss: 0.4443 - accuracy: 0.7722 Epoch 66/500 45/45 [==============================] - 0s 405us/step - loss: 0.4441 - accuracy: 0.7722 Epoch 67/500 45/45 [==============================] - 0s 597us/step - loss: 0.4436 - accuracy: 0.7715 Epoch 68/500 45/45 [==============================] - 0s 401us/step - loss: 0.4436 - accuracy: 0.7715 Epoch 69/500 45/45 [==============================] - 0s 369us/step - loss: 0.4434 - accuracy: 0.7743 Epoch 70/500 45/45 [==============================] - 0s 373us/step - loss: 0.4429 - accuracy: 0.7681 Epoch 71/500 45/45 [==============================] - 0s 361us/step - loss: 0.4427 - accuracy: 0.7729 Epoch 72/500 45/45 [==============================] - 0s 391us/step - loss: 0.4428 - accuracy: 0.7729 Epoch 73/500 45/45 [==============================] - 0s 386us/step - loss: 0.4423 - accuracy: 0.7708 Epoch 74/500 45/45 [==============================] - 0s 369us/step - loss: 0.4417 - accuracy: 0.7708 Epoch 75/500 45/45 [==============================] - 0s 376us/step - loss: 0.4418 - accuracy: 0.7708 Epoch 76/500 45/45 [==============================] - 0s 396us/step - loss: 0.4415 - accuracy: 0.7736 Epoch 77/500 45/45 [==============================] - 0s 459us/step - loss: 0.4412 - accuracy: 0.7750 Epoch 78/500 45/45 [==============================] - 0s 400us/step - loss: 0.4409 - accuracy: 0.7792 Epoch 79/500 45/45 [==============================] - 0s 351us/step - loss: 0.4406 - accuracy: 0.7736 Epoch 80/500 45/45 [==============================] - 0s 337us/step - loss: 0.4406 - accuracy: 0.7757 Epoch 81/500 45/45 [==============================] - 0s 346us/step - loss: 0.4401 - accuracy: 0.7729 Epoch 82/500 45/45 [==============================] - 0s 379us/step - loss: 0.4399 - accuracy: 0.7757 Epoch 83/500 45/45 [==============================] - 0s 366us/step - loss: 0.4396 - accuracy: 0.7771 Epoch 84/500 45/45 [==============================] - 0s 345us/step - loss: 0.4394 - accuracy: 0.7771 Epoch 85/500 45/45 [==============================] - 0s 344us/step - loss: 0.4390 - accuracy: 0.7757 Epoch 86/500 45/45 [==============================] - 0s 379us/step - loss: 0.4390 - accuracy: 0.7806 Epoch 87/500 45/45 [==============================] - 0s 365us/step - loss: 0.4386 - accuracy: 0.7833 Epoch 88/500 45/45 [==============================] - 0s 371us/step - loss: 0.4386 - accuracy: 0.7806 Epoch 89/500 45/45 [==============================] - 0s 374us/step - loss: 0.4379 - accuracy: 0.7854 Epoch 90/500 45/45 [==============================] - 0s 381us/step - loss: 0.4378 - accuracy: 0.7806 Epoch 91/500 45/45 [==============================] - 0s 344us/step - loss: 0.4377 - accuracy: 0.7847 Epoch 92/500 45/45 [==============================] - 0s 384us/step - loss: 0.4373 - accuracy: 0.7840 Epoch 93/500 45/45 [==============================] - 0s 368us/step - loss: 0.4374 - accuracy: 0.7854 Epoch 94/500 45/45 [==============================] - 0s 365us/step - loss: 0.4369 - accuracy: 0.7840 Epoch 95/500 45/45 [==============================] - 0s 366us/step - loss: 0.4366 - accuracy: 0.7854 Epoch 96/500 45/45 [==============================] - 0s 383us/step - loss: 0.4362 - accuracy: 0.7868 Epoch 97/500 45/45 [==============================] - 0s 383us/step - loss: 0.4359 - accuracy: 0.7854 Epoch 98/500 45/45 [==============================] - 0s 389us/step - loss: 0.4359 - accuracy: 0.7861 Epoch 99/500 45/45 [==============================] - 0s 371us/step - loss: 0.4353 - accuracy: 0.7868 Epoch 100/500 45/45 [==============================] - 0s 365us/step - loss: 0.4350 - accuracy: 0.7875 Epoch 101/500 45/45 [==============================] - 0s 380us/step - loss: 0.4349 - accuracy: 0.7861 Epoch 102/500 45/45 [==============================] - 0s 372us/step - loss: 0.4346 - accuracy: 0.7882 Epoch 103/500 45/45 [==============================] - 0s 377us/step - loss: 0.4343 - accuracy: 0.7875 Epoch 104/500 45/45 [==============================] - 0s 368us/step - loss: 0.4341 - accuracy: 0.7917 Epoch 105/500 45/45 [==============================] - 0s 440us/step - loss: 0.4336 - accuracy: 0.7889 Epoch 106/500 45/45 [==============================] - 0s 379us/step - loss: 0.4338 - accuracy: 0.7875 Epoch 107/500 45/45 [==============================] - 0s 357us/step - loss: 0.4336 - accuracy: 0.7931 Epoch 108/500 45/45 [==============================] - 0s 344us/step - loss: 0.4330 - accuracy: 0.7903 Epoch 109/500 45/45 [==============================] - 0s 396us/step - loss: 0.4329 - accuracy: 0.7917 Epoch 110/500 45/45 [==============================] - 0s 379us/step - loss: 0.4327 - accuracy: 0.7917 Epoch 111/500 45/45 [==============================] - 0s 409us/step - loss: 0.4321 - accuracy: 0.7924 Epoch 112/500 45/45 [==============================] - 0s 351us/step - loss: 0.4320 - accuracy: 0.7924 Epoch 113/500 45/45 [==============================] - 0s 368us/step - loss: 0.4318 - accuracy: 0.7931 Epoch 114/500 45/45 [==============================] - 0s 372us/step - loss: 0.4314 - accuracy: 0.7951 Epoch 115/500 45/45 [==============================] - 0s 355us/step - loss: 0.4309 - accuracy: 0.7965 Epoch 116/500 45/45 [==============================] - 0s 372us/step - loss: 0.4305 - accuracy: 0.7951 Epoch 117/500 45/45 [==============================] - 0s 366us/step - loss: 0.4302 - accuracy: 0.7958 Epoch 118/500 45/45 [==============================] - 0s 370us/step - loss: 0.4296 - accuracy: 0.7944 Epoch 119/500 45/45 [==============================] - 0s 490us/step - loss: 0.4294 - accuracy: 0.7979 Epoch 120/500 45/45 [==============================] - 0s 360us/step - loss: 0.4290 - accuracy: 0.7979 Epoch 121/500 45/45 [==============================] - 0s 379us/step - loss: 0.4290 - accuracy: 0.7979 Epoch 122/500 45/45 [==============================] - 0s 341us/step - loss: 0.4284 - accuracy: 0.8014 Epoch 123/500 45/45 [==============================] - 0s 365us/step - loss: 0.4281 - accuracy: 0.8035 Epoch 124/500 45/45 [==============================] - 0s 368us/step - loss: 0.4280 - accuracy: 0.8021 Epoch 125/500 45/45 [==============================] - 0s 372us/step - loss: 0.4274 - accuracy: 0.8035 Epoch 126/500 45/45 [==============================] - 0s 386us/step - loss: 0.4271 - accuracy: 0.8028 Epoch 127/500 45/45 [==============================] - 0s 356us/step - loss: 0.4268 - accuracy: 0.8028 Epoch 128/500 45/45 [==============================] - 0s 371us/step - loss: 0.4267 - accuracy: 0.8014 Epoch 129/500 45/45 [==============================] - 0s 377us/step - loss: 0.4257 - accuracy: 0.8014 Epoch 130/500 45/45 [==============================] - 0s 377us/step - loss: 0.4254 - accuracy: 0.8028 Epoch 131/500 45/45 [==============================] - 0s 389us/step - loss: 0.4251 - accuracy: 0.8056 Epoch 132/500 45/45 [==============================] - 0s 370us/step - loss: 0.4245 - accuracy: 0.8028 Epoch 133/500 45/45 [==============================] - 0s 469us/step - loss: 0.4243 - accuracy: 0.8014 Epoch 134/500 45/45 [==============================] - 0s 385us/step - loss: 0.4239 - accuracy: 0.8014 Epoch 135/500 45/45 [==============================] - 0s 386us/step - loss: 0.4239 - accuracy: 0.8021 Epoch 136/500 45/45 [==============================] - 0s 378us/step - loss: 0.4232 - accuracy: 0.8000 Epoch 137/500 45/45 [==============================] - 0s 373us/step - loss: 0.4233 - accuracy: 0.8062 Epoch 138/500 45/45 [==============================] - 0s 375us/step - loss: 0.4223 - accuracy: 0.8062 Epoch 139/500 45/45 [==============================] - 0s 382us/step - loss: 0.4226 - accuracy: 0.8000 Epoch 140/500 45/45 [==============================] - 0s 360us/step - loss: 0.4223 - accuracy: 0.8014 Epoch 141/500 45/45 [==============================] - 0s 371us/step - loss: 0.4216 - accuracy: 0.8042 Epoch 142/500 45/45 [==============================] - 0s 391us/step - loss: 0.4216 - accuracy: 0.7986 Epoch 143/500 45/45 [==============================] - 0s 380us/step - loss: 0.4212 - accuracy: 0.8014 Epoch 144/500 45/45 [==============================] - 0s 384us/step - loss: 0.4206 - accuracy: 0.8049 Epoch 145/500 45/45 [==============================] - 0s 372us/step - loss: 0.4203 - accuracy: 0.8000 Epoch 146/500 45/45 [==============================] - 0s 387us/step - loss: 0.4200 - accuracy: 0.8000 Epoch 147/500 45/45 [==============================] - 0s 466us/step - loss: 0.4198 - accuracy: 0.8035 Epoch 148/500 45/45 [==============================] - 0s 364us/step - loss: 0.4194 - accuracy: 0.8042 Epoch 149/500 45/45 [==============================] - 0s 389us/step - loss: 0.4192 - accuracy: 0.8028 Epoch 150/500 45/45 [==============================] - 0s 593us/step - loss: 0.4188 - accuracy: 0.8028 Epoch 151/500 45/45 [==============================] - 0s 348us/step - loss: 0.4184 - accuracy: 0.7972 Epoch 152/500 45/45 [==============================] - 0s 356us/step - loss: 0.4182 - accuracy: 0.8007 Epoch 153/500 45/45 [==============================] - 0s 372us/step - loss: 0.4179 - accuracy: 0.8049 Epoch 154/500 45/45 [==============================] - 0s 374us/step - loss: 0.4175 - accuracy: 0.8049 Epoch 155/500 45/45 [==============================] - 0s 335us/step - loss: 0.4173 - accuracy: 0.8007 Epoch 156/500 45/45 [==============================] - 0s 377us/step - loss: 0.4165 - accuracy: 0.8035 Epoch 157/500 45/45 [==============================] - 0s 373us/step - loss: 0.4166 - accuracy: 0.8021 Epoch 158/500 45/45 [==============================] - 0s 395us/step - loss: 0.4166 - accuracy: 0.8042 Epoch 159/500 45/45 [==============================] - 0s 367us/step - loss: 0.4161 - accuracy: 0.8014 Epoch 160/500 45/45 [==============================] - 0s 371us/step - loss: 0.4158 - accuracy: 0.8056 Epoch 161/500 45/45 [==============================] - 0s 385us/step - loss: 0.4157 - accuracy: 0.8056 Epoch 162/500 45/45 [==============================] - 0s 391us/step - loss: 0.4153 - accuracy: 0.8021 Epoch 163/500 45/45 [==============================] - 0s 379us/step - loss: 0.4148 - accuracy: 0.8056 Epoch 164/500 45/45 [==============================] - 0s 357us/step - loss: 0.4148 - accuracy: 0.8021 Epoch 165/500 45/45 [==============================] - 0s 356us/step - loss: 0.4148 - accuracy: 0.8069 Epoch 166/500 45/45 [==============================] - 0s 372us/step - loss: 0.4143 - accuracy: 0.8028 Epoch 167/500 45/45 [==============================] - 0s 403us/step - loss: 0.4139 - accuracy: 0.8035 Epoch 168/500 45/45 [==============================] - 0s 390us/step - loss: 0.4142 - accuracy: 0.8028 Epoch 169/500 45/45 [==============================] - 0s 375us/step - loss: 0.4144 - accuracy: 0.8035 Epoch 170/500 45/45 [==============================] - 0s 362us/step - loss: 0.4139 - accuracy: 0.8035 Epoch 171/500 45/45 [==============================] - 0s 380us/step - loss: 0.4136 - accuracy: 0.8042 Epoch 172/500 45/45 [==============================] - 0s 359us/step - loss: 0.4132 - accuracy: 0.8104 Epoch 173/500 45/45 [==============================] - 0s 386us/step - loss: 0.4132 - accuracy: 0.8028 Epoch 174/500 45/45 [==============================] - 0s 416us/step - loss: 0.4129 - accuracy: 0.8062 Epoch 175/500 45/45 [==============================] - 0s 362us/step - loss: 0.4129 - accuracy: 0.8069 Epoch 176/500 45/45 [==============================] - 0s 386us/step - loss: 0.4125 - accuracy: 0.8042 Epoch 177/500 45/45 [==============================] - 0s 371us/step - loss: 0.4126 - accuracy: 0.8035 Epoch 178/500 45/45 [==============================] - 0s 402us/step - loss: 0.4116 - accuracy: 0.8056 Epoch 179/500 45/45 [==============================] - 0s 368us/step - loss: 0.4126 - accuracy: 0.8056 Epoch 180/500 45/45 [==============================] - 0s 358us/step - loss: 0.4122 - accuracy: 0.8062 Epoch 181/500 45/45 [==============================] - 0s 372us/step - loss: 0.4120 - accuracy: 0.8042 Epoch 182/500 45/45 [==============================] - 0s 357us/step - loss: 0.4120 - accuracy: 0.8049 Epoch 183/500 45/45 [==============================] - 0s 368us/step - loss: 0.4119 - accuracy: 0.8028 Epoch 184/500 45/45 [==============================] - 0s 384us/step - loss: 0.4115 - accuracy: 0.8062 Epoch 185/500 45/45 [==============================] - 0s 373us/step - loss: 0.4102 - accuracy: 0.8035 Epoch 186/500 45/45 [==============================] - 0s 369us/step - loss: 0.4114 - accuracy: 0.8000 Epoch 187/500 45/45 [==============================] - 0s 372us/step - loss: 0.4109 - accuracy: 0.8056 Epoch 188/500 45/45 [==============================] - 0s 374us/step - loss: 0.4092 - accuracy: 0.8049 Epoch 189/500 45/45 [==============================] - 0s 423us/step - loss: 0.4106 - accuracy: 0.8090 Epoch 190/500 45/45 [==============================] - 0s 367us/step - loss: 0.4099 - accuracy: 0.8097 Epoch 191/500 45/45 [==============================] - 0s 374us/step - loss: 0.4103 - accuracy: 0.8035 Epoch 192/500 45/45 [==============================] - 0s 381us/step - loss: 0.4095 - accuracy: 0.8062 Epoch 193/500 45/45 [==============================] - 0s 372us/step - loss: 0.4091 - accuracy: 0.8097 Epoch 194/500 45/45 [==============================] - 0s 379us/step - loss: 0.4092 - accuracy: 0.8090 Epoch 195/500 45/45 [==============================] - 0s 356us/step - loss: 0.4090 - accuracy: 0.8111 Epoch 196/500 45/45 [==============================] - 0s 380us/step - loss: 0.4086 - accuracy: 0.8118 Epoch 197/500 45/45 [==============================] - 0s 360us/step - loss: 0.4085 - accuracy: 0.8118 Epoch 198/500 45/45 [==============================] - 0s 377us/step - loss: 0.4080 - accuracy: 0.8153 Epoch 199/500 45/45 [==============================] - 0s 358us/step - loss: 0.4081 - accuracy: 0.8132 Epoch 200/500 45/45 [==============================] - 0s 397us/step - loss: 0.4081 - accuracy: 0.8132 Epoch 201/500 45/45 [==============================] - 0s 390us/step - loss: 0.4075 - accuracy: 0.8132 Epoch 202/500 45/45 [==============================] - 0s 486us/step - loss: 0.4076 - accuracy: 0.8118 Epoch 203/500 45/45 [==============================] - 0s 370us/step - loss: 0.4075 - accuracy: 0.8132 Epoch 204/500 45/45 [==============================] - 0s 392us/step - loss: 0.4072 - accuracy: 0.8125 Epoch 205/500 45/45 [==============================] - 0s 362us/step - loss: 0.4073 - accuracy: 0.8111 Epoch 206/500 45/45 [==============================] - 0s 347us/step - loss: 0.4066 - accuracy: 0.8111 Epoch 207/500 45/45 [==============================] - 0s 346us/step - loss: 0.4068 - accuracy: 0.8160 Epoch 208/500 45/45 [==============================] - 0s 344us/step - loss: 0.4064 - accuracy: 0.8167 Epoch 209/500 45/45 [==============================] - 0s 370us/step - loss: 0.4067 - accuracy: 0.8167 Epoch 210/500 45/45 [==============================] - 0s 355us/step - loss: 0.4063 - accuracy: 0.8132 Epoch 211/500 45/45 [==============================] - 0s 389us/step - loss: 0.4058 - accuracy: 0.8160 Epoch 212/500 45/45 [==============================] - 0s 369us/step - loss: 0.4055 - accuracy: 0.8146 Epoch 213/500 45/45 [==============================] - 0s 366us/step - loss: 0.4046 - accuracy: 0.8174 Epoch 214/500 45/45 [==============================] - 0s 366us/step - loss: 0.4046 - accuracy: 0.8167 Epoch 215/500 45/45 [==============================] - 0s 362us/step - loss: 0.4052 - accuracy: 0.8167 Epoch 216/500 45/45 [==============================] - 0s 385us/step - loss: 0.4048 - accuracy: 0.8160 Epoch 217/500 45/45 [==============================] - 0s 401us/step - loss: 0.4044 - accuracy: 0.8167 Epoch 218/500 45/45 [==============================] - 0s 385us/step - loss: 0.4043 - accuracy: 0.8174 Epoch 219/500 45/45 [==============================] - 0s 368us/step - loss: 0.4046 - accuracy: 0.8139 Epoch 220/500 45/45 [==============================] - 0s 398us/step - loss: 0.4041 - accuracy: 0.8160 Epoch 221/500 45/45 [==============================] - 0s 366us/step - loss: 0.4040 - accuracy: 0.8181 Epoch 222/500 45/45 [==============================] - 0s 366us/step - loss: 0.4035 - accuracy: 0.8146 Epoch 223/500 45/45 [==============================] - 0s 356us/step - loss: 0.4031 - accuracy: 0.8167 Epoch 224/500 45/45 [==============================] - 0s 386us/step - loss: 0.4031 - accuracy: 0.8146 Epoch 225/500 45/45 [==============================] - 0s 383us/step - loss: 0.4033 - accuracy: 0.8174 Epoch 226/500 45/45 [==============================] - 0s 385us/step - loss: 0.4029 - accuracy: 0.8160 Epoch 227/500 45/45 [==============================] - 0s 398us/step - loss: 0.4031 - accuracy: 0.8174 Epoch 228/500 45/45 [==============================] - 0s 420us/step - loss: 0.4030 - accuracy: 0.8174 Epoch 229/500 45/45 [==============================] - 0s 386us/step - loss: 0.4022 - accuracy: 0.8167 Epoch 230/500 45/45 [==============================] - 0s 493us/step - loss: 0.4026 - accuracy: 0.8153 Epoch 231/500 45/45 [==============================] - 0s 378us/step - loss: 0.4025 - accuracy: 0.8160 Epoch 232/500 45/45 [==============================] - 0s 398us/step - loss: 0.4024 - accuracy: 0.8167 Epoch 233/500 45/45 [==============================] - 0s 362us/step - loss: 0.4023 - accuracy: 0.8160 Epoch 234/500 45/45 [==============================] - 0s 382us/step - loss: 0.4021 - accuracy: 0.8125 Epoch 235/500 45/45 [==============================] - 0s 385us/step - loss: 0.4021 - accuracy: 0.8181 Epoch 236/500 45/45 [==============================] - 0s 383us/step - loss: 0.4018 - accuracy: 0.8132 Epoch 237/500 45/45 [==============================] - 0s 396us/step - loss: 0.4013 - accuracy: 0.8160 Epoch 238/500 45/45 [==============================] - 0s 360us/step - loss: 0.4015 - accuracy: 0.8153 Epoch 239/500 45/45 [==============================] - 0s 393us/step - loss: 0.4012 - accuracy: 0.8139 Epoch 240/500 45/45 [==============================] - 0s 386us/step - loss: 0.4011 - accuracy: 0.8160 Epoch 241/500 45/45 [==============================] - 0s 375us/step - loss: 0.4011 - accuracy: 0.8153 Epoch 242/500 45/45 [==============================] - 0s 373us/step - loss: 0.4003 - accuracy: 0.8139 Epoch 243/500 45/45 [==============================] - 0s 357us/step - loss: 0.4013 - accuracy: 0.8153 Epoch 244/500 45/45 [==============================] - 0s 573us/step - loss: 0.4011 - accuracy: 0.8153 Epoch 245/500 45/45 [==============================] - 0s 395us/step - loss: 0.4003 - accuracy: 0.8160 Epoch 246/500 45/45 [==============================] - 0s 372us/step - loss: 0.4005 - accuracy: 0.8146 Epoch 247/500 45/45 [==============================] - 0s 379us/step - loss: 0.3999 - accuracy: 0.8181 Epoch 248/500 45/45 [==============================] - 0s 390us/step - loss: 0.4005 - accuracy: 0.8146 Epoch 249/500 45/45 [==============================] - 0s 365us/step - loss: 0.4003 - accuracy: 0.8097 Epoch 250/500 45/45 [==============================] - 0s 624us/step - loss: 0.3998 - accuracy: 0.8139 Epoch 251/500 45/45 [==============================] - 0s 365us/step - loss: 0.3988 - accuracy: 0.8167 Epoch 252/500 45/45 [==============================] - 0s 362us/step - loss: 0.4000 - accuracy: 0.8132 Epoch 253/500 45/45 [==============================] - 0s 379us/step - loss: 0.3997 - accuracy: 0.8146 Epoch 254/500 45/45 [==============================] - 0s 360us/step - loss: 0.3992 - accuracy: 0.8174 Epoch 255/500 45/45 [==============================] - 0s 345us/step - loss: 0.3993 - accuracy: 0.8167 Epoch 256/500 45/45 [==============================] - 0s 397us/step - loss: 0.3990 - accuracy: 0.8153 Epoch 257/500 45/45 [==============================] - 0s 474us/step - loss: 0.3989 - accuracy: 0.8139 Epoch 258/500 45/45 [==============================] - 0s 407us/step - loss: 0.3988 - accuracy: 0.8160 Epoch 259/500 45/45 [==============================] - 0s 415us/step - loss: 0.3983 - accuracy: 0.8181 Epoch 260/500 45/45 [==============================] - 0s 368us/step - loss: 0.3983 - accuracy: 0.8167 Epoch 261/500 45/45 [==============================] - 0s 387us/step - loss: 0.3980 - accuracy: 0.8160 Epoch 262/500 45/45 [==============================] - 0s 394us/step - loss: 0.3984 - accuracy: 0.8125 Epoch 263/500 45/45 [==============================] - 0s 378us/step - loss: 0.3976 - accuracy: 0.8160 Epoch 264/500 45/45 [==============================] - 0s 370us/step - loss: 0.3982 - accuracy: 0.8188 Epoch 265/500 45/45 [==============================] - 0s 381us/step - loss: 0.3979 - accuracy: 0.8201 Epoch 266/500 45/45 [==============================] - 0s 382us/step - loss: 0.3979 - accuracy: 0.8174 Epoch 267/500 45/45 [==============================] - 0s 387us/step - loss: 0.3971 - accuracy: 0.8174 Epoch 268/500 45/45 [==============================] - 0s 368us/step - loss: 0.3976 - accuracy: 0.8146 Epoch 269/500 45/45 [==============================] - 0s 352us/step - loss: 0.3976 - accuracy: 0.8201 Epoch 270/500 45/45 [==============================] - 0s 505us/step - loss: 0.3976 - accuracy: 0.8146 Epoch 271/500 45/45 [==============================] - 0s 377us/step - loss: 0.3968 - accuracy: 0.8146 Epoch 272/500 45/45 [==============================] - 0s 380us/step - loss: 0.3968 - accuracy: 0.8146 Epoch 273/500 45/45 [==============================] - 0s 384us/step - loss: 0.3971 - accuracy: 0.8153 Epoch 274/500 45/45 [==============================] - 0s 388us/step - loss: 0.3967 - accuracy: 0.8181 Epoch 275/500 45/45 [==============================] - 0s 342us/step - loss: 0.3971 - accuracy: 0.8208 Epoch 276/500 45/45 [==============================] - 0s 390us/step - loss: 0.3967 - accuracy: 0.8104 Epoch 277/500 45/45 [==============================] - 0s 397us/step - loss: 0.3966 - accuracy: 0.8160 Epoch 278/500 45/45 [==============================] - 0s 422us/step - loss: 0.3963 - accuracy: 0.8174 Epoch 279/500 45/45 [==============================] - 0s 377us/step - loss: 0.3960 - accuracy: 0.8174 Epoch 280/500 45/45 [==============================] - 0s 393us/step - loss: 0.3966 - accuracy: 0.8153 Epoch 281/500 45/45 [==============================] - 0s 364us/step - loss: 0.3964 - accuracy: 0.8167 Epoch 282/500 45/45 [==============================] - 0s 409us/step - loss: 0.3965 - accuracy: 0.8181 Epoch 283/500 45/45 [==============================] - 0s 369us/step - loss: 0.3960 - accuracy: 0.8201 Epoch 284/500 45/45 [==============================] - 0s 483us/step - loss: 0.3958 - accuracy: 0.8188 Epoch 285/500 45/45 [==============================] - 0s 382us/step - loss: 0.3961 - accuracy: 0.8146 Epoch 286/500 45/45 [==============================] - 0s 394us/step - loss: 0.3958 - accuracy: 0.8174 Epoch 287/500 45/45 [==============================] - 0s 380us/step - loss: 0.3955 - accuracy: 0.8236 Epoch 288/500 45/45 [==============================] - 0s 363us/step - loss: 0.3953 - accuracy: 0.8188 Epoch 289/500 45/45 [==============================] - 0s 361us/step - loss: 0.3955 - accuracy: 0.8181 Epoch 290/500 45/45 [==============================] - 0s 396us/step - loss: 0.3958 - accuracy: 0.8201 Epoch 291/500 45/45 [==============================] - 0s 349us/step - loss: 0.3958 - accuracy: 0.8132 Epoch 292/500 45/45 [==============================] - 0s 382us/step - loss: 0.3955 - accuracy: 0.8194 Epoch 293/500 45/45 [==============================] - 0s 373us/step - loss: 0.3954 - accuracy: 0.8188 Epoch 294/500 45/45 [==============================] - 0s 384us/step - loss: 0.3954 - accuracy: 0.8174 Epoch 295/500 45/45 [==============================] - 0s 373us/step - loss: 0.3954 - accuracy: 0.8167 Epoch 296/500 45/45 [==============================] - 0s 370us/step - loss: 0.3953 - accuracy: 0.8194 Epoch 297/500 45/45 [==============================] - 0s 368us/step - loss: 0.3947 - accuracy: 0.8208 Epoch 298/500 45/45 [==============================] - 0s 519us/step - loss: 0.3957 - accuracy: 0.8146 Epoch 299/500 45/45 [==============================] - 0s 377us/step - loss: 0.3956 - accuracy: 0.8174 Epoch 300/500 45/45 [==============================] - 0s 382us/step - loss: 0.3955 - accuracy: 0.8194 Epoch 301/500 45/45 [==============================] - 0s 398us/step - loss: 0.3952 - accuracy: 0.8125 Epoch 302/500 45/45 [==============================] - 0s 349us/step - loss: 0.3951 - accuracy: 0.8153 Epoch 303/500 45/45 [==============================] - 0s 382us/step - loss: 0.3955 - accuracy: 0.8132 Epoch 304/500 45/45 [==============================] - 0s 394us/step - loss: 0.3945 - accuracy: 0.8139 Epoch 305/500 45/45 [==============================] - 0s 376us/step - loss: 0.3952 - accuracy: 0.8167 Epoch 306/500 45/45 [==============================] - 0s 399us/step - loss: 0.3951 - accuracy: 0.8167 Epoch 307/500 45/45 [==============================] - 0s 376us/step - loss: 0.3954 - accuracy: 0.8146 Epoch 308/500 45/45 [==============================] - 0s 368us/step - loss: 0.3945 - accuracy: 0.8167 Epoch 309/500 45/45 [==============================] - 0s 409us/step - loss: 0.3952 - accuracy: 0.8153 Epoch 310/500 45/45 [==============================] - 0s 371us/step - loss: 0.3947 - accuracy: 0.8153 Epoch 311/500 45/45 [==============================] - 0s 484us/step - loss: 0.3950 - accuracy: 0.8174 Epoch 312/500 45/45 [==============================] - 0s 383us/step - loss: 0.3947 - accuracy: 0.8188 Epoch 313/500 45/45 [==============================] - 0s 350us/step - loss: 0.3945 - accuracy: 0.8174 Epoch 314/500 45/45 [==============================] - 0s 394us/step - loss: 0.3947 - accuracy: 0.8174 Epoch 315/500 45/45 [==============================] - 0s 399us/step - loss: 0.3941 - accuracy: 0.8118 Epoch 316/500 45/45 [==============================] - 0s 381us/step - loss: 0.3945 - accuracy: 0.8132 Epoch 317/500 45/45 [==============================] - 0s 353us/step - loss: 0.3947 - accuracy: 0.8174 Epoch 318/500 45/45 [==============================] - 0s 354us/step - loss: 0.3943 - accuracy: 0.8139 Epoch 319/500 45/45 [==============================] - 0s 393us/step - loss: 0.3941 - accuracy: 0.8146 Epoch 320/500 45/45 [==============================] - 0s 363us/step - loss: 0.3943 - accuracy: 0.8160 Epoch 321/500 45/45 [==============================] - 0s 361us/step - loss: 0.3941 - accuracy: 0.8139 Epoch 322/500 45/45 [==============================] - 0s 373us/step - loss: 0.3939 - accuracy: 0.8153 Epoch 323/500 45/45 [==============================] - 0s 410us/step - loss: 0.3941 - accuracy: 0.8153 Epoch 324/500 45/45 [==============================] - 0s 361us/step - loss: 0.3930 - accuracy: 0.8181 Epoch 325/500 45/45 [==============================] - 0s 482us/step - loss: 0.3931 - accuracy: 0.8201 Epoch 326/500 45/45 [==============================] - 0s 371us/step - loss: 0.3933 - accuracy: 0.8146 Epoch 327/500 45/45 [==============================] - 0s 347us/step - loss: 0.3930 - accuracy: 0.8139 Epoch 328/500 45/45 [==============================] - 0s 370us/step - loss: 0.3927 - accuracy: 0.8188 Epoch 329/500 45/45 [==============================] - 0s 358us/step - loss: 0.3931 - accuracy: 0.8118 Epoch 330/500 45/45 [==============================] - 0s 399us/step - loss: 0.3923 - accuracy: 0.8153 Epoch 331/500 45/45 [==============================] - 0s 383us/step - loss: 0.3926 - accuracy: 0.8174 Epoch 332/500 45/45 [==============================] - 0s 375us/step - loss: 0.3920 - accuracy: 0.8181 Epoch 333/500 45/45 [==============================] - 0s 346us/step - loss: 0.3917 - accuracy: 0.8201 Epoch 334/500 45/45 [==============================] - 0s 389us/step - loss: 0.3910 - accuracy: 0.8194 Epoch 335/500 45/45 [==============================] - 0s 367us/step - loss: 0.3913 - accuracy: 0.8167 Epoch 336/500 45/45 [==============================] - 0s 371us/step - loss: 0.3910 - accuracy: 0.8188 Epoch 337/500 45/45 [==============================] - 0s 391us/step - loss: 0.3900 - accuracy: 0.8153 Epoch 338/500 45/45 [==============================] - 0s 377us/step - loss: 0.3900 - accuracy: 0.8174 Epoch 339/500 45/45 [==============================] - 0s 488us/step - loss: 0.3894 - accuracy: 0.8174 Epoch 340/500 45/45 [==============================] - 0s 359us/step - loss: 0.3889 - accuracy: 0.8167 Epoch 341/500 45/45 [==============================] - 0s 384us/step - loss: 0.3890 - accuracy: 0.8146 Epoch 342/500 45/45 [==============================] - 0s 393us/step - loss: 0.3899 - accuracy: 0.8201 Epoch 343/500 45/45 [==============================] - 0s 375us/step - loss: 0.3887 - accuracy: 0.8174 Epoch 344/500 45/45 [==============================] - 0s 393us/step - loss: 0.3889 - accuracy: 0.8201 Epoch 345/500 45/45 [==============================] - 0s 350us/step - loss: 0.3890 - accuracy: 0.8153 Epoch 346/500 45/45 [==============================] - 0s 363us/step - loss: 0.3888 - accuracy: 0.8153 Epoch 347/500 45/45 [==============================] - 0s 373us/step - loss: 0.3885 - accuracy: 0.8153 Epoch 348/500 45/45 [==============================] - 0s 396us/step - loss: 0.3884 - accuracy: 0.8146 Epoch 349/500 45/45 [==============================] - 0s 395us/step - loss: 0.3885 - accuracy: 0.8181 Epoch 350/500 45/45 [==============================] - 0s 372us/step - loss: 0.3881 - accuracy: 0.8174 Epoch 351/500 45/45 [==============================] - 0s 366us/step - loss: 0.3885 - accuracy: 0.8132 Epoch 352/500 45/45 [==============================] - 0s 343us/step - loss: 0.3886 - accuracy: 0.8146 Epoch 353/500 45/45 [==============================] - 0s 482us/step - loss: 0.3879 - accuracy: 0.8188 Epoch 354/500 45/45 [==============================] - 0s 384us/step - loss: 0.3877 - accuracy: 0.8153 Epoch 355/500 45/45 [==============================] - 0s 387us/step - loss: 0.3877 - accuracy: 0.8118 Epoch 356/500 45/45 [==============================] - 0s 377us/step - loss: 0.3878 - accuracy: 0.8153 Epoch 357/500 45/45 [==============================] - 0s 349us/step - loss: 0.3879 - accuracy: 0.8188 Epoch 358/500 45/45 [==============================] - 0s 363us/step - loss: 0.3878 - accuracy: 0.8194 Epoch 359/500 45/45 [==============================] - 0s 369us/step - loss: 0.3876 - accuracy: 0.8153 Epoch 360/500 45/45 [==============================] - 0s 403us/step - loss: 0.3863 - accuracy: 0.8188 Epoch 361/500 45/45 [==============================] - 0s 413us/step - loss: 0.3882 - accuracy: 0.8160 Epoch 362/500 45/45 [==============================] - 0s 376us/step - loss: 0.3874 - accuracy: 0.8153 Epoch 363/500 45/45 [==============================] - 0s 370us/step - loss: 0.3868 - accuracy: 0.8174 Epoch 364/500 45/45 [==============================] - 0s 387us/step - loss: 0.3870 - accuracy: 0.8153 Epoch 365/500 45/45 [==============================] - 0s 389us/step - loss: 0.3871 - accuracy: 0.8188 Epoch 366/500 45/45 [==============================] - 0s 388us/step - loss: 0.3869 - accuracy: 0.8208 Epoch 367/500 45/45 [==============================] - 0s 684us/step - loss: 0.3872 - accuracy: 0.8139 Epoch 368/500 45/45 [==============================] - 0s 395us/step - loss: 0.3865 - accuracy: 0.8208 Epoch 369/500 45/45 [==============================] - 0s 353us/step - loss: 0.3864 - accuracy: 0.8174 Epoch 370/500 45/45 [==============================] - 0s 400us/step - loss: 0.3860 - accuracy: 0.8188 Epoch 371/500 45/45 [==============================] - 0s 360us/step - loss: 0.3862 - accuracy: 0.8188 Epoch 372/500 45/45 [==============================] - 0s 356us/step - loss: 0.3860 - accuracy: 0.8194 Epoch 373/500 45/45 [==============================] - 0s 346us/step - loss: 0.3863 - accuracy: 0.8257 Epoch 374/500 45/45 [==============================] - 0s 362us/step - loss: 0.3858 - accuracy: 0.8174 Epoch 375/500 45/45 [==============================] - 0s 359us/step - loss: 0.3860 - accuracy: 0.8188 Epoch 376/500 45/45 [==============================] - 0s 361us/step - loss: 0.3856 - accuracy: 0.8229 Epoch 377/500 45/45 [==============================] - 0s 366us/step - loss: 0.3857 - accuracy: 0.8229 Epoch 378/500 45/45 [==============================] - 0s 359us/step - loss: 0.3860 - accuracy: 0.8188 Epoch 379/500 45/45 [==============================] - 0s 378us/step - loss: 0.3856 - accuracy: 0.8215 Epoch 380/500 45/45 [==============================] - 0s 475us/step - loss: 0.3853 - accuracy: 0.8215 Epoch 381/500 45/45 [==============================] - 0s 398us/step - loss: 0.3844 - accuracy: 0.8215 Epoch 382/500 45/45 [==============================] - 0s 353us/step - loss: 0.3854 - accuracy: 0.8222 Epoch 383/500 45/45 [==============================] - 0s 385us/step - loss: 0.3856 - accuracy: 0.8229 Epoch 384/500 45/45 [==============================] - 0s 370us/step - loss: 0.3850 - accuracy: 0.8222 Epoch 385/500 45/45 [==============================] - 0s 357us/step - loss: 0.3853 - accuracy: 0.8257 Epoch 386/500 45/45 [==============================] - 0s 322us/step - loss: 0.3836 - accuracy: 0.8222 Epoch 387/500 45/45 [==============================] - 0s 363us/step - loss: 0.3855 - accuracy: 0.8201 Epoch 388/500 45/45 [==============================] - 0s 399us/step - loss: 0.3851 - accuracy: 0.8174 Epoch 389/500 45/45 [==============================] - 0s 396us/step - loss: 0.3841 - accuracy: 0.8188 Epoch 390/500 45/45 [==============================] - 0s 396us/step - loss: 0.3847 - accuracy: 0.8257 Epoch 391/500 45/45 [==============================] - 0s 394us/step - loss: 0.3845 - accuracy: 0.8222 Epoch 392/500 45/45 [==============================] - 0s 349us/step - loss: 0.3845 - accuracy: 0.8215 Epoch 393/500 45/45 [==============================] - 0s 366us/step - loss: 0.3845 - accuracy: 0.8236 Epoch 394/500 45/45 [==============================] - 0s 427us/step - loss: 0.3840 - accuracy: 0.8222 Epoch 395/500 45/45 [==============================] - 0s 371us/step - loss: 0.3846 - accuracy: 0.8243 Epoch 396/500 45/45 [==============================] - 0s 352us/step - loss: 0.3836 - accuracy: 0.8243 Epoch 397/500 45/45 [==============================] - 0s 376us/step - loss: 0.3846 - accuracy: 0.8201 Epoch 398/500 45/45 [==============================] - 0s 386us/step - loss: 0.3833 - accuracy: 0.8208 Epoch 399/500 45/45 [==============================] - 0s 366us/step - loss: 0.3841 - accuracy: 0.8236 Epoch 400/500 45/45 [==============================] - 0s 354us/step - loss: 0.3836 - accuracy: 0.8243 Epoch 401/500 45/45 [==============================] - 0s 358us/step - loss: 0.3823 - accuracy: 0.8208 Epoch 402/500 45/45 [==============================] - 0s 376us/step - loss: 0.3834 - accuracy: 0.8250 Epoch 403/500 45/45 [==============================] - 0s 363us/step - loss: 0.3838 - accuracy: 0.8271 Epoch 404/500 45/45 [==============================] - 0s 362us/step - loss: 0.3832 - accuracy: 0.8299 Epoch 405/500 45/45 [==============================] - 0s 333us/step - loss: 0.3837 - accuracy: 0.8229 Epoch 406/500 45/45 [==============================] - 0s 382us/step - loss: 0.3828 - accuracy: 0.8326 Epoch 407/500 45/45 [==============================] - 0s 350us/step - loss: 0.3832 - accuracy: 0.8229 Epoch 408/500 45/45 [==============================] - 0s 340us/step - loss: 0.3830 - accuracy: 0.8257 Epoch 409/500 45/45 [==============================] - 0s 452us/step - loss: 0.3829 - accuracy: 0.8326 Epoch 410/500 45/45 [==============================] - 0s 342us/step - loss: 0.3820 - accuracy: 0.8264 Epoch 411/500 45/45 [==============================] - 0s 380us/step - loss: 0.3825 - accuracy: 0.8333 Epoch 412/500 45/45 [==============================] - 0s 362us/step - loss: 0.3826 - accuracy: 0.8292 Epoch 413/500 45/45 [==============================] - 0s 363us/step - loss: 0.3819 - accuracy: 0.8299 Epoch 414/500 45/45 [==============================] - 0s 391us/step - loss: 0.3819 - accuracy: 0.8326 Epoch 415/500 45/45 [==============================] - 0s 381us/step - loss: 0.3817 - accuracy: 0.8306 Epoch 416/500 45/45 [==============================] - 0s 374us/step - loss: 0.3818 - accuracy: 0.8292 Epoch 417/500 45/45 [==============================] - 0s 361us/step - loss: 0.3819 - accuracy: 0.8340 Epoch 418/500 45/45 [==============================] - 0s 375us/step - loss: 0.3810 - accuracy: 0.8306 Epoch 419/500 45/45 [==============================] - 0s 378us/step - loss: 0.3818 - accuracy: 0.8292 Epoch 420/500 45/45 [==============================] - 0s 362us/step - loss: 0.3815 - accuracy: 0.8361 Epoch 421/500 45/45 [==============================] - 0s 398us/step - loss: 0.3811 - accuracy: 0.8361 Epoch 422/500 45/45 [==============================] - 0s 473us/step - loss: 0.3814 - accuracy: 0.8250 Epoch 423/500 45/45 [==============================] - 0s 381us/step - loss: 0.3812 - accuracy: 0.8326 Epoch 424/500 45/45 [==============================] - 0s 377us/step - loss: 0.3813 - accuracy: 0.8250 Epoch 425/500 45/45 [==============================] - 0s 383us/step - loss: 0.3816 - accuracy: 0.8299 Epoch 426/500 45/45 [==============================] - 0s 386us/step - loss: 0.3812 - accuracy: 0.8333 Epoch 427/500 45/45 [==============================] - 0s 343us/step - loss: 0.3815 - accuracy: 0.8292 Epoch 428/500 45/45 [==============================] - 0s 390us/step - loss: 0.3804 - accuracy: 0.8313 Epoch 429/500 45/45 [==============================] - 0s 384us/step - loss: 0.3812 - accuracy: 0.8285 Epoch 430/500 45/45 [==============================] - 0s 380us/step - loss: 0.3809 - accuracy: 0.8257 Epoch 431/500 45/45 [==============================] - 0s 376us/step - loss: 0.3804 - accuracy: 0.8271 Epoch 432/500 45/45 [==============================] - 0s 384us/step - loss: 0.3806 - accuracy: 0.8236 Epoch 433/500 45/45 [==============================] - 0s 353us/step - loss: 0.3807 - accuracy: 0.8292 Epoch 434/500 45/45 [==============================] - 0s 368us/step - loss: 0.3803 - accuracy: 0.8264 Epoch 435/500 45/45 [==============================] - 0s 360us/step - loss: 0.3805 - accuracy: 0.8264 Epoch 436/500 45/45 [==============================] - 0s 428us/step - loss: 0.3815 - accuracy: 0.8361 Epoch 437/500 45/45 [==============================] - 0s 355us/step - loss: 0.3794 - accuracy: 0.8319 Epoch 438/500 45/45 [==============================] - 0s 396us/step - loss: 0.3804 - accuracy: 0.8250 Epoch 439/500 45/45 [==============================] - 0s 372us/step - loss: 0.3805 - accuracy: 0.8285 Epoch 440/500 45/45 [==============================] - 0s 370us/step - loss: 0.3801 - accuracy: 0.8264 Epoch 441/500 45/45 [==============================] - 0s 367us/step - loss: 0.3803 - accuracy: 0.8264 Epoch 442/500 45/45 [==============================] - 0s 374us/step - loss: 0.3797 - accuracy: 0.8340 Epoch 443/500 45/45 [==============================] - 0s 386us/step - loss: 0.3800 - accuracy: 0.8264 Epoch 444/500 45/45 [==============================] - 0s 405us/step - loss: 0.3802 - accuracy: 0.8306 Epoch 445/500 45/45 [==============================] - 0s 378us/step - loss: 0.3800 - accuracy: 0.8285 Epoch 446/500 45/45 [==============================] - 0s 374us/step - loss: 0.3801 - accuracy: 0.8285 Epoch 447/500 45/45 [==============================] - 0s 364us/step - loss: 0.3793 - accuracy: 0.8292 Epoch 448/500 45/45 [==============================] - 0s 402us/step - loss: 0.3797 - accuracy: 0.8340 Epoch 449/500 45/45 [==============================] - 0s 387us/step - loss: 0.3793 - accuracy: 0.8313 Epoch 450/500 45/45 [==============================] - 0s 502us/step - loss: 0.3791 - accuracy: 0.8326 Epoch 451/500 45/45 [==============================] - 0s 395us/step - loss: 0.3789 - accuracy: 0.8340 Epoch 452/500 45/45 [==============================] - 0s 379us/step - loss: 0.3791 - accuracy: 0.8319 Epoch 453/500 45/45 [==============================] - 0s 347us/step - loss: 0.3787 - accuracy: 0.8313 Epoch 454/500 45/45 [==============================] - 0s 360us/step - loss: 0.3781 - accuracy: 0.8347 Epoch 455/500 45/45 [==============================] - 0s 386us/step - loss: 0.3784 - accuracy: 0.8340 Epoch 456/500 45/45 [==============================] - 0s 364us/step - loss: 0.3779 - accuracy: 0.8326 Epoch 457/500 45/45 [==============================] - 0s 403us/step - loss: 0.3784 - accuracy: 0.8375 Epoch 458/500 45/45 [==============================] - 0s 394us/step - loss: 0.3784 - accuracy: 0.8299 Epoch 459/500 45/45 [==============================] - 0s 398us/step - loss: 0.3777 - accuracy: 0.8396 Epoch 460/500 45/45 [==============================] - 0s 390us/step - loss: 0.3782 - accuracy: 0.8319 Epoch 461/500 45/45 [==============================] - 0s 368us/step - loss: 0.3773 - accuracy: 0.8326 Epoch 462/500 45/45 [==============================] - 0s 395us/step - loss: 0.3776 - accuracy: 0.8306 Epoch 463/500 45/45 [==============================] - 0s 385us/step - loss: 0.3774 - accuracy: 0.8375 Epoch 464/500 45/45 [==============================] - 0s 415us/step - loss: 0.3770 - accuracy: 0.8333 Epoch 465/500 45/45 [==============================] - 0s 372us/step - loss: 0.3773 - accuracy: 0.8368 Epoch 466/500 45/45 [==============================] - 0s 376us/step - loss: 0.3777 - accuracy: 0.8326 Epoch 467/500 45/45 [==============================] - 0s 365us/step - loss: 0.3760 - accuracy: 0.8382 Epoch 468/500 45/45 [==============================] - 0s 385us/step - loss: 0.3770 - accuracy: 0.8361 Epoch 469/500 45/45 [==============================] - 0s 386us/step - loss: 0.3775 - accuracy: 0.8340 Epoch 470/500 45/45 [==============================] - 0s 362us/step - loss: 0.3768 - accuracy: 0.8354 Epoch 471/500 45/45 [==============================] - 0s 373us/step - loss: 0.3768 - accuracy: 0.8326 Epoch 472/500 45/45 [==============================] - 0s 382us/step - loss: 0.3765 - accuracy: 0.8347 Epoch 473/500 45/45 [==============================] - 0s 385us/step - loss: 0.3759 - accuracy: 0.8347 Epoch 474/500 45/45 [==============================] - 0s 387us/step - loss: 0.3765 - accuracy: 0.8319 Epoch 475/500 45/45 [==============================] - 0s 400us/step - loss: 0.3763 - accuracy: 0.8340 Epoch 476/500 45/45 [==============================] - 0s 382us/step - loss: 0.3754 - accuracy: 0.8340 Epoch 477/500 45/45 [==============================] - 0s 532us/step - loss: 0.3759 - accuracy: 0.8326 Epoch 478/500 45/45 [==============================] - 0s 369us/step - loss: 0.3762 - accuracy: 0.8319 Epoch 479/500 45/45 [==============================] - 0s 378us/step - loss: 0.3753 - accuracy: 0.8354 Epoch 480/500 45/45 [==============================] - 0s 367us/step - loss: 0.3756 - accuracy: 0.8410 Epoch 481/500 45/45 [==============================] - 0s 357us/step - loss: 0.3750 - accuracy: 0.8340 Epoch 482/500 45/45 [==============================] - 0s 365us/step - loss: 0.3765 - accuracy: 0.8361 Epoch 483/500 45/45 [==============================] - 0s 371us/step - loss: 0.3753 - accuracy: 0.8361 Epoch 484/500 45/45 [==============================] - 0s 374us/step - loss: 0.3759 - accuracy: 0.8319 Epoch 485/500 45/45 [==============================] - 0s 367us/step - loss: 0.3754 - accuracy: 0.8354 Epoch 486/500 45/45 [==============================] - 0s 359us/step - loss: 0.3747 - accuracy: 0.8368 Epoch 487/500 45/45 [==============================] - 0s 370us/step - loss: 0.3753 - accuracy: 0.8319 Epoch 488/500 45/45 [==============================] - 0s 362us/step - loss: 0.3750 - accuracy: 0.8319 Epoch 489/500 45/45 [==============================] - 0s 372us/step - loss: 0.3747 - accuracy: 0.8292 Epoch 490/500 45/45 [==============================] - 0s 363us/step - loss: 0.3749 - accuracy: 0.8313 Epoch 491/500 45/45 [==============================] - 0s 468us/step - loss: 0.3744 - accuracy: 0.8333 Epoch 492/500 45/45 [==============================] - 0s 376us/step - loss: 0.3748 - accuracy: 0.8347 Epoch 493/500 45/45 [==============================] - 0s 368us/step - loss: 0.3746 - accuracy: 0.8326 Epoch 494/500 45/45 [==============================] - 0s 385us/step - loss: 0.3743 - accuracy: 0.8382 Epoch 495/500 45/45 [==============================] - 0s 385us/step - loss: 0.3749 - accuracy: 0.8319 Epoch 496/500 45/45 [==============================] - 0s 387us/step - loss: 0.3746 - accuracy: 0.8333 Epoch 497/500 45/45 [==============================] - 0s 374us/step - loss: 0.3749 - accuracy: 0.8354 Epoch 498/500 45/45 [==============================] - 0s 365us/step - loss: 0.3743 - accuracy: 0.8340 Epoch 499/500 45/45 [==============================] - 0s 360us/step - loss: 0.3742 - accuracy: 0.8396 Epoch 500/500 45/45 [==============================] - 0s 399us/step - loss: 0.3732 - accuracy: 0.8313 5/5 [==============================] - 0s 462us/step Epoch 1/500 64/64 [==============================] - 0s 452us/step - loss: 0.6880 - accuracy: 0.6569 Epoch 2/500 64/64 [==============================] - 0s 385us/step - loss: 0.6693 - accuracy: 0.6600 Epoch 3/500 64/64 [==============================] - 0s 364us/step - loss: 0.6028 - accuracy: 0.7575 Epoch 4/500 64/64 [==============================] - 0s 361us/step - loss: 0.5229 - accuracy: 0.7619 Epoch 5/500 64/64 [==============================] - 0s 365us/step - loss: 0.4891 - accuracy: 0.7706 Epoch 6/500 64/64 [==============================] - 0s 434us/step - loss: 0.4774 - accuracy: 0.7700 Epoch 7/500 64/64 [==============================] - 0s 353us/step - loss: 0.4726 - accuracy: 0.7669 Epoch 8/500 64/64 [==============================] - 0s 372us/step - loss: 0.4696 - accuracy: 0.7731 Epoch 9/500 64/64 [==============================] - 0s 372us/step - loss: 0.4675 - accuracy: 0.7750 Epoch 10/500 64/64 [==============================] - 0s 377us/step - loss: 0.4656 - accuracy: 0.7738 Epoch 11/500 64/64 [==============================] - 0s 378us/step - loss: 0.4643 - accuracy: 0.7744 Epoch 12/500 64/64 [==============================] - 0s 369us/step - loss: 0.4630 - accuracy: 0.7763 Epoch 13/500 64/64 [==============================] - 0s 360us/step - loss: 0.4622 - accuracy: 0.7794 Epoch 14/500 64/64 [==============================] - 0s 366us/step - loss: 0.4613 - accuracy: 0.7769 Epoch 15/500 64/64 [==============================] - 0s 379us/step - loss: 0.4607 - accuracy: 0.7744 Epoch 16/500 64/64 [==============================] - 0s 453us/step - loss: 0.4597 - accuracy: 0.7756 Epoch 17/500 64/64 [==============================] - 0s 365us/step - loss: 0.4596 - accuracy: 0.7775 Epoch 18/500 64/64 [==============================] - 0s 361us/step - loss: 0.4582 - accuracy: 0.7750 Epoch 19/500 64/64 [==============================] - 0s 345us/step - loss: 0.4579 - accuracy: 0.7763 Epoch 20/500 64/64 [==============================] - 0s 375us/step - loss: 0.4573 - accuracy: 0.7794 Epoch 21/500 64/64 [==============================] - 0s 368us/step - loss: 0.4568 - accuracy: 0.7713 Epoch 22/500 64/64 [==============================] - 0s 350us/step - loss: 0.4555 - accuracy: 0.7775 Epoch 23/500 64/64 [==============================] - 0s 358us/step - loss: 0.4550 - accuracy: 0.7731 Epoch 24/500 64/64 [==============================] - 0s 366us/step - loss: 0.4543 - accuracy: 0.7800 Epoch 25/500 64/64 [==============================] - 0s 366us/step - loss: 0.4539 - accuracy: 0.7744 Epoch 26/500 64/64 [==============================] - 0s 357us/step - loss: 0.4533 - accuracy: 0.7738 Epoch 27/500 64/64 [==============================] - 0s 354us/step - loss: 0.4530 - accuracy: 0.7788 Epoch 28/500 64/64 [==============================] - 0s 366us/step - loss: 0.4517 - accuracy: 0.7769 Epoch 29/500 64/64 [==============================] - 0s 364us/step - loss: 0.4517 - accuracy: 0.7794 Epoch 30/500 64/64 [==============================] - 0s 346us/step - loss: 0.4512 - accuracy: 0.7788 Epoch 31/500 64/64 [==============================] - 0s 367us/step - loss: 0.4502 - accuracy: 0.7806 Epoch 32/500 64/64 [==============================] - 0s 376us/step - loss: 0.4500 - accuracy: 0.7819 Epoch 33/500 64/64 [==============================] - 0s 351us/step - loss: 0.4492 - accuracy: 0.7756 Epoch 34/500 64/64 [==============================] - 0s 367us/step - loss: 0.4492 - accuracy: 0.7794 Epoch 35/500 64/64 [==============================] - 0s 373us/step - loss: 0.4487 - accuracy: 0.7794 Epoch 36/500 64/64 [==============================] - 0s 365us/step - loss: 0.4479 - accuracy: 0.7800 Epoch 37/500 64/64 [==============================] - 0s 484us/step - loss: 0.4472 - accuracy: 0.7806 Epoch 38/500 64/64 [==============================] - 0s 362us/step - loss: 0.4469 - accuracy: 0.7850 Epoch 39/500 64/64 [==============================] - 0s 368us/step - loss: 0.4473 - accuracy: 0.7812 Epoch 40/500 64/64 [==============================] - 0s 368us/step - loss: 0.4468 - accuracy: 0.7812 Epoch 41/500 64/64 [==============================] - 0s 364us/step - loss: 0.4459 - accuracy: 0.7819 Epoch 42/500 64/64 [==============================] - 0s 362us/step - loss: 0.4451 - accuracy: 0.7844 Epoch 43/500 64/64 [==============================] - 0s 364us/step - loss: 0.4457 - accuracy: 0.7862 Epoch 44/500 64/64 [==============================] - 0s 362us/step - loss: 0.4448 - accuracy: 0.7831 Epoch 45/500 64/64 [==============================] - 0s 363us/step - loss: 0.4446 - accuracy: 0.7837 Epoch 46/500 64/64 [==============================] - 0s 358us/step - loss: 0.4444 - accuracy: 0.7856 Epoch 47/500 64/64 [==============================] - 0s 458us/step - loss: 0.4442 - accuracy: 0.7831 Epoch 48/500 64/64 [==============================] - 0s 375us/step - loss: 0.4434 - accuracy: 0.7812 Epoch 49/500 64/64 [==============================] - 0s 362us/step - loss: 0.4433 - accuracy: 0.7844 Epoch 50/500 64/64 [==============================] - 0s 368us/step - loss: 0.4428 - accuracy: 0.7906 Epoch 51/500 64/64 [==============================] - 0s 375us/step - loss: 0.4427 - accuracy: 0.7800 Epoch 52/500 64/64 [==============================] - 0s 356us/step - loss: 0.4424 - accuracy: 0.7850 Epoch 53/500 64/64 [==============================] - 0s 378us/step - loss: 0.4416 - accuracy: 0.7881 Epoch 54/500 64/64 [==============================] - 0s 367us/step - loss: 0.4418 - accuracy: 0.7794 Epoch 55/500 64/64 [==============================] - 0s 362us/step - loss: 0.4412 - accuracy: 0.7875 Epoch 56/500 64/64 [==============================] - 0s 371us/step - loss: 0.4413 - accuracy: 0.7887 Epoch 57/500 64/64 [==============================] - 0s 451us/step - loss: 0.4409 - accuracy: 0.7837 Epoch 58/500 64/64 [==============================] - 0s 358us/step - loss: 0.4403 - accuracy: 0.7862 Epoch 59/500 64/64 [==============================] - 0s 378us/step - loss: 0.4399 - accuracy: 0.7825 Epoch 60/500 64/64 [==============================] - 0s 365us/step - loss: 0.4402 - accuracy: 0.7844 Epoch 61/500 64/64 [==============================] - 0s 365us/step - loss: 0.4403 - accuracy: 0.7881 Epoch 62/500 64/64 [==============================] - 0s 360us/step - loss: 0.4391 - accuracy: 0.7856 Epoch 63/500 64/64 [==============================] - 0s 349us/step - loss: 0.4391 - accuracy: 0.7875 Epoch 64/500 64/64 [==============================] - 0s 359us/step - loss: 0.4385 - accuracy: 0.7862 Epoch 65/500 64/64 [==============================] - 0s 371us/step - loss: 0.4386 - accuracy: 0.7831 Epoch 66/500 64/64 [==============================] - 0s 373us/step - loss: 0.4383 - accuracy: 0.7819 Epoch 67/500 64/64 [==============================] - 0s 429us/step - loss: 0.4367 - accuracy: 0.7837 Epoch 68/500 64/64 [==============================] - 0s 352us/step - loss: 0.4365 - accuracy: 0.7856 Epoch 69/500 64/64 [==============================] - 0s 344us/step - loss: 0.4365 - accuracy: 0.7831 Epoch 70/500 64/64 [==============================] - 0s 359us/step - loss: 0.4355 - accuracy: 0.7887 Epoch 71/500 64/64 [==============================] - 0s 352us/step - loss: 0.4359 - accuracy: 0.7819 Epoch 72/500 64/64 [==============================] - 0s 359us/step - loss: 0.4356 - accuracy: 0.7912 Epoch 73/500 64/64 [==============================] - 0s 359us/step - loss: 0.4345 - accuracy: 0.7862 Epoch 74/500 64/64 [==============================] - 0s 353us/step - loss: 0.4343 - accuracy: 0.7912 Epoch 75/500 64/64 [==============================] - 0s 372us/step - loss: 0.4340 - accuracy: 0.7869 Epoch 76/500 64/64 [==============================] - 0s 348us/step - loss: 0.4335 - accuracy: 0.7887 Epoch 77/500 64/64 [==============================] - 0s 444us/step - loss: 0.4327 - accuracy: 0.7894 Epoch 78/500 64/64 [==============================] - 0s 380us/step - loss: 0.4320 - accuracy: 0.7900 Epoch 79/500 64/64 [==============================] - 0s 361us/step - loss: 0.4328 - accuracy: 0.7844 Epoch 80/500 64/64 [==============================] - 0s 361us/step - loss: 0.4318 - accuracy: 0.7862 Epoch 81/500 64/64 [==============================] - 0s 350us/step - loss: 0.4312 - accuracy: 0.7856 Epoch 82/500 64/64 [==============================] - 0s 365us/step - loss: 0.4314 - accuracy: 0.7887 Epoch 83/500 64/64 [==============================] - 0s 375us/step - loss: 0.4307 - accuracy: 0.7862 Epoch 84/500 64/64 [==============================] - 0s 486us/step - loss: 0.4311 - accuracy: 0.7887 Epoch 85/500 64/64 [==============================] - 0s 376us/step - loss: 0.4300 - accuracy: 0.7906 Epoch 86/500 64/64 [==============================] - 0s 369us/step - loss: 0.4309 - accuracy: 0.7881 Epoch 87/500 64/64 [==============================] - 0s 423us/step - loss: 0.4301 - accuracy: 0.7919 Epoch 88/500 64/64 [==============================] - 0s 369us/step - loss: 0.4301 - accuracy: 0.7862 Epoch 89/500 64/64 [==============================] - 0s 360us/step - loss: 0.4302 - accuracy: 0.7894 Epoch 90/500 64/64 [==============================] - 0s 369us/step - loss: 0.4304 - accuracy: 0.7956 Epoch 91/500 64/64 [==============================] - 0s 370us/step - loss: 0.4299 - accuracy: 0.7894 Epoch 92/500 64/64 [==============================] - 0s 367us/step - loss: 0.4287 - accuracy: 0.7887 Epoch 93/500 64/64 [==============================] - 0s 366us/step - loss: 0.4293 - accuracy: 0.7881 Epoch 94/500 64/64 [==============================] - 0s 368us/step - loss: 0.4286 - accuracy: 0.7869 Epoch 95/500 64/64 [==============================] - 0s 353us/step - loss: 0.4284 - accuracy: 0.7894 Epoch 96/500 64/64 [==============================] - 0s 363us/step - loss: 0.4278 - accuracy: 0.7875 Epoch 97/500 64/64 [==============================] - 0s 453us/step - loss: 0.4273 - accuracy: 0.7881 Epoch 98/500 64/64 [==============================] - 0s 372us/step - loss: 0.4277 - accuracy: 0.7900 Epoch 99/500 64/64 [==============================] - 0s 655us/step - loss: 0.4267 - accuracy: 0.7900 Epoch 100/500 64/64 [==============================] - 0s 399us/step - loss: 0.4264 - accuracy: 0.7912 Epoch 101/500 64/64 [==============================] - 0s 357us/step - loss: 0.4259 - accuracy: 0.7919 Epoch 102/500 64/64 [==============================] - 0s 358us/step - loss: 0.4258 - accuracy: 0.7925 Epoch 103/500 64/64 [==============================] - 0s 375us/step - loss: 0.4254 - accuracy: 0.7931 Epoch 104/500 64/64 [==============================] - 0s 353us/step - loss: 0.4246 - accuracy: 0.7925 Epoch 105/500 64/64 [==============================] - 0s 366us/step - loss: 0.4247 - accuracy: 0.7900 Epoch 106/500 64/64 [==============================] - 0s 369us/step - loss: 0.4249 - accuracy: 0.7919 Epoch 107/500 64/64 [==============================] - 0s 383us/step - loss: 0.4240 - accuracy: 0.7906 Epoch 108/500 64/64 [==============================] - 0s 367us/step - loss: 0.4235 - accuracy: 0.7912 Epoch 109/500 64/64 [==============================] - 0s 364us/step - loss: 0.4238 - accuracy: 0.7950 Epoch 110/500 64/64 [==============================] - 0s 365us/step - loss: 0.4226 - accuracy: 0.7937 Epoch 111/500 64/64 [==============================] - 0s 356us/step - loss: 0.4227 - accuracy: 0.7981 Epoch 112/500 64/64 [==============================] - 0s 369us/step - loss: 0.4219 - accuracy: 0.7994 Epoch 113/500 64/64 [==============================] - 0s 348us/step - loss: 0.4212 - accuracy: 0.7975 Epoch 114/500 64/64 [==============================] - 0s 373us/step - loss: 0.4219 - accuracy: 0.7994 Epoch 115/500 64/64 [==============================] - 0s 388us/step - loss: 0.4202 - accuracy: 0.7981 Epoch 116/500 64/64 [==============================] - 0s 357us/step - loss: 0.4198 - accuracy: 0.7994 Epoch 117/500 64/64 [==============================] - 0s 423us/step - loss: 0.4191 - accuracy: 0.7962 Epoch 118/500 64/64 [==============================] - 0s 360us/step - loss: 0.4188 - accuracy: 0.7962 Epoch 119/500 64/64 [==============================] - 0s 367us/step - loss: 0.4181 - accuracy: 0.7950 Epoch 120/500 64/64 [==============================] - 0s 345us/step - loss: 0.4180 - accuracy: 0.7975 Epoch 121/500 64/64 [==============================] - 0s 362us/step - loss: 0.4174 - accuracy: 0.8019 Epoch 122/500 64/64 [==============================] - 0s 370us/step - loss: 0.4167 - accuracy: 0.8025 Epoch 123/500 64/64 [==============================] - 0s 371us/step - loss: 0.4163 - accuracy: 0.7987 Epoch 124/500 64/64 [==============================] - 0s 377us/step - loss: 0.4154 - accuracy: 0.7994 Epoch 125/500 64/64 [==============================] - 0s 352us/step - loss: 0.4156 - accuracy: 0.8006 Epoch 126/500 64/64 [==============================] - 0s 349us/step - loss: 0.4148 - accuracy: 0.8031 Epoch 127/500 64/64 [==============================] - 0s 412us/step - loss: 0.4150 - accuracy: 0.8044 Epoch 128/500 64/64 [==============================] - 0s 347us/step - loss: 0.4146 - accuracy: 0.8056 Epoch 129/500 64/64 [==============================] - 0s 352us/step - loss: 0.4134 - accuracy: 0.8044 Epoch 130/500 64/64 [==============================] - 0s 367us/step - loss: 0.4132 - accuracy: 0.8050 Epoch 131/500 64/64 [==============================] - 0s 367us/step - loss: 0.4128 - accuracy: 0.8044 Epoch 132/500 64/64 [==============================] - 0s 365us/step - loss: 0.4122 - accuracy: 0.8056 Epoch 133/500 64/64 [==============================] - 0s 355us/step - loss: 0.4124 - accuracy: 0.8056 Epoch 134/500 64/64 [==============================] - 0s 363us/step - loss: 0.4120 - accuracy: 0.8062 Epoch 135/500 64/64 [==============================] - 0s 350us/step - loss: 0.4114 - accuracy: 0.8087 Epoch 136/500 64/64 [==============================] - 0s 353us/step - loss: 0.4111 - accuracy: 0.8075 Epoch 137/500 64/64 [==============================] - 0s 349us/step - loss: 0.4107 - accuracy: 0.8069 Epoch 138/500 64/64 [==============================] - 0s 443us/step - loss: 0.4110 - accuracy: 0.8069 Epoch 139/500 64/64 [==============================] - 0s 356us/step - loss: 0.4105 - accuracy: 0.8081 Epoch 140/500 64/64 [==============================] - 0s 364us/step - loss: 0.4104 - accuracy: 0.8087 Epoch 141/500 64/64 [==============================] - 0s 378us/step - loss: 0.4101 - accuracy: 0.8087 Epoch 142/500 64/64 [==============================] - 0s 353us/step - loss: 0.4098 - accuracy: 0.8069 Epoch 143/500 64/64 [==============================] - 0s 354us/step - loss: 0.4094 - accuracy: 0.8062 Epoch 144/500 64/64 [==============================] - 0s 372us/step - loss: 0.4090 - accuracy: 0.8112 Epoch 145/500 64/64 [==============================] - 0s 361us/step - loss: 0.4091 - accuracy: 0.8069 Epoch 146/500 64/64 [==============================] - 0s 374us/step - loss: 0.4093 - accuracy: 0.8100 Epoch 147/500 64/64 [==============================] - 0s 369us/step - loss: 0.4086 - accuracy: 0.8087 Epoch 148/500 64/64 [==============================] - 0s 433us/step - loss: 0.4078 - accuracy: 0.8100 Epoch 149/500 64/64 [==============================] - 0s 361us/step - loss: 0.4085 - accuracy: 0.8112 Epoch 150/500 64/64 [==============================] - 0s 365us/step - loss: 0.4082 - accuracy: 0.8094 Epoch 151/500 64/64 [==============================] - 0s 379us/step - loss: 0.4083 - accuracy: 0.8100 Epoch 152/500 64/64 [==============================] - 0s 367us/step - loss: 0.4080 - accuracy: 0.8069 Epoch 153/500 64/64 [==============================] - 0s 363us/step - loss: 0.4078 - accuracy: 0.8087 Epoch 154/500 64/64 [==============================] - 0s 369us/step - loss: 0.4073 - accuracy: 0.8081 Epoch 155/500 64/64 [==============================] - 0s 366us/step - loss: 0.4075 - accuracy: 0.8087 Epoch 156/500 64/64 [==============================] - 0s 352us/step - loss: 0.4074 - accuracy: 0.8081 Epoch 157/500 64/64 [==============================] - 0s 378us/step - loss: 0.4066 - accuracy: 0.8069 Epoch 158/500 64/64 [==============================] - 0s 396us/step - loss: 0.4066 - accuracy: 0.8100 Epoch 159/500 64/64 [==============================] - 0s 356us/step - loss: 0.4073 - accuracy: 0.8075 Epoch 160/500 64/64 [==============================] - 0s 355us/step - loss: 0.4067 - accuracy: 0.8094 Epoch 161/500 64/64 [==============================] - 0s 367us/step - loss: 0.4061 - accuracy: 0.8062 Epoch 162/500 64/64 [==============================] - 0s 370us/step - loss: 0.4065 - accuracy: 0.8056 Epoch 163/500 64/64 [==============================] - 0s 372us/step - loss: 0.4055 - accuracy: 0.8094 Epoch 164/500 64/64 [==============================] - 0s 372us/step - loss: 0.4059 - accuracy: 0.8106 Epoch 165/500 64/64 [==============================] - 0s 362us/step - loss: 0.4056 - accuracy: 0.8081 Epoch 166/500 64/64 [==============================] - 0s 362us/step - loss: 0.4058 - accuracy: 0.8069 Epoch 167/500 64/64 [==============================] - 0s 375us/step - loss: 0.4056 - accuracy: 0.8094 Epoch 168/500 64/64 [==============================] - 0s 353us/step - loss: 0.4047 - accuracy: 0.8087 Epoch 169/500 64/64 [==============================] - 0s 362us/step - loss: 0.4042 - accuracy: 0.8069 Epoch 170/500 64/64 [==============================] - 0s 491us/step - loss: 0.4052 - accuracy: 0.8069 Epoch 171/500 64/64 [==============================] - 0s 369us/step - loss: 0.4033 - accuracy: 0.8094 Epoch 172/500 64/64 [==============================] - 0s 365us/step - loss: 0.4038 - accuracy: 0.8087 Epoch 173/500 64/64 [==============================] - 0s 384us/step - loss: 0.4040 - accuracy: 0.8100 Epoch 174/500 64/64 [==============================] - 0s 367us/step - loss: 0.4035 - accuracy: 0.8062 Epoch 175/500 64/64 [==============================] - 0s 360us/step - loss: 0.4030 - accuracy: 0.8075 Epoch 176/500 64/64 [==============================] - 0s 361us/step - loss: 0.4029 - accuracy: 0.8087 Epoch 177/500 64/64 [==============================] - 0s 361us/step - loss: 0.4022 - accuracy: 0.8087 Epoch 178/500 64/64 [==============================] - 0s 403us/step - loss: 0.4025 - accuracy: 0.8150 Epoch 179/500 64/64 [==============================] - 0s 372us/step - loss: 0.4032 - accuracy: 0.8075 Epoch 180/500 64/64 [==============================] - 0s 344us/step - loss: 0.4028 - accuracy: 0.8100 Epoch 181/500 64/64 [==============================] - 0s 380us/step - loss: 0.4021 - accuracy: 0.8081 Epoch 182/500 64/64 [==============================] - 0s 348us/step - loss: 0.4024 - accuracy: 0.8106 Epoch 183/500 64/64 [==============================] - 0s 375us/step - loss: 0.4026 - accuracy: 0.8119 Epoch 184/500 64/64 [==============================] - 0s 367us/step - loss: 0.4017 - accuracy: 0.8100 Epoch 185/500 64/64 [==============================] - 0s 370us/step - loss: 0.4010 - accuracy: 0.8150 Epoch 186/500 64/64 [==============================] - 0s 366us/step - loss: 0.4010 - accuracy: 0.8075 Epoch 187/500 64/64 [==============================] - 0s 360us/step - loss: 0.4010 - accuracy: 0.8087 Epoch 188/500 64/64 [==============================] - 0s 367us/step - loss: 0.4008 - accuracy: 0.8119 Epoch 189/500 64/64 [==============================] - 0s 490us/step - loss: 0.4007 - accuracy: 0.8138 Epoch 190/500 64/64 [==============================] - 0s 360us/step - loss: 0.4005 - accuracy: 0.8075 Epoch 191/500 64/64 [==============================] - 0s 354us/step - loss: 0.4002 - accuracy: 0.8125 Epoch 192/500 64/64 [==============================] - 0s 361us/step - loss: 0.3999 - accuracy: 0.8100 Epoch 193/500 64/64 [==============================] - 0s 345us/step - loss: 0.4006 - accuracy: 0.8100 Epoch 194/500 64/64 [==============================] - 0s 366us/step - loss: 0.3998 - accuracy: 0.8112 Epoch 195/500 64/64 [==============================] - 0s 364us/step - loss: 0.3999 - accuracy: 0.8106 Epoch 196/500 64/64 [==============================] - 0s 343us/step - loss: 0.3995 - accuracy: 0.8087 Epoch 197/500 64/64 [==============================] - 0s 360us/step - loss: 0.3992 - accuracy: 0.8075 Epoch 198/500 64/64 [==============================] - 0s 355us/step - loss: 0.3999 - accuracy: 0.8131 Epoch 199/500 64/64 [==============================] - 0s 435us/step - loss: 0.3990 - accuracy: 0.8106 Epoch 200/500 64/64 [==============================] - 0s 368us/step - loss: 0.3985 - accuracy: 0.8081 Epoch 201/500 64/64 [==============================] - 0s 382us/step - loss: 0.3985 - accuracy: 0.8087 Epoch 202/500 64/64 [==============================] - 0s 375us/step - loss: 0.3981 - accuracy: 0.8138 Epoch 203/500 64/64 [==============================] - 0s 385us/step - loss: 0.3980 - accuracy: 0.8100 Epoch 204/500 64/64 [==============================] - 0s 367us/step - loss: 0.3985 - accuracy: 0.8138 Epoch 205/500 64/64 [==============================] - 0s 355us/step - loss: 0.3978 - accuracy: 0.8119 Epoch 206/500 64/64 [==============================] - 0s 368us/step - loss: 0.3979 - accuracy: 0.8094 Epoch 207/500 64/64 [==============================] - 0s 369us/step - loss: 0.3983 - accuracy: 0.8094 Epoch 208/500 64/64 [==============================] - 0s 363us/step - loss: 0.3980 - accuracy: 0.8150 Epoch 209/500 64/64 [==============================] - 0s 463us/step - loss: 0.3973 - accuracy: 0.8081 Epoch 210/500 64/64 [==============================] - 0s 346us/step - loss: 0.3972 - accuracy: 0.8119 Epoch 211/500 64/64 [==============================] - 0s 363us/step - loss: 0.3972 - accuracy: 0.8081 Epoch 212/500 64/64 [==============================] - 0s 380us/step - loss: 0.3973 - accuracy: 0.8081 Epoch 213/500 64/64 [==============================] - 0s 384us/step - loss: 0.3970 - accuracy: 0.8125 Epoch 214/500 64/64 [==============================] - 0s 385us/step - loss: 0.3958 - accuracy: 0.8031 Epoch 215/500 64/64 [==============================] - 0s 378us/step - loss: 0.3959 - accuracy: 0.8037 Epoch 216/500 64/64 [==============================] - 0s 357us/step - loss: 0.3956 - accuracy: 0.8081 Epoch 217/500 64/64 [==============================] - 0s 364us/step - loss: 0.3962 - accuracy: 0.8037 Epoch 218/500 64/64 [==============================] - 0s 390us/step - loss: 0.3952 - accuracy: 0.8056 Epoch 219/500 64/64 [==============================] - 0s 457us/step - loss: 0.3952 - accuracy: 0.8062 Epoch 220/500 64/64 [==============================] - 0s 447us/step - loss: 0.3950 - accuracy: 0.8069 Epoch 221/500 64/64 [==============================] - 0s 397us/step - loss: 0.3947 - accuracy: 0.8025 Epoch 222/500 64/64 [==============================] - 0s 380us/step - loss: 0.3942 - accuracy: 0.8094 Epoch 223/500 64/64 [==============================] - 0s 440us/step - loss: 0.3943 - accuracy: 0.8106 Epoch 224/500 64/64 [==============================] - 0s 404us/step - loss: 0.3929 - accuracy: 0.8106 Epoch 225/500 64/64 [==============================] - 0s 390us/step - loss: 0.3930 - accuracy: 0.8069 Epoch 226/500 64/64 [==============================] - 0s 435us/step - loss: 0.3929 - accuracy: 0.8106 Epoch 227/500 64/64 [==============================] - 0s 463us/step - loss: 0.3926 - accuracy: 0.8112 Epoch 228/500 64/64 [==============================] - 0s 404us/step - loss: 0.3930 - accuracy: 0.8087 Epoch 229/500 64/64 [==============================] - 0s 370us/step - loss: 0.3926 - accuracy: 0.8131 Epoch 230/500 64/64 [==============================] - 0s 366us/step - loss: 0.3920 - accuracy: 0.8125 Epoch 231/500 64/64 [==============================] - 0s 373us/step - loss: 0.3904 - accuracy: 0.8112 Epoch 232/500 64/64 [==============================] - 0s 377us/step - loss: 0.3908 - accuracy: 0.8044 Epoch 233/500 64/64 [==============================] - 0s 365us/step - loss: 0.3900 - accuracy: 0.8081 Epoch 234/500 64/64 [==============================] - 0s 368us/step - loss: 0.3894 - accuracy: 0.8081 Epoch 235/500 64/64 [==============================] - 0s 351us/step - loss: 0.3899 - accuracy: 0.8031 Epoch 236/500 64/64 [==============================] - 0s 370us/step - loss: 0.3891 - accuracy: 0.8081 Epoch 237/500 64/64 [==============================] - 0s 454us/step - loss: 0.3889 - accuracy: 0.8075 Epoch 238/500 64/64 [==============================] - 0s 363us/step - loss: 0.3890 - accuracy: 0.8050 Epoch 239/500 64/64 [==============================] - 0s 375us/step - loss: 0.3885 - accuracy: 0.8069 Epoch 240/500 64/64 [==============================] - 0s 378us/step - loss: 0.3888 - accuracy: 0.8112 Epoch 241/500 64/64 [==============================] - 0s 367us/step - loss: 0.3889 - accuracy: 0.8081 Epoch 242/500 64/64 [==============================] - 0s 376us/step - loss: 0.3886 - accuracy: 0.8081 Epoch 243/500 64/64 [==============================] - 0s 367us/step - loss: 0.3896 - accuracy: 0.8112 Epoch 244/500 64/64 [==============================] - 0s 372us/step - loss: 0.3875 - accuracy: 0.8075 Epoch 245/500 64/64 [==============================] - 0s 357us/step - loss: 0.3876 - accuracy: 0.8094 Epoch 246/500 64/64 [==============================] - 0s 364us/step - loss: 0.3879 - accuracy: 0.8062 Epoch 247/500 64/64 [==============================] - 0s 349us/step - loss: 0.3867 - accuracy: 0.8125 Epoch 248/500 64/64 [==============================] - 0s 383us/step - loss: 0.3871 - accuracy: 0.8081 Epoch 249/500 64/64 [==============================] - 0s 381us/step - loss: 0.3875 - accuracy: 0.8125 Epoch 250/500 64/64 [==============================] - 0s 356us/step - loss: 0.3875 - accuracy: 0.8056 Epoch 251/500 64/64 [==============================] - 0s 355us/step - loss: 0.3864 - accuracy: 0.8100 Epoch 252/500 64/64 [==============================] - 0s 367us/step - loss: 0.3869 - accuracy: 0.8069 Epoch 253/500 64/64 [==============================] - 0s 344us/step - loss: 0.3867 - accuracy: 0.8119 Epoch 254/500 64/64 [==============================] - 0s 366us/step - loss: 0.3880 - accuracy: 0.8112 Epoch 255/500 64/64 [==============================] - 0s 386us/step - loss: 0.3858 - accuracy: 0.8100 Epoch 256/500 64/64 [==============================] - 0s 363us/step - loss: 0.3860 - accuracy: 0.8069 Epoch 257/500 64/64 [==============================] - 0s 611us/step - loss: 0.3854 - accuracy: 0.8138 Epoch 258/500 64/64 [==============================] - 0s 369us/step - loss: 0.3854 - accuracy: 0.8075 Epoch 259/500 64/64 [==============================] - 0s 366us/step - loss: 0.3846 - accuracy: 0.8119 Epoch 260/500 64/64 [==============================] - 0s 366us/step - loss: 0.3852 - accuracy: 0.8106 Epoch 261/500 64/64 [==============================] - 0s 365us/step - loss: 0.3854 - accuracy: 0.8125 Epoch 262/500 64/64 [==============================] - 0s 380us/step - loss: 0.3845 - accuracy: 0.8094 Epoch 263/500 64/64 [==============================] - 0s 386us/step - loss: 0.3847 - accuracy: 0.8138 Epoch 264/500 64/64 [==============================] - 0s 365us/step - loss: 0.3847 - accuracy: 0.8112 Epoch 265/500 64/64 [==============================] - 0s 370us/step - loss: 0.3842 - accuracy: 0.8119 Epoch 266/500 64/64 [==============================] - 0s 377us/step - loss: 0.3836 - accuracy: 0.8112 Epoch 267/500 64/64 [==============================] - 0s 608us/step - loss: 0.3836 - accuracy: 0.8106 Epoch 268/500 64/64 [==============================] - 0s 380us/step - loss: 0.3838 - accuracy: 0.8125 Epoch 269/500 64/64 [==============================] - 0s 360us/step - loss: 0.3845 - accuracy: 0.8100 Epoch 270/500 64/64 [==============================] - 0s 365us/step - loss: 0.3846 - accuracy: 0.8050 Epoch 271/500 64/64 [==============================] - 0s 353us/step - loss: 0.3828 - accuracy: 0.8100 Epoch 272/500 64/64 [==============================] - 0s 356us/step - loss: 0.3832 - accuracy: 0.8119 Epoch 273/500 64/64 [==============================] - 0s 359us/step - loss: 0.3836 - accuracy: 0.8112 Epoch 274/500 64/64 [==============================] - 0s 370us/step - loss: 0.3833 - accuracy: 0.8138 Epoch 275/500 64/64 [==============================] - 0s 364us/step - loss: 0.3826 - accuracy: 0.8112 Epoch 276/500 64/64 [==============================] - 0s 464us/step - loss: 0.3843 - accuracy: 0.8119 Epoch 277/500 64/64 [==============================] - 0s 351us/step - loss: 0.3822 - accuracy: 0.8112 Epoch 278/500 64/64 [==============================] - 0s 373us/step - loss: 0.3826 - accuracy: 0.8119 Epoch 279/500 64/64 [==============================] - 0s 379us/step - loss: 0.3838 - accuracy: 0.8119 Epoch 280/500 64/64 [==============================] - 0s 366us/step - loss: 0.3828 - accuracy: 0.8081 Epoch 281/500 64/64 [==============================] - 0s 354us/step - loss: 0.3824 - accuracy: 0.8112 Epoch 282/500 64/64 [==============================] - 0s 365us/step - loss: 0.3819 - accuracy: 0.8131 Epoch 283/500 64/64 [==============================] - 0s 370us/step - loss: 0.3824 - accuracy: 0.8188 Epoch 284/500 64/64 [==============================] - 0s 366us/step - loss: 0.3827 - accuracy: 0.8100 Epoch 285/500 64/64 [==============================] - 0s 369us/step - loss: 0.3826 - accuracy: 0.8138 Epoch 286/500 64/64 [==============================] - 0s 492us/step - loss: 0.3817 - accuracy: 0.8156 Epoch 287/500 64/64 [==============================] - 0s 367us/step - loss: 0.3816 - accuracy: 0.8100 Epoch 288/500 64/64 [==============================] - 0s 368us/step - loss: 0.3828 - accuracy: 0.8138 Epoch 289/500 64/64 [==============================] - 0s 352us/step - loss: 0.3818 - accuracy: 0.8081 Epoch 290/500 64/64 [==============================] - 0s 359us/step - loss: 0.3811 - accuracy: 0.8131 Epoch 291/500 64/64 [==============================] - 0s 373us/step - loss: 0.3813 - accuracy: 0.8175 Epoch 292/500 64/64 [==============================] - 0s 364us/step - loss: 0.3817 - accuracy: 0.8144 Epoch 293/500 64/64 [==============================] - 0s 355us/step - loss: 0.3811 - accuracy: 0.8119 Epoch 294/500 64/64 [==============================] - 0s 379us/step - loss: 0.3831 - accuracy: 0.8094 Epoch 295/500 64/64 [==============================] - 0s 372us/step - loss: 0.3802 - accuracy: 0.8131 Epoch 296/500 64/64 [==============================] - 0s 447us/step - loss: 0.3804 - accuracy: 0.8131 Epoch 297/500 64/64 [==============================] - 0s 364us/step - loss: 0.3805 - accuracy: 0.8131 Epoch 298/500 64/64 [==============================] - 0s 391us/step - loss: 0.3804 - accuracy: 0.8194 Epoch 299/500 64/64 [==============================] - 0s 358us/step - loss: 0.3809 - accuracy: 0.8125 Epoch 300/500 64/64 [==============================] - 0s 350us/step - loss: 0.3799 - accuracy: 0.8150 Epoch 301/500 64/64 [==============================] - 0s 354us/step - loss: 0.3806 - accuracy: 0.8156 Epoch 302/500 64/64 [==============================] - 0s 500us/step - loss: 0.3800 - accuracy: 0.8188 Epoch 303/500 64/64 [==============================] - 0s 378us/step - loss: 0.3804 - accuracy: 0.8181 Epoch 304/500 64/64 [==============================] - 0s 373us/step - loss: 0.3797 - accuracy: 0.8144 Epoch 305/500 64/64 [==============================] - 0s 367us/step - loss: 0.3804 - accuracy: 0.8144 Epoch 306/500 64/64 [==============================] - 0s 461us/step - loss: 0.3798 - accuracy: 0.8181 Epoch 307/500 64/64 [==============================] - 0s 365us/step - loss: 0.3797 - accuracy: 0.8119 Epoch 308/500 64/64 [==============================] - 0s 372us/step - loss: 0.3793 - accuracy: 0.8200 Epoch 309/500 64/64 [==============================] - 0s 366us/step - loss: 0.3790 - accuracy: 0.8163 Epoch 310/500 64/64 [==============================] - 0s 360us/step - loss: 0.3793 - accuracy: 0.8144 Epoch 311/500 64/64 [==============================] - 0s 373us/step - loss: 0.3795 - accuracy: 0.8138 Epoch 312/500 64/64 [==============================] - 0s 365us/step - loss: 0.3797 - accuracy: 0.8175 Epoch 313/500 64/64 [==============================] - 0s 372us/step - loss: 0.3788 - accuracy: 0.8138 Epoch 314/500 64/64 [==============================] - 0s 367us/step - loss: 0.3794 - accuracy: 0.8175 Epoch 315/500 64/64 [==============================] - 0s 376us/step - loss: 0.3783 - accuracy: 0.8181 Epoch 316/500 64/64 [==============================] - 0s 437us/step - loss: 0.3794 - accuracy: 0.8081 Epoch 317/500 64/64 [==============================] - 0s 356us/step - loss: 0.3787 - accuracy: 0.8181 Epoch 318/500 64/64 [==============================] - 0s 370us/step - loss: 0.3788 - accuracy: 0.8169 Epoch 319/500 64/64 [==============================] - 0s 364us/step - loss: 0.3783 - accuracy: 0.8138 Epoch 320/500 64/64 [==============================] - 0s 361us/step - loss: 0.3779 - accuracy: 0.8156 Epoch 321/500 64/64 [==============================] - 0s 362us/step - loss: 0.3779 - accuracy: 0.8175 Epoch 322/500 64/64 [==============================] - 0s 371us/step - loss: 0.3782 - accuracy: 0.8138 Epoch 323/500 64/64 [==============================] - 0s 370us/step - loss: 0.3777 - accuracy: 0.8144 Epoch 324/500 64/64 [==============================] - 0s 363us/step - loss: 0.3783 - accuracy: 0.8163 Epoch 325/500 64/64 [==============================] - 0s 362us/step - loss: 0.3779 - accuracy: 0.8119 Epoch 326/500 64/64 [==============================] - 0s 443us/step - loss: 0.3775 - accuracy: 0.8138 Epoch 327/500 64/64 [==============================] - 0s 373us/step - loss: 0.3773 - accuracy: 0.8188 Epoch 328/500 64/64 [==============================] - 0s 358us/step - loss: 0.3780 - accuracy: 0.8125 Epoch 329/500 64/64 [==============================] - 0s 359us/step - loss: 0.3775 - accuracy: 0.8150 Epoch 330/500 64/64 [==============================] - 0s 370us/step - loss: 0.3768 - accuracy: 0.8169 Epoch 331/500 64/64 [==============================] - 0s 357us/step - loss: 0.3773 - accuracy: 0.8206 Epoch 332/500 64/64 [==============================] - 0s 372us/step - loss: 0.3781 - accuracy: 0.8156 Epoch 333/500 64/64 [==============================] - 0s 365us/step - loss: 0.3773 - accuracy: 0.8138 Epoch 334/500 64/64 [==============================] - 0s 367us/step - loss: 0.3769 - accuracy: 0.8194 Epoch 335/500 64/64 [==============================] - 0s 362us/step - loss: 0.3768 - accuracy: 0.8175 Epoch 336/500 64/64 [==============================] - 0s 353us/step - loss: 0.3769 - accuracy: 0.8138 Epoch 337/500 64/64 [==============================] - 0s 437us/step - loss: 0.3766 - accuracy: 0.8175 Epoch 338/500 64/64 [==============================] - 0s 366us/step - loss: 0.3777 - accuracy: 0.8150 Epoch 339/500 64/64 [==============================] - 0s 372us/step - loss: 0.3769 - accuracy: 0.8156 Epoch 340/500 64/64 [==============================] - 0s 351us/step - loss: 0.3767 - accuracy: 0.8131 Epoch 341/500 64/64 [==============================] - 0s 355us/step - loss: 0.3771 - accuracy: 0.8194 Epoch 342/500 64/64 [==============================] - 0s 348us/step - loss: 0.3765 - accuracy: 0.8150 Epoch 343/500 64/64 [==============================] - 0s 367us/step - loss: 0.3766 - accuracy: 0.8125 Epoch 344/500 64/64 [==============================] - 0s 349us/step - loss: 0.3769 - accuracy: 0.8119 Epoch 345/500 64/64 [==============================] - 0s 378us/step - loss: 0.3767 - accuracy: 0.8131 Epoch 346/500 64/64 [==============================] - 0s 337us/step - loss: 0.3769 - accuracy: 0.8188 Epoch 347/500 64/64 [==============================] - 0s 438us/step - loss: 0.3774 - accuracy: 0.8144 Epoch 348/500 64/64 [==============================] - 0s 348us/step - loss: 0.3762 - accuracy: 0.8188 Epoch 349/500 64/64 [==============================] - 0s 356us/step - loss: 0.3759 - accuracy: 0.8150 Epoch 350/500 64/64 [==============================] - 0s 364us/step - loss: 0.3761 - accuracy: 0.8156 Epoch 351/500 64/64 [==============================] - 0s 357us/step - loss: 0.3768 - accuracy: 0.8131 Epoch 352/500 64/64 [==============================] - 0s 351us/step - loss: 0.3761 - accuracy: 0.8119 Epoch 353/500 64/64 [==============================] - 0s 369us/step - loss: 0.3763 - accuracy: 0.8138 Epoch 354/500 64/64 [==============================] - 0s 368us/step - loss: 0.3763 - accuracy: 0.8156 Epoch 355/500 64/64 [==============================] - 0s 362us/step - loss: 0.3767 - accuracy: 0.8156 Epoch 356/500 64/64 [==============================] - 0s 360us/step - loss: 0.3758 - accuracy: 0.8125 Epoch 357/500 64/64 [==============================] - 0s 352us/step - loss: 0.3762 - accuracy: 0.8163 Epoch 358/500 64/64 [==============================] - 0s 380us/step - loss: 0.3756 - accuracy: 0.8150 Epoch 359/500 64/64 [==============================] - 0s 360us/step - loss: 0.3764 - accuracy: 0.8163 Epoch 360/500 64/64 [==============================] - 0s 340us/step - loss: 0.3755 - accuracy: 0.8188 Epoch 361/500 64/64 [==============================] - 0s 359us/step - loss: 0.3766 - accuracy: 0.8119 Epoch 362/500 64/64 [==============================] - 0s 368us/step - loss: 0.3765 - accuracy: 0.8175 Epoch 363/500 64/64 [==============================] - 0s 372us/step - loss: 0.3759 - accuracy: 0.8169 Epoch 364/500 64/64 [==============================] - 0s 351us/step - loss: 0.3763 - accuracy: 0.8163 Epoch 365/500 64/64 [==============================] - 0s 379us/step - loss: 0.3760 - accuracy: 0.8156 Epoch 366/500 64/64 [==============================] - 0s 369us/step - loss: 0.3752 - accuracy: 0.8131 Epoch 367/500 64/64 [==============================] - 0s 365us/step - loss: 0.3766 - accuracy: 0.8156 Epoch 368/500 64/64 [==============================] - 0s 372us/step - loss: 0.3755 - accuracy: 0.8181 Epoch 369/500 64/64 [==============================] - 0s 364us/step - loss: 0.3761 - accuracy: 0.8169 Epoch 370/500 64/64 [==============================] - 0s 370us/step - loss: 0.3759 - accuracy: 0.8138 Epoch 371/500 64/64 [==============================] - 0s 360us/step - loss: 0.3766 - accuracy: 0.8156 Epoch 372/500 64/64 [==============================] - 0s 365us/step - loss: 0.3756 - accuracy: 0.8119 Epoch 373/500 64/64 [==============================] - 0s 352us/step - loss: 0.3753 - accuracy: 0.8188 Epoch 374/500 64/64 [==============================] - 0s 355us/step - loss: 0.3750 - accuracy: 0.8138 Epoch 375/500 64/64 [==============================] - 0s 353us/step - loss: 0.3751 - accuracy: 0.8100 Epoch 376/500 64/64 [==============================] - 0s 351us/step - loss: 0.3760 - accuracy: 0.8156 Epoch 377/500 64/64 [==============================] - 0s 350us/step - loss: 0.3749 - accuracy: 0.8112 Epoch 378/500 64/64 [==============================] - 0s 605us/step - loss: 0.3749 - accuracy: 0.8206 Epoch 379/500 64/64 [==============================] - 0s 369us/step - loss: 0.3747 - accuracy: 0.8031 Epoch 380/500 64/64 [==============================] - 0s 356us/step - loss: 0.3743 - accuracy: 0.8156 Epoch 381/500 64/64 [==============================] - 0s 363us/step - loss: 0.3742 - accuracy: 0.8150 Epoch 382/500 64/64 [==============================] - 0s 357us/step - loss: 0.3754 - accuracy: 0.8131 Epoch 383/500 64/64 [==============================] - 0s 379us/step - loss: 0.3743 - accuracy: 0.8163 Epoch 384/500 64/64 [==============================] - 0s 356us/step - loss: 0.3747 - accuracy: 0.8144 Epoch 385/500 64/64 [==============================] - 0s 340us/step - loss: 0.3745 - accuracy: 0.8181 Epoch 386/500 64/64 [==============================] - 0s 356us/step - loss: 0.3746 - accuracy: 0.8131 Epoch 387/500 64/64 [==============================] - 0s 370us/step - loss: 0.3740 - accuracy: 0.8138 Epoch 388/500 64/64 [==============================] - 0s 443us/step - loss: 0.3740 - accuracy: 0.8125 Epoch 389/500 64/64 [==============================] - 0s 354us/step - loss: 0.3734 - accuracy: 0.8225 Epoch 390/500 64/64 [==============================] - 0s 334us/step - loss: 0.3742 - accuracy: 0.8138 Epoch 391/500 64/64 [==============================] - 0s 372us/step - loss: 0.3748 - accuracy: 0.8144 Epoch 392/500 64/64 [==============================] - 0s 720us/step - loss: 0.3742 - accuracy: 0.8163 Epoch 393/500 64/64 [==============================] - 0s 374us/step - loss: 0.3733 - accuracy: 0.8188 Epoch 394/500 64/64 [==============================] - 0s 355us/step - loss: 0.3752 - accuracy: 0.8144 Epoch 395/500 64/64 [==============================] - 0s 371us/step - loss: 0.3738 - accuracy: 0.8150 Epoch 396/500 64/64 [==============================] - 0s 361us/step - loss: 0.3734 - accuracy: 0.8156 Epoch 397/500 64/64 [==============================] - 0s 496us/step - loss: 0.3737 - accuracy: 0.8150 Epoch 398/500 64/64 [==============================] - 0s 354us/step - loss: 0.3733 - accuracy: 0.8181 Epoch 399/500 64/64 [==============================] - 0s 366us/step - loss: 0.3726 - accuracy: 0.8125 Epoch 400/500 64/64 [==============================] - 0s 367us/step - loss: 0.3733 - accuracy: 0.8194 Epoch 401/500 64/64 [==============================] - 0s 378us/step - loss: 0.3741 - accuracy: 0.8181 Epoch 402/500 64/64 [==============================] - 0s 351us/step - loss: 0.3735 - accuracy: 0.8100 Epoch 403/500 64/64 [==============================] - 0s 346us/step - loss: 0.3728 - accuracy: 0.8181 Epoch 404/500 64/64 [==============================] - 0s 356us/step - loss: 0.3728 - accuracy: 0.8194 Epoch 405/500 64/64 [==============================] - 0s 350us/step - loss: 0.3722 - accuracy: 0.8150 Epoch 406/500 64/64 [==============================] - 0s 380us/step - loss: 0.3730 - accuracy: 0.8194 Epoch 407/500 64/64 [==============================] - 0s 416us/step - loss: 0.3729 - accuracy: 0.8163 Epoch 408/500 64/64 [==============================] - 0s 350us/step - loss: 0.3720 - accuracy: 0.8169 Epoch 409/500 64/64 [==============================] - 0s 373us/step - loss: 0.3717 - accuracy: 0.8156 Epoch 410/500 64/64 [==============================] - 0s 361us/step - loss: 0.3732 - accuracy: 0.8175 Epoch 411/500 64/64 [==============================] - 0s 351us/step - loss: 0.3716 - accuracy: 0.8169 Epoch 412/500 64/64 [==============================] - 0s 365us/step - loss: 0.3724 - accuracy: 0.8150 Epoch 413/500 64/64 [==============================] - 0s 342us/step - loss: 0.3730 - accuracy: 0.8181 Epoch 414/500 64/64 [==============================] - 0s 367us/step - loss: 0.3725 - accuracy: 0.8194 Epoch 415/500 64/64 [==============================] - 0s 365us/step - loss: 0.3715 - accuracy: 0.8219 Epoch 416/500 64/64 [==============================] - 0s 351us/step - loss: 0.3714 - accuracy: 0.8231 Epoch 417/500 64/64 [==============================] - 0s 353us/step - loss: 0.3720 - accuracy: 0.8138 Epoch 418/500 64/64 [==============================] - 0s 385us/step - loss: 0.3711 - accuracy: 0.8244 Epoch 419/500 64/64 [==============================] - 0s 360us/step - loss: 0.3724 - accuracy: 0.8206 Epoch 420/500 64/64 [==============================] - 0s 382us/step - loss: 0.3723 - accuracy: 0.8263 Epoch 421/500 64/64 [==============================] - 0s 352us/step - loss: 0.3714 - accuracy: 0.8213 Epoch 422/500 64/64 [==============================] - 0s 366us/step - loss: 0.3718 - accuracy: 0.8200 Epoch 423/500 64/64 [==============================] - 0s 366us/step - loss: 0.3712 - accuracy: 0.8238 Epoch 424/500 64/64 [==============================] - 0s 354us/step - loss: 0.3708 - accuracy: 0.8213 Epoch 425/500 64/64 [==============================] - 0s 354us/step - loss: 0.3713 - accuracy: 0.8188 Epoch 426/500 64/64 [==============================] - 0s 354us/step - loss: 0.3711 - accuracy: 0.8125 Epoch 427/500 64/64 [==============================] - 0s 356us/step - loss: 0.3726 - accuracy: 0.8144 Epoch 428/500 64/64 [==============================] - 0s 440us/step - loss: 0.3699 - accuracy: 0.8231 Epoch 429/500 64/64 [==============================] - 0s 364us/step - loss: 0.3705 - accuracy: 0.8144 Epoch 430/500 64/64 [==============================] - 0s 357us/step - loss: 0.3707 - accuracy: 0.8213 Epoch 431/500 64/64 [==============================] - 0s 359us/step - loss: 0.3704 - accuracy: 0.8256 Epoch 432/500 64/64 [==============================] - 0s 353us/step - loss: 0.3715 - accuracy: 0.8119 Epoch 433/500 64/64 [==============================] - 0s 356us/step - loss: 0.3718 - accuracy: 0.8281 Epoch 434/500 64/64 [==============================] - 0s 356us/step - loss: 0.3706 - accuracy: 0.8138 Epoch 435/500 64/64 [==============================] - 0s 366us/step - loss: 0.3701 - accuracy: 0.8275 Epoch 436/500 64/64 [==============================] - 0s 345us/step - loss: 0.3724 - accuracy: 0.8175 Epoch 437/500 64/64 [==============================] - 0s 356us/step - loss: 0.3711 - accuracy: 0.8225 Epoch 438/500 64/64 [==============================] - 0s 489us/step - loss: 0.3701 - accuracy: 0.8156 Epoch 439/500 64/64 [==============================] - 0s 367us/step - loss: 0.3703 - accuracy: 0.8175 Epoch 440/500 64/64 [==============================] - 0s 361us/step - loss: 0.3714 - accuracy: 0.8194 Epoch 441/500 64/64 [==============================] - 0s 361us/step - loss: 0.3705 - accuracy: 0.8269 Epoch 442/500 64/64 [==============================] - 0s 368us/step - loss: 0.3706 - accuracy: 0.8225 Epoch 443/500 64/64 [==============================] - 0s 359us/step - loss: 0.3699 - accuracy: 0.8288 Epoch 444/500 64/64 [==============================] - 0s 356us/step - loss: 0.3707 - accuracy: 0.8175 Epoch 445/500 64/64 [==============================] - 0s 361us/step - loss: 0.3694 - accuracy: 0.8338 Epoch 446/500 64/64 [==============================] - 0s 349us/step - loss: 0.3688 - accuracy: 0.8156 Epoch 447/500 64/64 [==============================] - 0s 344us/step - loss: 0.3708 - accuracy: 0.8169 Epoch 448/500 64/64 [==============================] - 0s 432us/step - loss: 0.3703 - accuracy: 0.8306 Epoch 449/500 64/64 [==============================] - 0s 367us/step - loss: 0.3705 - accuracy: 0.8106 Epoch 450/500 64/64 [==============================] - 0s 364us/step - loss: 0.3694 - accuracy: 0.8263 Epoch 451/500 64/64 [==============================] - 0s 363us/step - loss: 0.3701 - accuracy: 0.8175 Epoch 452/500 64/64 [==============================] - 0s 365us/step - loss: 0.3692 - accuracy: 0.8244 Epoch 453/500 64/64 [==============================] - 0s 364us/step - loss: 0.3699 - accuracy: 0.8169 Epoch 454/500 64/64 [==============================] - 0s 357us/step - loss: 0.3696 - accuracy: 0.8275 Epoch 455/500 64/64 [==============================] - 0s 355us/step - loss: 0.3681 - accuracy: 0.8263 Epoch 456/500 64/64 [==============================] - 0s 357us/step - loss: 0.3677 - accuracy: 0.8188 Epoch 457/500 64/64 [==============================] - 0s 362us/step - loss: 0.3702 - accuracy: 0.8219 Epoch 458/500 64/64 [==============================] - 0s 368us/step - loss: 0.3687 - accuracy: 0.8206 Epoch 459/500 64/64 [==============================] - 0s 378us/step - loss: 0.3691 - accuracy: 0.8244 Epoch 460/500 64/64 [==============================] - 0s 344us/step - loss: 0.3698 - accuracy: 0.8175 Epoch 461/500 64/64 [==============================] - 0s 353us/step - loss: 0.3680 - accuracy: 0.8238 Epoch 462/500 64/64 [==============================] - 0s 358us/step - loss: 0.3697 - accuracy: 0.8263 Epoch 463/500 64/64 [==============================] - 0s 378us/step - loss: 0.3690 - accuracy: 0.8219 Epoch 464/500 64/64 [==============================] - 0s 344us/step - loss: 0.3693 - accuracy: 0.8163 Epoch 465/500 64/64 [==============================] - 0s 351us/step - loss: 0.3690 - accuracy: 0.8169 Epoch 466/500 64/64 [==============================] - 0s 369us/step - loss: 0.3687 - accuracy: 0.8225 Epoch 467/500 64/64 [==============================] - 0s 373us/step - loss: 0.3660 - accuracy: 0.8194 Epoch 468/500 64/64 [==============================] - 0s 343us/step - loss: 0.3664 - accuracy: 0.8344 Epoch 469/500 64/64 [==============================] - 0s 413us/step - loss: 0.3694 - accuracy: 0.8194 Epoch 470/500 64/64 [==============================] - 0s 368us/step - loss: 0.3683 - accuracy: 0.8269 Epoch 471/500 64/64 [==============================] - 0s 357us/step - loss: 0.3681 - accuracy: 0.8131 Epoch 472/500 64/64 [==============================] - 0s 361us/step - loss: 0.3673 - accuracy: 0.8238 Epoch 473/500 64/64 [==============================] - 0s 366us/step - loss: 0.3667 - accuracy: 0.8244 Epoch 474/500 64/64 [==============================] - 0s 374us/step - loss: 0.3680 - accuracy: 0.8238 Epoch 475/500 64/64 [==============================] - 0s 354us/step - loss: 0.3695 - accuracy: 0.8188 Epoch 476/500 64/64 [==============================] - 0s 365us/step - loss: 0.3661 - accuracy: 0.8206 Epoch 477/500 64/64 [==============================] - 0s 370us/step - loss: 0.3658 - accuracy: 0.8281 Epoch 478/500 64/64 [==============================] - 0s 361us/step - loss: 0.3656 - accuracy: 0.8256 Epoch 479/500 64/64 [==============================] - 0s 457us/step - loss: 0.3657 - accuracy: 0.8269 Epoch 480/500 64/64 [==============================] - 0s 367us/step - loss: 0.3663 - accuracy: 0.8206 Epoch 481/500 64/64 [==============================] - 0s 367us/step - loss: 0.3666 - accuracy: 0.8219 Epoch 482/500 64/64 [==============================] - 0s 357us/step - loss: 0.3660 - accuracy: 0.8300 Epoch 483/500 64/64 [==============================] - 0s 350us/step - loss: 0.3657 - accuracy: 0.8194 Epoch 484/500 64/64 [==============================] - 0s 359us/step - loss: 0.3658 - accuracy: 0.8244 Epoch 485/500 64/64 [==============================] - 0s 359us/step - loss: 0.3655 - accuracy: 0.8269 Epoch 486/500 64/64 [==============================] - 0s 356us/step - loss: 0.3660 - accuracy: 0.8206 Epoch 487/500 64/64 [==============================] - 0s 356us/step - loss: 0.3650 - accuracy: 0.8238 Epoch 488/500 64/64 [==============================] - 0s 351us/step - loss: 0.3653 - accuracy: 0.8300 Epoch 489/500 64/64 [==============================] - 0s 388us/step - loss: 0.3657 - accuracy: 0.8213 Epoch 490/500 64/64 [==============================] - 0s 379us/step - loss: 0.3657 - accuracy: 0.8250 Epoch 491/500 64/64 [==============================] - 0s 365us/step - loss: 0.3649 - accuracy: 0.8244 Epoch 492/500 64/64 [==============================] - 0s 368us/step - loss: 0.3667 - accuracy: 0.8263 Epoch 493/500 64/64 [==============================] - 0s 360us/step - loss: 0.3655 - accuracy: 0.8256 Epoch 494/500 64/64 [==============================] - 0s 373us/step - loss: 0.3651 - accuracy: 0.8206 Epoch 495/500 64/64 [==============================] - 0s 356us/step - loss: 0.3648 - accuracy: 0.8263 Epoch 496/500 64/64 [==============================] - 0s 350us/step - loss: 0.3648 - accuracy: 0.8225 Epoch 497/500 64/64 [==============================] - 0s 359us/step - loss: 0.3650 - accuracy: 0.8181 Epoch 498/500 64/64 [==============================] - 0s 354us/step - loss: 0.3650 - accuracy: 0.8281 Epoch 499/500 64/64 [==============================] - 0s 375us/step - loss: 0.3645 - accuracy: 0.8213 Epoch 500/500 64/64 [==============================] - 0s 484us/step - loss: 0.3636 - accuracy: 0.8225
print('\033[1mBest Parameters of GridSearchCV for Classifier ANN Model:\033[0m', gridANNClassifier.best_params_)
print('\033[1mBest Estimator of GridSearchCV for ANN Classifier Model:\033[0m', gridANNClassifier.best_estimator_)
Best Parameters of GridSearchCV for Classifier ANN Model: {'batch_size': 25, 'epochs': 500, 'optimizer': 'adam'} Best Estimator of GridSearchCV for ANN Classifier Model: <keras.wrappers.scikit_learn.KerasClassifier object at 0x290f95e90>
# Py_predANNCDVredicting the Test set results
y_pred_GANNC = gridANNClassifier.predict(X_test)
y_pred_GANNC = (y_pred_GANNC > 0.5)
13/13 [==============================] - 0s 368us/step
# Evaluation du modèle:
model_evaluation(y_test, y_pred_GANNC)
Confusion matrix
Score positive Score negative
Actual positive 231 33
Actual negative 31 105
Accuracy 0.84
Positive Negative
Num case 264 136
Precision 0.88 0.76
Recall 0.88 0.77
F1 0.88 0.77
precision recall f1-score support
0 0.88 0.88 0.88 264
1 0.76 0.77 0.77 136
accuracy 0.84 400
macro avg 0.82 0.82 0.82 400
weighted avg 0.84 0.84 0.84 400
# Import Scores
from sklearn.metrics import f1_score, accuracy_score, recall_score, roc_auc_score
# Scores of Logistic regression
gridLGF1 = f1_score(y_test, y_pred_GLGC)
gridLGAccuracy = accuracy_score(y_test, y_pred_GLGC)
gridLGRecall = recall_score(y_test, y_pred_GLGC)
gridLGROC = roc_auc_score(y_test, y_pred_GLGC)
# Scores of Random Forest
gridRFF1 = f1_score(y_test, y_pred_GRFC)
gridRFAccuracy = accuracy_score(y_test, y_pred_GRFC)
gridRFRecall = recall_score(y_test, y_pred_GRFC)
gridRFROC = roc_auc_score(y_test, y_pred_GRFC)
# Scores of Support Vector Machine
gridSVMF1 = f1_score(y_test, y_pred_GSVMC)
gridSVMAccuracy = accuracy_score(y_test, y_pred_GSVMC)
gridSVMRecall = recall_score(y_test, y_pred_GSVMC)
gridSVMROC = roc_auc_score(y_test, y_pred_GSVMC)
# Scores of Decision Tree
gridDTF1 = f1_score(y_test, y_pred_DTHPM)
gridDTAccuracy = accuracy_score(y_test, y_pred_DTHPM)
gridDTRecall = recall_score(y_test, y_pred_DTHPM)
gridDTROC = roc_auc_score(y_test, y_pred_DTHPM)
# Scores of KNN
gridKNNF1 = f1_score(y_test, y_pred_GKNNC)
gridKNNAccuracy = accuracy_score(y_test, y_pred_GKNNC)
gridKNNRecall = recall_score(y_test, y_pred_GKNNC)
gridKNNROC = roc_auc_score(y_test, y_pred_GKNNC)
# Scores of Gradient Boosting
gridGBF1 = f1_score(y_test, y_pred_GGB)
gridGBAccuracy = accuracy_score(y_test, y_pred_GGB)
gridGBRecall = recall_score(y_test, y_pred_GGB)
gridGBROC = roc_auc_score(y_test, y_pred_GGB)
# Scores of Ada Boosting
gridABF1 = f1_score(y_test, y_pred_GABC)
gridABAccuracy = accuracy_score(y_test, y_pred_GABC)
gridABRecall = recall_score(y_test, y_pred_GABC)
gridABROC = roc_auc_score(y_test, y_pred_GABC)
# Scores of XGB
gridXGBF1 = f1_score(y_test, y_pred_GXGBC)
gridXGBAccuracy = accuracy_score(y_test, y_pred_GXGBC)
gridXGBRecall = recall_score(y_test, y_pred_GXGBC)
gridXGBROC = roc_auc_score(y_test, y_pred_GXGBC)
# Scores of Naive Bayes
gridNBF1 = f1_score(y_test, y_pred_GNBC)
gridNBAccuracy = accuracy_score(y_test, y_pred_GNBC)
gridNBRecall = recall_score(y_test, y_pred_GNBC)
gridNBROC = roc_auc_score(y_test, y_pred_GNBC)
# Scores of Artificiel Neural Network
gridANNF1 = f1_score(y_test, y_pred_GANNC)
gridANNAccuracy = accuracy_score(y_test, y_pred_GANNC)
gridANNRecall = recall_score(y_test, y_pred_GANNC)
gridANNROC = roc_auc_score(y_test, y_pred_GANNC)
comparisonModels = pd.DataFrame({"Model": ["Logistic Regression", "Random Forest", "SVM", "Decision Tree", "KNN","GradientBoost"
, "AdaBoost", "XGBoost","Naive Bayes", "ANN"],
"F1": [ gridLGF1, gridRFF1, gridSVMF1, gridDTF1,gridKNNF1, gridGBF1, gridABF1, gridXGBF1, gridNBF1,
gridANNF1],
"Recall": [gridLGRecall, gridRFRecall, gridSVMRecall, gridDTRecall,gridKNNRecall, gridGBRecall,
gridABRecall, gridXGBRecall, gridNBRecall, gridANNRecall],
"Accuracy": [ gridLGAccuracy, gridRFAccuracy, gridSVMAccuracy, gridDTAccuracy,gridKNNAccuracy,
gridGBAccuracy, gridABAccuracy, gridXGBAccuracy, gridNBAccuracy, gridANNAccuracy],
"ROC_AUC": [ gridLGROC, gridRFROC, gridSVMROC, gridDTROC,gridKNNROC, gridGBROC, gridABROC,
gridXGBROC, gridNBROC, gridANNROC]})
def labels(ax):
for p in ax.patches:
width = p.get_width() # get bar length
ax.text(width, # set the text at 1 unit right of the bar
p.get_y() + p.get_height() / 2, # get Y coordinate + X coordinate / 2
'{:1.3f}'.format(width), # set variable to display, 2 decimals
ha = 'left', # horizontal alignment
va = 'center',
fontproperties='Arial Black',
fontsize=16) # vertical alignment
plt.figure(figsize=(20,60))
plt.subplot(411)
comparisonModels = comparisonModels.sort_values(by="F1", ascending=False)
label=sns.barplot(x=comparisonModels["F1"], y=comparisonModels["Model"], palette="Greens_d", capsize=0.5)
labels(label)
plt.xticks(fontproperties='Arial Black', fontsize=16)
plt.yticks(fontproperties='Arial Black', fontsize=16)
plt.title('Figure 7: Résulat du score F1 des modèles du Maching Learning appliquer au dataset Diabète', y=-0.1, fontproperties='Arial Black', fontsize=20)
plt.show()
plt.figure(figsize=(20,60))
plt.subplot(411)
comparisonModels = comparisonModels.sort_values(by="Recall", ascending=False)
label=sns.barplot(x="Recall", y="Model", data=comparisonModels, palette="Greens_d")
labels(label)
plt.xticks(fontproperties='Arial Black', fontsize=16)
plt.yticks(fontproperties='Arial Black', fontsize=16)
plt.title('Figure 8: Résulat du score Recall des modèles du Maching Learning appliquer au dataset Diabète', y=-0.1, fontproperties='Arial Black', fontsize=20)
plt.show()
plt.figure(figsize=(20,60))
plt.subplot(411)
comparisonModels = comparisonModels.sort_values(by="Accuracy", ascending=False)
label=sns.barplot(x="Accuracy", y="Model", data=comparisonModels, palette="Greens_d")
labels(label)
plt.xticks(fontproperties='Arial Black', fontsize=16)
plt.yticks(fontproperties='Arial Black', fontsize=16)
plt.title('Figure 9: Résulat du score Accuracy des modèles du Maching Learning appliquer au dataset Diabète', y=-0.1, fontproperties='Arial Black', fontsize=20)
plt.show()
plt.figure(figsize=(20,60))
plt.subplot(411)
comparisonModels = comparisonModels.sort_values(by="Accuracy", ascending=False)
label=sns.barplot(x="Accuracy", y="Model", data=comparisonModels, palette="Greens_d")
labels(label)
plt.xticks(fontproperties='Arial Black', fontsize=16)
plt.yticks(fontproperties='Arial Black', fontsize=16)
plt.title('Scatter plot pythonspot.com', y=-0.1, fontproperties='Arial Black', fontsize=20)
plt.show()
plt.figure(figsize=(20,60))
plt.subplot(411)
comparisonModels = comparisonModels.sort_values(by="ROC_AUC", ascending=False)
label=sns.barplot(x="ROC_AUC", y="Model", data=comparisonModels, palette="Greens_d")
labels(label)
plt.xticks(fontproperties='Arial Black', fontsize=16)
plt.yticks(fontproperties='Arial Black', fontsize=16)
plt.title('Figure 10: Résulat du score ROC_AUC des modèles du Maching Learning appliquer au dataset Diabète', y=-0.1, fontproperties='Arial Black', fontsize=20)
plt.show()
plt.figure(figsize=(20,30))
plt.subplot(411)
comparisonModels = comparisonModels.sort_values(by="F1", ascending=False)
label=sns.barplot(x="F1", y="Model", data=comparisonModels, palette="Greens_d")
labels(label)
plt.xticks(fontproperties='Arial Black', fontsize=16)
plt.yticks(fontproperties='Arial Black', fontsize=16)
plt.subplot(412)
comparisonModels = comparisonModels.sort_values(by="Recall", ascending=False)
label=sns.barplot(x="Recall", y="Model", data=comparisonModels, palette="Greens_d")
labels(label)
plt.xticks(fontproperties='Arial Black', fontsize=16)
plt.yticks(fontproperties='Arial Black', fontsize=16)
plt.subplot(413)
comparisonModels = comparisonModels.sort_values(by="Accuracy", ascending=False)
label=sns.barplot(x="Accuracy", y="Model", data=comparisonModels, palette="Greens_d")
labels(label)
plt.xticks(fontproperties='Arial Black', fontsize=16)
plt.yticks(fontproperties='Arial Black', fontsize=16)
plt.subplot(414)
comparisonModels = comparisonModels.sort_values(by="ROC_AUC", ascending=False)
label=sns.barplot(x="ROC_AUC", y="Model", data=comparisonModels, palette="Greens_d")
labels(label)
plt.xticks(fontproperties='Arial Black', fontsize=16)
plt.yticks(fontproperties='Arial Black', fontsize=16)
plt.title('Figure 4: Résulat des scores selon les modèles du Maching Learning appliquer au dataset Diabète', y=-0.2, fontproperties='Arial Black', fontsize=20)
plt.show()
dataPredictDans ce projet, nous avons essayé de prédire un problème de classification dans un ensemble de données sur les diabete par une variété de modèles pour classifier les prédictions des diabetes dans le contexte de déterminer si quelqu'un est susceptible d'avoir un accident vasculaire cérébral en fonction des paramètres d'entrée comme le sexe, l'âge et divers résultats de test ou non. Nous avons analysé en détail la cible et les caractéristiques. Nous avons vérifié les modèles obtenus à partir des ensembles de formation en appliquant une validation croisée pour chaque performance de modèle. Enfin, nous avons examiné visuellement les résultats de tous les modèles afin de sélectionner le meilleur pour le problème en question. En vérifiant tous les scores comme F1_score, Precision, Recall et Accuracy, Gradient Boosting et KNN donnent les meilleurs résultats en comparaison avec les autres modèles. Pour les ensembles de données respectifs, Gradient Boosting et KNN sont les meilleurs modèles pour les prédictions futures.
import pickle
# save the model to disk
filenameGradientBoosting = 'finalizedGradienBoostingDiabete.sav'
pickle.dump(GBGrid, open(filenameGradientBoosting, 'wb'))
# save the model to disk
filenameKNN = 'finalizedKNNDiabete.sav'
pickle.dump(KNNGridModel, open(filenameKNN, 'wb'))
--------------------------------------------------------------------------- NameError Traceback (most recent call last) Cell In[100], line 3 1 # save the model to disk 2 filenameGradientBoosting = 'finalizedGradienBoostingDiabete.sav' ----> 3 pickle.dump(GBGrid, open(filenameGradientBoosting, 'wb')) 4 # save the model to disk 5 filenameKNN = 'finalizedKNNDiabete.sav' NameError: name 'GBGrid' is not defined
# load the model fr9om disk
bestGradientBoostingClassifier = pickle.load(open(filenameGradientBoosting, 'rb'))
bestKNNClassifier = pickle.load(open(filenameKNN, 'rb'))
--------------------------------------------------------------------------- FileNotFoundError Traceback (most recent call last) Cell In[101], line 2 1 # load the model fr9om disk ----> 2 bestGradientBoostingClassifier = pickle.load(open(filenameGradientBoosting, 'rb')) 3 bestKNNClassifier = pickle.load(open(filenameKNN, 'rb')) File ~/anaconda3/lib/python3.11/site-packages/IPython/core/interactiveshell.py:286, in _modified_open(file, *args, **kwargs) 279 if file in {0, 1, 2}: 280 raise ValueError( 281 f"IPython won't let you open fd={file} by default " 282 "as it is likely to crash IPython. If you know what you are doing, " 283 "you can use builtins' open." 284 ) --> 286 return io_open(file, *args, **kwargs) FileNotFoundError: [Errno 2] No such file or directory: 'finalizedGradienBoostingDiabete.sav'
# Etat de deux personnes
6,154,74,32,193,29.3,0.839,39,0
dataPredict = {'Pregnancies':[2, 0, 6],
'Glucose':[138, 84, 154],
'BloodPressure':[62, 82, 74],
'SkinThickness':[35, 31, 32],
'Insulin':[0, 125, 193],
'BMI':[33.6, 38.2, 29.3],
'DiabetesPedigreeFunction':[0.127, 0.233, 0.839],
'Age':[47, 23, 39],
}
# Prediction du resultat
data = pd.DataFrame(dataPredict)
print(data)
data = sc.transform(data)
print(data)
Pregnancies Glucose BloodPressure SkinThickness Insulin BMI \ 0 2 138 62 35 0 33.6 1 0 84 82 31 125 38.2 2 6 154 74 32 193 29.3 DiabetesPedigreeFunction Age 0 0.127 47 1 0.233 23 2 0.839 39 [[-0.52085669 0.52293542 -0.39985218 0.88425576 -0.73567068 0.18961947 -1.09067553 1.18629104] [-1.13521032 -1.16616026 0.67474845 0.63174653 0.38348392 0.77387003 -0.75639906 -0.86373263] [ 0.70785058 1.02340822 0.2449082 0.69487384 0.99230403 -0.35652779 1.1546532 0.50294982]]
resulatGradientBoosting = bestGradientBoostingClassifier.predict(data)
print(resulatGradientBoosting)
resulatKNN = bestKNNClassifier.predict(data)
print(resulatKNN)
--------------------------------------------------------------------------- NameError Traceback (most recent call last) Cell In[104], line 1 ----> 1 resulatGradientBoosting = bestGradientBoostingClassifier.predict(data) 2 print(resulatGradientBoosting) 3 resulatKNN = bestKNNClassifier.predict(data) NameError: name 'bestGradientBoostingClassifier' is not defined
Les résultat sont les mèmes pour les deux modèles donc on peut dire que deux personnes sont en bonne senté et un est en état de diabete.